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docs(website): add essay on reverse engineering models
Add an English review draft connecting Touhou reconstruction evidence with model specialization, repository knowledge and feedback-driven learning. Preserve model attribution and historical verification scope in supporting notes, and translate the new Blog listing for all existing editions. Validation: website.py check, focused formatting checks, and 32 Chromium cases covering both preview paths, light/dark themes, responsive layouts, translated indexes and no-JavaScript reading.
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@@ -131,6 +131,7 @@ describe its recorded investigation; update them only when repeating that work.
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- `public/showcase/index.html`: the case-study index.
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- `public/blog/index.html`: articles about reconstruction methods, ports, mods and reverse engineering.
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- `public/blog/touhou-reconstruction/index.html`: a personal essay about agent autonomy, oracle quality, knowledge carried between TH08 and TH095, PC-98 TH04, and the path from exact reconstruction to readable source and modern ports.
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- `public/blog/reverse-engineering-models/index.html`: an English draft on general models, compiler specialization and learning useful reconstruction experiments, with historical evidence from TH08, TH095, TH04 and TH09. Model attribution and verification scope are in [evidence/reverse-engineering-models.md](evidence/reverse-engineering-models.md).
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- `public/showcase/aegis/index.html`: Aegis's Android login-code calculation, with an adjustable clock and reference checks.
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- `public/showcase/dx-ball/index.html`: sound-pan investigation and project status.
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- `public/showcase/notion/index.html`: Notion's Electron clipboard bridge and rich clipboard format.
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@@ -0,0 +1,165 @@
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# General models and specialist models: article evidence
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Supporting record for `public/blog/reverse-engineering-models/index.html`.
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The article is an English draft for review and remains `noindex`.
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## Research scope
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Repository history, maintained source and recorded comparison notes were reviewed
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on 13 October 2026. This research did not run game targets, compile reconstruction
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candidates or repeat historical runtime checks. Public commit availability was
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checked through GitHub CLI.
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The evidence describes specific historical functions and their recorded checks.
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Source presence, compiler exactness, complete-product builds and runtime agreement
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remain distinct. The proposed specialist/RL comparisons are future experiments;
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no trained specialist was evaluated for this article.
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## Model attribution
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- The project operator identifies `gpt-dots` as **GPT-6-Astra**.
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- `gpt-web` is a changing label for the model used at the time. The operator
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describes then-latest models, usually xhigh, commonly GPT-5.6-Sol earlier and
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GPT-6-Sol recently. Do not assign all such commits a single model or infer
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individual identities from a release date.
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- Explicit `gpt-6-sol` and `gpt-6.1-sol` subjects establish the recorded names.
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Per-run reasoning effort and full budgets are not uniformly recorded.
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- `gpt-6-luna-max` records GPT-6-Luna and max effort. It does not establish
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parameter count or specialist training.
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Later sessions inherited earlier source, diagnostics and failed experiments.
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Historical before/after closures support the essay's questions; they are not
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controlled estimates of model-size effects.
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## TH09 Type18/24 attack update
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Earlier source-context review:
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[GPT-6-Sol, 26 September](https://github.com/N0zoM1z0/th09/commit/de63c0f9121963f3a6b1ab5471c4878625fd3425).
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Closing reconstruction:
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[GPT-6.1-Sol, 10 October](https://github.com/N0zoM1z0/th09/commit/52929ed7c299f1a5f29cc13964e22510145fd616).
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The earlier candidate was 1,435 bytes against a 1,436-byte target. Matching the
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overall frame size concealed different homes for returned vectors and real
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collision storage. Declaration and helper-visibility controls did not close it.
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The closing session introduces an ordinary XYZ destination assignment, consumes
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real returned vectors directly and groups six actual publication/rotation
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operations into one comma-sequenced full expression. Keeping the real collision
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point at function scope preserves separate storage. The seventh warm candidate
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matches, followed by a maintained-path canonical cold comparison of all 1,436
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bytes and 44 encoded fields. Original class/source spelling and later runtime
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gates remain separate.
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The article's four-row table groups selected lessons from seven candidates. It
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does not enumerate every build or reproduce a complete source listing.
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## TH09 Front callback
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Earlier diagnostic checkpoint:
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[GPT-6.1-Sol, 2 October](https://github.com/N0zoM1z0/th09/commit/f8d12d72aaf02212ee1b585a8f3f86d7ed000269).
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Full graph closure:
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[GPT-6-Astra (`gpt-dots`), 6 October](https://github.com/N0zoM1z0/th09/commit/da33a646221198ceb7f3df2b96e2ca0e9b2f705f).
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Accepted replay:
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[6 October follow-up](https://github.com/N0zoM1z0/th09/commit/5f825b28a862f8e1a6d4aea2f78a42f04c09a1c0).
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The earlier maintained owner was 1,510 bytes versus the 1,491-byte target. Its
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prefix and suffix matched only as independently positioned diagnostic regions;
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they did not establish a complete-function match.
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A common outer continuation places completion and frame dispatch in complementary
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arms with one final frame increment/return. Within this graph, the side/stage
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decision recovers target block sharing. The record establishes the complete
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1,491-byte owner, 107 independently bound fields, 384 instructions and 42 calls.
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The follow-up records accepted forced-recompile replay for `da33a646`.
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Bounded trace models are static checks, not game-runtime validation.
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## TH095 identifier-bucket reuse
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[Supervisor::LoadDat, 2 September](https://github.com/N0zoM1z0/th095/commit/26bb64bdb093a13f73abd0ee8ae7ce199ee4658f).
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Under observed VC7.1 build 3077, declaration order alone did not recover the real
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local homes. Earlier background work established useful identifier buckets.
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Backing the real file-size scalar with `averagedPanLocal12` places it at
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`EBP-0x04` and the genuine 128-byte buffer at `EBP-0x88`. All 151 bytes and 15
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relocations close.
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This is compiler-context evidence. It does not establish a universal C++ rule
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or uniquely recover the original author's variable name. The `gpt-web` label
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does not identify this run's model individually.
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## TH09 Luna enemy-spawn closure
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[GPT-6-Luna-max, 27 September](https://github.com/N0zoM1z0/th09/commit/1eb843383941d00065622a9e353146c4bb96979e).
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An ordinary loop with `continue`/`break`, branch-local RunEcl failure handling
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and a shared success tail closes the 373-byte owner. TH08 source supplies the
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source-family hypothesis; TH09 establishes the bounds, fields, ABI and callees.
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Two independent cold builds and canonical replay are recorded.
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The earlier stable 361-byte candidate is `gpt-web`, with an individually
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unresolved model identity. This case demonstrates a useful discovery across
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model tiers, not a measured specialist or smaller-parameter advantage.
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## TH04 compiler diversity
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[Player MAIN_0 cohort, 15 September](https://github.com/N0zoM1z0/th04/commit/6dce0a79d5b931f0e2a08475b90e0c33d2321b98).
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Natural Turbo C++ 4.0J source produces a 629-byte update/miss contribution and a
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334-byte renderer. Expression lifetimes, branch-local stores, declaration order
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and a shared firing tail matter. Correct physical linker order avoids an extra
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alignment byte. The recorded focused and aggregate replays cover 129 and 208
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owners respectively. These are historical owned-extent checks; this checkpoint
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does not establish whole-game execution.
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TH08 uses VC7, while TH095/TH09 use VC7.1. Avoid treating every game's source
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patterns as output from the same compiler. Shared game authorship supplies a
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prior; target-local evidence validates an actual transfer.
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## TH08 numerical investigation
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[Polar motion and x87 behavior, 13 October](https://github.com/N0zoM1z0/th08/commit/af9cb1d3e839b15a78b47ac1701506083cc82847).
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A collision divergence at stage 2 frame 6,825 leads back to a one-ULP
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displacement difference at frame 5,573. Historical CRT wrappers retain a wider
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x87 return despite storing a rounded float. A distinct i386 case involves x87
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precision-control state. The record includes field probes and replay checks for
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specified scenarios. Several preceding investigations use the same model; this
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is breadth-of-investigation evidence, not a model-switch comparison.
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## TH08 floating-literal oracle repair
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[Repository-wide audit, 2 September](https://github.com/N0zoM1z0/th08/commit/a393f400786e4cc6cbb1000af0dad3276da12c78).
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Literal payload checks previously depended on optional explicit `data_hex`
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attestation. The fix decodes and target-checks every VC7 `__real@...` relocation.
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The follow-up audits 1,548 relocations and corrects 12 stale rows in five already
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accepted units. One source change corrects a bullet-spread increment from
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`1.0f` to `32.0f`.
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Affected-unit replay and a complete 1,106-unit cold replay are recorded after
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repair. This defect is separate from the later one-ULP numerical investigation.
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The RL consequence in the article is an inference: a reward based on the earlier
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check could reinforce wrong source. The record does not describe an actual RL
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exploit or trained model doing so.
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## TH09 target-sized replay-save candidate
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[Replay-save closure, 2 October](https://github.com/N0zoM1z0/th09/commit/ab72fd77728293fc0beacfc656ca701b0e266016).
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The earlier candidate already had the target's 1,825-byte length but 467 complete
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comparison differences. Shared index identity, loop structure and the real
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cancel/overwrite continuation close the complete owner. The example supports
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using size as a diagnostic rather than final acceptance.
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## Related research
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The article links these primary sources:
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- [LLM4Decompile, EMNLP 2024](https://aclanthology.org/2024.emnlp-main.203/).
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- [AutoDecompiler, June 2026 preprint](https://arxiv.org/html/2606.16162v1).
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- [When LLM Decompilers Recompile More and Preserve Less, September 2026 preprint](https://arxiv.org/html/2609.05370v1).
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These works concern specialized decompilation, feedback-based refinement and
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functional checking. Their published setups do not establish a winner for the
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article's proposed historical-compiler reconstruction experiment. Preserve that
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objective distinction when expanding the discussion.
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@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
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msgstr "أفكار حول الهندسة العكسية."
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#. {ph0}: <br />
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#: website/public/blog/index.html:200
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#: website/public/blog/index.html:216
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#, python-brace-format
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msgctxt "page:blog/index.html"
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msgid "Game reconstruction{ph0}Essay"
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msgstr "لعبة إعادة الإعمار{ph0}مقال"
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#: website/public/blog/index.html:202
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#: website/public/blog/index.html:218
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msgctxt "page:blog/index.html"
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msgid "The industrial revolution in reverse engineering"
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msgstr "الثورة الصناعية في الهندسة العكسية"
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#: website/public/blog/index.html:203
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#: website/public/blog/index.html:219
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msgctxt "page:blog/index.html"
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msgid ""
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"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
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@@ -52,19 +52,19 @@ msgstr ""
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"ما دليل إعادة تعمير TH08, TH095 و TH04 علمني عن وكلاء والتحقق المعرفة أن "
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"المركبات عبر المشاريع."
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#: website/public/blog/index.html:208
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#: website/public/blog/index.html:207 website/public/blog/index.html:224
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msgctxt "page:blog/index.html"
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msgid "Read the article"
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msgstr "اقرأ المقال"
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#: website/public/blog/index.html:211
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#: website/public/blog/index.html:227
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msgctxt "page:blog/index.html"
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msgid "By N0zoM1z0 · 10 October 2026"
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msgstr "بواسطة N0zoM1z0 * 10 أكتوبر 2026"
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#. {ph0}: <span aria-hidden="true">
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#. {ph1}: </span>
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#: website/public/blog/index.html:230
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#: website/public/blog/index.html:246
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#: website/public/blog/touhou-reconstruction/index.html:1080
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#: website/public/examples/dino-lab/index.html:475
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#: website/public/faq/index.html:573
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@@ -233,7 +233,7 @@ msgctxt "shared"
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msgid "Follow REA on X"
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msgstr "تابع REA على X"
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#: website/public/blog/index.html:230
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#: website/public/blog/index.html:246
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msgctxt "page:blog/index.html"
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msgid "Back to top"
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msgstr "العودة للأعلى"
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@@ -11463,7 +11463,7 @@ msgctxt "shared"
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msgid "Guides"
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msgstr "الأدلة"
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#: website/public/blog/index.html:222
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#: website/public/blog/index.html:238
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#: website/public/blog/touhou-reconstruction/index.html:1072
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#: website/public/examples/dino-lab/index.html:467
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#: website/public/faq/index.html:565
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@@ -11483,7 +11483,7 @@ msgctxt "shared"
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msgid "Source"
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msgstr "الكود المصدري"
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#: website/public/blog/index.html:223
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#: website/public/blog/index.html:239
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#: website/public/blog/touhou-reconstruction/index.html:1073
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#: website/public/examples/dino-lab/index.html:468
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#: website/public/faq/index.html:566
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@@ -11503,7 +11503,7 @@ msgctxt "shared"
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msgid "MIT license"
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msgstr "رخصة MIT"
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#: website/public/blog/index.html:224
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#: website/public/blog/index.html:240
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#: website/public/blog/touhou-reconstruction/index.html:1074
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#: website/public/examples/dino-lab/index.html:469
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#: website/public/faq/index.html:567
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@@ -11523,7 +11523,7 @@ msgctxt "shared"
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msgid "Join the community"
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msgstr "انضم إلى المجتمع"
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#: website/public/blog/index.html:225
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#: website/public/blog/index.html:241
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#: website/public/blog/touhou-reconstruction/index.html:1075
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#: website/public/examples/dino-lab/index.html:470
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#: website/public/faq/index.html:568
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@@ -12478,6 +12478,32 @@ msgstr ""
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"تسجيل في REA دون اتصال، أو اربط خادم MCP في Everywhere لفحص حركة المرور "
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"المسجلة مع وكيلك."
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#. {ph0}: <br />
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#: website/public/blog/index.html:200
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#, python-brace-format
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msgctxt "page:blog/index.html"
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msgid "Model specialization{ph0}Essay"
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msgstr "نماذج متخصصة{ph0}مقال"
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#: website/public/blog/index.html:202
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msgctxt "page:blog/index.html"
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msgid "Does reverse engineering need a bigger model?"
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msgstr "هل تحتاج الهندسة العكسية إلى نموذج أكبر؟"
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#: website/public/blog/index.html:203
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msgctxt "page:blog/index.html"
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msgid ""
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"What Touhou reconstruction suggests about general models, specialist models "
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"and learning from compiler feedback."
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msgstr ""
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"أفكار من إعادة بناء Touhou حول النماذج العامة والمتخصصة والتعلم من نتائج "
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"المُصرّف."
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#: website/public/blog/index.html:210
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msgctxt "page:blog/index.html"
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msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
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msgstr "بقلم N0zoM1z0 · 13 أكتوبر 2026 · مسودة للمراجعة"
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#~ msgctxt "page:index.html"
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#~ msgid "Setup guide"
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#~ msgstr "دليل الإعداد"
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@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
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msgstr "Gedanken zum Reverse Engineering."
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#. {ph0}: <br />
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#: website/public/blog/index.html:200
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#: website/public/blog/index.html:216
|
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#, python-brace-format
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msgctxt "page:blog/index.html"
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msgid "Game reconstruction{ph0}Essay"
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msgstr "Spielrekonstruktion{ph0}Essay"
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#: website/public/blog/index.html:202
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#: website/public/blog/index.html:218
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msgctxt "page:blog/index.html"
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msgid "The industrial revolution in reverse engineering"
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msgstr "Die industrielle Revolution im Reverse Engineering"
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#: website/public/blog/index.html:203
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#: website/public/blog/index.html:219
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msgctxt "page:blog/index.html"
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msgid ""
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||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
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@@ -53,19 +53,19 @@ msgstr ""
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"gelehrt, über Agenten, Überprüfung und Wissen, dass Verbindungen über "
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"Projekte hinweg."
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#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
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msgctxt "page:blog/index.html"
|
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msgid "Read the article"
|
||||
msgstr "Lesen Sie den Artikel"
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||||
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||||
#: website/public/blog/index.html:211
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||||
#: website/public/blog/index.html:227
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msgctxt "page:blog/index.html"
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msgid "By N0zoM1z0 · 10 October 2026"
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msgstr "Von N0zoM1z0 · 10. Oktober 2026"
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#. {ph0}: <span aria-hidden="true">
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#. {ph1}: </span>
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||||
#: website/public/blog/index.html:230
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#: website/public/blog/index.html:246
|
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#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
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#: website/public/faq/index.html:573
|
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@@ -236,7 +236,7 @@ msgctxt "shared"
|
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msgid "Follow REA on X"
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||||
msgstr "REA auf X folgen"
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||||
#: website/public/blog/index.html:230
|
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#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "Nach oben"
|
||||
@@ -11924,7 +11924,7 @@ msgctxt "shared"
|
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msgid "Guides"
|
||||
msgstr "Anleitungen"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
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#: website/public/blog/touhou-reconstruction/index.html:1072
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#: website/public/examples/dino-lab/index.html:467
|
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#: website/public/faq/index.html:565
|
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@@ -11944,7 +11944,7 @@ msgctxt "shared"
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msgid "Source"
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||||
msgstr "Quellcode"
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||||
|
||||
#: website/public/blog/index.html:223
|
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#: website/public/blog/index.html:239
|
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#: website/public/blog/touhou-reconstruction/index.html:1073
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#: website/public/examples/dino-lab/index.html:468
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#: website/public/faq/index.html:566
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@@ -11964,7 +11964,7 @@ msgctxt "shared"
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||||
msgid "MIT license"
|
||||
msgstr "MIT-Lizenz"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -11984,7 +11984,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "Zur Community"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -12957,6 +12957,32 @@ msgstr ""
|
||||
"oder verbinden Sie den MCP-Server von Everywhere, um aufgezeichneten "
|
||||
"Datenverkehr mit Ihrem Agenten zu untersuchen."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "Spezialisierte Modelle{ph0}Essay"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "Braucht Reverse Engineering ein größeres Modell?"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr ""
|
||||
"Was die Rekonstruktion von Touhou über allgemeine und spezialisierte Modelle"
|
||||
" sowie das Lernen aus Compiler-Rückmeldungen zeigt."
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "Von N0zoM1z0 · 13. Oktober 2026 · Entwurf zur Durchsicht"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "Einrichtungsanleitung"
|
||||
|
||||
@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "Reflexiones sobre ingeniería inversa."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "Reconstrucción del juego{ph0}Ensayo"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "La revolución industrial en ingeniería inversa"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
@@ -53,19 +53,19 @@ msgstr ""
|
||||
"enseñó sobre los agentes, la verificación y el conocimiento que componen los"
|
||||
" proyectos."
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "Leer el artículo"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "Por N0zoM1z0 * 10 octubre 2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -236,7 +236,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "Sigue a REA en X"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "Volver arriba"
|
||||
@@ -11843,7 +11843,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "Guías"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -11863,7 +11863,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "Código fuente"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -11883,7 +11883,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "Licencia MIT"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -11903,7 +11903,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "Únete a la comunidad"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -12871,6 +12871,32 @@ msgstr ""
|
||||
" o conecte el servidor MCP de Everywhere para inspeccionar el tráfico "
|
||||
"capturado con su agente."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "Modelos especializados{ph0}Ensayo"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "¿Necesita la ingeniería inversa un modelo más grande?"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr ""
|
||||
"Lo que la reconstrucción de Touhou sugiere sobre los modelos generales, los "
|
||||
"especializados y el aprendizaje a partir de los resultados del compilador."
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "Por N0zoM1z0 · 13 de octubre de 2026 · Borrador para revisión"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "Guía de instalación"
|
||||
|
||||
@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "افکار در مهندسی معکوس."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "بازسازی بازی{ph0}مقاله"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "انقلاب صنعتی در مهندسی معکوس"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
@@ -52,19 +52,19 @@ msgstr ""
|
||||
"چه دستی دوباره و بازسازی TH08, TH095 و TH04 به من آموخت در مورد عوامل, تأیید"
|
||||
" و دانش است که ترکیبات در سراسر پروژه."
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "مقاله را بخوانید"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "توسط N0zoM1z0 * 10 اکتبر 2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -234,7 +234,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "REA را در X دنبال کنید"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "بازگشت به بالا"
|
||||
@@ -11558,7 +11558,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "راهنماها"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -11578,7 +11578,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "کد منبع"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -11598,7 +11598,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "مجوز MIT"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -11618,7 +11618,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "به جامعه بپیوندید"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -12580,6 +12580,32 @@ msgstr ""
|
||||
" در REA بهصورت آفلاین، خروجی SAZ ?? HAR 1.2 بگیرید، یا سرور MCP نرمافزار "
|
||||
"Everywhere را متصل کنید تا ترافیک ضبطشده را با عامل خود بررسی کنید."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "مدلهای تخصصی{ph0}یادداشت"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "آیا مهندسی معکوس به مدل بزرگتری نیاز دارد؟"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr ""
|
||||
"تأملاتی بر پایهٔ بازسازی Touhou دربارهٔ مدلهای عمومی، مدلهای تخصصی و "
|
||||
"یادگیری از بازخورد کامپایلر."
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "نویسنده: N0zoM1z0 · ۱۳ اکتبر ۲۰۲۶ · پیشنویس برای بازبینی"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "راهنمای نصب"
|
||||
|
||||
@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "Réflexions sur l'ingénierie inverse."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "Reconstruction du jeu{ph0}Essai"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "La révolution industrielle dans l'ingénierie inverse"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
@@ -53,19 +53,19 @@ msgstr ""
|
||||
"TH04 m'ont appris sur les agents, la vérification et les connaissances qui "
|
||||
"se combinent dans les projets."
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "Lire l'article"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "Par N0zoM1z0 · 10 octobre 2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -236,7 +236,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "Suivre REA sur X"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "Haut de page"
|
||||
@@ -11854,7 +11854,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "Guides"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -11874,7 +11874,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "Code source"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -11894,7 +11894,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "Licence MIT"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -11914,7 +11914,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "Rejoindre la communauté"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -12885,6 +12885,32 @@ msgstr ""
|
||||
"connectez le serveur MCP d’Everywhere pour inspecter le trafic capturé avec "
|
||||
"votre agent."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "Modèles spécialisés{ph0}Essai"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "Le reverse engineering a-t-il besoin d’un modèle plus grand ?"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr ""
|
||||
"Ce que la reconstruction de Touhou suggère sur les modèles généralistes, les"
|
||||
" modèles spécialisés et l’apprentissage à partir des retours du compilateur."
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "Par N0zoM1z0 · 13 octobre 2026 · Brouillon à relire"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "Guide d’installation"
|
||||
|
||||
@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "Pemikiran tentang rekayasa terbalik."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "Rekonstruksi permainan{ph0}Esai"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "Revolusi industri dalam rekayasa terbalik"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
@@ -53,19 +53,19 @@ msgstr ""
|
||||
" tentang agen, verifikasi, dan pengetahuan yang digabungkan di seluruh "
|
||||
"proyek."
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "Baca artikelnya"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "Oleh N0zoM1z0 · 10 Oktober 2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -236,7 +236,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "Ikuti REA di X"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "Kembali ke atas"
|
||||
@@ -11733,7 +11733,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "Panduan"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -11753,7 +11753,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "Kode sumber"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -11773,7 +11773,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "Lisensi MIT"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -11793,7 +11793,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "Gabung komunitas"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -12758,6 +12758,32 @@ msgstr ""
|
||||
"server MCP Everywhere untuk memeriksa lalu lintas yang direkam bersama agen "
|
||||
"Anda."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "Model khusus{ph0}Esai"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "Apakah rekayasa balik membutuhkan model yang lebih besar?"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr ""
|
||||
"Pelajaran dari rekonstruksi Touhou tentang model umum, model khusus, dan "
|
||||
"pembelajaran dari umpan balik kompiler."
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "Oleh N0zoM1z0 · 13 Oktober 2026 · Draf untuk ditinjau"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "Panduan pemasangan"
|
||||
|
||||
@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "Riflessioni sul reverse engineering."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "Gioco ricostruzione{ph0}Saggio"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "La rivoluzione industriale nel reverse engineering"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
@@ -52,19 +52,19 @@ msgstr ""
|
||||
"Che manuale RE e ricostruire TH08, TH095 e TH04 mi ha insegnato circa gli "
|
||||
"agenti, la verifica e la conoscenza che composti attraverso i progetti."
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "Leggi l'articolo"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "Di N0zoM1z0 * 10 ottobre 2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -235,7 +235,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "Segui REA su X"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "Torna in alto"
|
||||
@@ -11791,7 +11791,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "Guide"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -11811,7 +11811,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "Codice sorgente"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -11831,7 +11831,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "Licenza MIT"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -11851,7 +11851,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "Unisciti alla community"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -12819,6 +12819,32 @@ msgstr ""
|
||||
"offline, oppure collega il server MCP di Everywhere per esaminare il "
|
||||
"traffico acquisito con il tuo agente."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "Modelli specializzati{ph0}Saggio"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "Il reverse engineering ha bisogno di un modello più grande?"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr ""
|
||||
"Cosa suggerisce la ricostruzione di Touhou sui modelli generali, quelli "
|
||||
"specializzati e l’apprendimento dal feedback del compilatore."
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "Di N0zoM1z0 · 13 ottobre 2026 · Bozza da rivedere"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "Guida all’installazione"
|
||||
|
||||
@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "リバースエンジニアリングに関する考え。"
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "ゲーム再構築{ph0}小論文"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "リバースエンジニアリングにおける産業革命"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
@@ -51,19 +51,19 @@ msgid ""
|
||||
msgstr ""
|
||||
"どのようなマニュアル再とTH08を再構築,TH095とTH04は、エージェントについて教えてくれました,プロジェクト間で化合物の検証と知識."
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "記事を読む"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "によってN0zoM1z0•10 10月2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -230,7 +230,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "X で REA をフォロー"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "ページ上部へ"
|
||||
@@ -10965,7 +10965,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "ガイド"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -10985,7 +10985,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "ソースコード"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -11005,7 +11005,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "MIT ライセンス"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -11025,7 +11025,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "コミュニティに参加"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -11963,6 +11963,30 @@ msgstr ""
|
||||
"キャプチャ、MCP、公開スキル{ph1}を利用してください。SAZ ??? HAR 1.2 をエクスポートすれば REA でオフラインのキャプチャ "
|
||||
"Evidence を取得できます。また、Everywhere の MCP サーバーを接続して、エージェントと一緒に記録済みの通信を調べることもできます。"
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "モデルの特化{ph0}エッセイ"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "リバースエンジニアリングに、より大きなモデルは必要か？"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr "Touhou の再構築を通じて考える、汎用モデル、特化モデル、そしてコンパイラのフィードバックから学ぶ方法。"
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "N0zoM1z0 著 · 2026年10月13日 · レビュー用草稿"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "セットアップガイド"
|
||||
|
||||
@@ -32,37 +32,37 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "리버스 엔지니어링에 대한 생각."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "게임 재구성{ph0}에세이"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "리버스 엔지니어링의 산업 혁명"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
"agents, verification and knowledge that compounds across projects."
|
||||
msgstr "어떤 매뉴얼 다시고 재구성TH08,TH095및TH04에 대해 가르쳐 에이전트,검증 및 지는 화합물에 걸쳐 프로젝트입니다."
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "기사 읽기"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "여N0zoM1z0·10 월 2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -229,7 +229,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "X에서 REA 팔로우"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "맨 위로"
|
||||
@@ -10931,7 +10931,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "가이드"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -10951,7 +10951,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "소스 코드"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -10971,7 +10971,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "MIT 라이선스"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -10991,7 +10991,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "커뮤니티 참여"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -11927,6 +11927,30 @@ msgstr ""
|
||||
"사용하세요. SAZ ?? HAR 1.2로 내보내면 REA에서 오프라인 캡처 Evidence를 얻을 수 있으며, Everywhere의 "
|
||||
"MCP 서버를 연결하여 에이전트와 함께 캡처된 트래픽을 살펴볼 수도 있습니다."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "전문 모델{ph0}에세이"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "리버스 엔지니어링에는 더 큰 모델이 필요할까?"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr "Touhou 재구축 경험을 바탕으로 범용 모델, 전문 모델, 컴파일러 피드백을 통한 학습을 생각해 봅니다."
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "작성: N0zoM1z0 · 2026년 10월 13일 · 검토용 초안"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "설정 가이드"
|
||||
|
||||
@@ -101,32 +101,56 @@ msgstr ""
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr ""
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr ""
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models and "
|
||||
"learning from compiler feedback."
|
||||
msgstr ""
|
||||
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr ""
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr ""
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr ""
|
||||
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr ""
|
||||
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about agents, "
|
||||
"verification and knowledge that compounds across projects."
|
||||
msgstr ""
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr ""
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr ""
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467 website/public/faq/index.html:565
|
||||
#: website/public/first-investigation/index.html:515
|
||||
@@ -143,7 +167,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr ""
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468 website/public/faq/index.html:566
|
||||
#: website/public/first-investigation/index.html:516
|
||||
@@ -160,7 +184,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr ""
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469 website/public/faq/index.html:567
|
||||
#: website/public/first-investigation/index.html:517
|
||||
@@ -177,7 +201,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr ""
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470 website/public/faq/index.html:568
|
||||
#: website/public/first-investigation/index.html:518
|
||||
@@ -196,7 +220,7 @@ msgstr ""
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475 website/public/faq/index.html:573
|
||||
#: website/public/first-investigation/index.html:523
|
||||
@@ -337,7 +361,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr ""
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr ""
|
||||
|
||||
@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "Myśli o inżynierii odwrotnej."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "Rekonstrukcja gry{ph0}Esej"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "Rewolucja przemysłowa w inżynierii odwrotnej"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
@@ -52,19 +52,19 @@ msgstr ""
|
||||
"Co Instrukcja RE i rekonstrukcji TH08, TH095 i TH04 nauczył mnie O agentów, "
|
||||
"weryfikacja i wiedza, że związki całej projektów."
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "Przeczytaj artykuł"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "Przez N0zoM1z0 * 10 października 2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -235,7 +235,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "Obserwuj REA na X"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "Do góry"
|
||||
@@ -11697,7 +11697,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "Poradniki"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -11717,7 +11717,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "Kod źródłowy"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -11737,7 +11737,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "Licencja MIT"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -11757,7 +11757,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "Dołącz do społeczności"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -12723,6 +12723,32 @@ msgstr ""
|
||||
"1.2, aby uzyskać Evidence z zapisu w REA offline, lub połącz serwer MCP "
|
||||
"Everywhere, aby analizować zapisany ruch z agentem."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "Modele specjalistyczne{ph0}Esej"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "Czy inżynieria odwrotna potrzebuje większego modelu?"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr ""
|
||||
"Co rekonstrukcja Touhou mówi o modelach ogólnych, modelach specjalistycznych"
|
||||
" i uczeniu się na podstawie informacji zwrotnych z kompilatora."
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "Autor: N0zoM1z0 · 13 października 2026 · Szkic do przejrzenia"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "Instrukcja instalacji"
|
||||
|
||||
@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "Reflexões sobre engenharia reversa."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "Reconstrução do jogo{ph0}Ensaio"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "A Revolução industrial na engenharia reversa"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
@@ -52,19 +52,19 @@ msgstr ""
|
||||
"O manual RE e reconstrução TH08, TH095 e TH04 me ensinou sobre agentes, "
|
||||
"verificação e conhecimento que compostos entre projetos."
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "Leia o artigo"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "Por N0zoM1z0 * 10 de outubro de 2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -235,7 +235,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "Siga o REA no X"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "Voltar ao topo"
|
||||
@@ -11774,7 +11774,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "Guias"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -11794,7 +11794,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "Código-fonte"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -11814,7 +11814,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "Licença MIT"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -11834,7 +11834,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "Participe da comunidade"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -12798,6 +12798,32 @@ msgstr ""
|
||||
"servidor MCP do Everywhere para inspecionar o tráfego capturado com seu "
|
||||
"agente."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "Modelos especializados{ph0}Ensaio"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "A engenharia reversa precisa de um modelo maior?"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr ""
|
||||
"O que a reconstrução de Touhou sugere sobre modelos gerais, modelos "
|
||||
"especializados e o aprendizado com o retorno do compilador."
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "Por N0zoM1z0 · 13 de outubro de 2026 · Rascunho para revisão"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "Guia de instalação"
|
||||
|
||||
@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "Мысли о реверс-инжиниринге."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "Реконструкция игры{ph0}Сочинение"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "Промышленная революция в области реверс-инжиниринга"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
@@ -52,19 +52,19 @@ msgstr ""
|
||||
"Чему меня научило руководство по обновлению и реконструкции TH08, TH095 и "
|
||||
"TH04 об агентах, проверке и знаниях, которые используются в разных проектах."
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "Прочтите статью"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "Автор: N0zoM1z0 · 10 октября 2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -235,7 +235,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "Подписаться на REA в X"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "Наверх"
|
||||
@@ -11811,7 +11811,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "Руководства"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -11831,7 +11831,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "Исходный код"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -11851,7 +11851,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "Лицензия MIT"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -11871,7 +11871,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "Вступить в сообщество"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -12840,6 +12840,32 @@ msgstr ""
|
||||
"подключите MCP-сервер Everywhere, чтобы исследовать записанный трафик вместе"
|
||||
" с агентом."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "Специализация моделей{ph0}Эссе"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "Нужна ли для обратной разработки более крупная модель?"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr ""
|
||||
"Что реконструкция Touhou помогает понять об универсальных и "
|
||||
"специализированных моделях и обучении на обратной связи от компилятора."
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "Автор: N0zoM1z0 · 13 октября 2026 г. · Черновик для обсуждения"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "Руководство по установке"
|
||||
|
||||
@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "ความคิดเกี่ยวกับวิศวกรรมย้อนกลับ"
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "ฟื้นฟูเกม{ph0}เรียงความ"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "การปฏิวัติอุตสาหกรรมในวิศวกรรมย้อนกลับ"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
@@ -52,19 +52,19 @@ msgstr ""
|
||||
"สิ่งที่คู่มือใหม่และ "
|
||||
"reconstructingTH08,TH095และTH04สอนฉันเกี่ยวกับเจ้าหน้าที่ปลายทางและความรู้นั่นรประกอบที่อีกฝั่งยิ่งสนง.โครงการ."
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "อ่านบทความ"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "โดย N0zoM1z0 ·10 ตุลาคม 2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -234,7 +234,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "ติดตาม REA บน X"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "กลับขึ้นด้านบน"
|
||||
@@ -11455,7 +11455,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "คู่มือ"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -11475,7 +11475,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "ซอร์สโค้ด"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -11495,7 +11495,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "สัญญาอนุญาต MIT"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -11515,7 +11515,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "เข้าร่วมชุมชน"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -12477,6 +12477,32 @@ msgstr ""
|
||||
"หรือเชื่อมต่อเซิร์ฟเวอร์ MCP ของ Everywhere "
|
||||
"เพื่อตรวจสอบทราฟฟิกที่บันทึกไว้ร่วมกับเอเจนต์ของคุณ"
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "โมเดลเฉพาะทาง{ph0}บทความ"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "การวิศวกรรมย้อนกลับจำเป็นต้องใช้โมเดลที่ใหญ่ขึ้นไหม?"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr ""
|
||||
"ข้อคิดจากการสร้าง Touhou ขึ้นใหม่ เกี่ยวกับโมเดลทั่วไป โมเดลเฉพาะทาง "
|
||||
"และการเรียนรู้จากผลตอบกลับของคอมไพเลอร์"
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "โดย N0zoM1z0 · 13 ตุลาคม 2026 · ฉบับร่างสำหรับตรวจทาน"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "คู่มือการติดตั้ง"
|
||||
|
||||
@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "Tersine mühendislik üzerine düşünceler."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "Oyun rekonstrüksiyonu{ph0}Deneme"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "Tersine mühendislikte endüstri devrimi"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
@@ -53,19 +53,19 @@ msgstr ""
|
||||
"yapılandırılması bana projeler arasında birleşen aracılar, doğrulama ve "
|
||||
"bilgi hakkında bilgi verdi."
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "Makaleyi okuyun"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "Başlangıç N0zoM1z0 * 10 Ekim 2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -236,7 +236,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "REA’yı X’te takip et"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "Başa dön"
|
||||
@@ -11684,7 +11684,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "Rehberler"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -11704,7 +11704,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "Kaynak kod"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -11724,7 +11724,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "MIT lisansı"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -11744,7 +11744,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "Topluluğa katıl"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -12706,6 +12706,32 @@ msgstr ""
|
||||
" kaydedilen trafiği ajanınızla incelemek için Everywhere MCP sunucusunu "
|
||||
"bağlayın."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "Uzmanlaşmış modeller{ph0}Deneme"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "Tersine mühendislik için daha büyük bir model gerekli mi?"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr ""
|
||||
"Touhou yeniden yapılandırma deneyiminden genel amaçlı modeller, uzmanlaşmış "
|
||||
"modeller ve derleyici geri bildiriminden öğrenme üzerine düşünceler."
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "N0zoM1z0 · 13 Ekim 2026 · İnceleme taslağı"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "Kurulum rehberi"
|
||||
|
||||
@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "Думки про реверс-інжиніринг."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "Реконструкція гри{ph0}Вигадування"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "Промислова революція в області реверс-інжинірингу"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
@@ -52,19 +52,19 @@ msgstr ""
|
||||
"Чому мене навчив посібник з оновлення та реконструкції TH08, TH095 та TH04 "
|
||||
"про агентів, перевірку та знання, які використовуються в різних проектах."
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "Прочитайте статтю"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "Автор: N0zoM1z0 · 10 жовтня 2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -235,7 +235,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "Стежити за REA в X"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "Нагору"
|
||||
@@ -11763,7 +11763,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "Посібники"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -11783,7 +11783,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "Вихідний код"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -11803,7 +11803,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "Ліцензія MIT"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -11823,7 +11823,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "Приєднатися до спільноти"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -12791,6 +12791,32 @@ msgstr ""
|
||||
"мережі або підключіть MCP-сервер Everywhere, щоб досліджувати записаний "
|
||||
"трафік разом з агентом."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "Спеціалізація моделей{ph0}Есе"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "Чи потрібна для зворотної розробки більша модель?"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr ""
|
||||
"Що реконструкція Touhou допомагає зрозуміти про універсальні й "
|
||||
"спеціалізовані моделі та навчання на зворотному зв’язку від компілятора."
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "Автор: N0zoM1z0 · 13 жовтня 2026 р. · Чернетка для обговорення"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "Посібник зі встановлення"
|
||||
|
||||
@@ -32,18 +32,18 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "Suy nghĩ về kỹ thuật đảo ngược."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "Tái thiết trò chơi{ph0}Bài luận"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "Cuộc cách mạng công nghiệp trong kỹ thuật đảo ngược"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
@@ -52,19 +52,19 @@ msgstr ""
|
||||
"NHỮNG gì HƯỚNG DẪN SỬ DỤNG LẠI VÀ tái TẠO TH08, TH095 và TH04 đã dạy tôi về "
|
||||
"các agent, xác minh và kiến thức mà các hợp chất trong các dự án."
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "Đọc bài viết"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "Bởi N0zoM1z0 * 10 tháng mười 2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -235,7 +235,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "Theo DÕI REA Trên X"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "Về đầu trang"
|
||||
@@ -11673,7 +11673,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "Hướng dẫn"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -11693,7 +11693,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "Mã nguồn"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -11713,7 +11713,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "Giấy phép MIT"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -11733,7 +11733,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "Tham gia cộng đồng"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -12692,6 +12692,32 @@ msgstr ""
|
||||
"1.2 để lấy Evidence từ bản ghi trong REA ngoại tuyến, hoặc kết nối máy chủ "
|
||||
"MCP của Everywhere để kiểm tra lưu lượng đã ghi cùng trợ lý của bạn."
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "Mô hình chuyên biệt{ph0}Bài viết"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "Kỹ thuật đảo ngược có cần mô hình lớn hơn không?"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr ""
|
||||
"Những suy nghĩ từ việc tái dựng Touhou về mô hình tổng quát, mô hình chuyên "
|
||||
"biệt và cách học từ phản hồi của trình biên dịch."
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "N0zoM1z0 · 13 tháng 10 năm 2026 · Bản nháp để góp ý"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "Hướng dẫn cài đặt"
|
||||
|
||||
@@ -32,37 +32,37 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "逆向工程的思考。"
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "游戏重建{ph0}论文"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "逆向工程的工业革命"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
"agents, verification and knowledge that compounds across projects."
|
||||
msgstr "什么手动重新和重建TH08，TH095和TH04教我关于编程助手，验证和知识，跨项目的化合物。"
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "阅读文章"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "通过N0zoM1z0*10十月2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -229,7 +229,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "在 X 上关注 REA"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "回到顶部"
|
||||
@@ -10694,7 +10694,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "指南"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -10714,7 +10714,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "源代码"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -10734,7 +10734,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "MIT 许可证"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -10754,7 +10754,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "加入社区"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -11681,6 +11681,30 @@ msgstr ""
|
||||
"要检查 HTTP 请求和响应正文，请使用{ph0}Fiddler Everywhere：SAZ 捕获、MCP 和公开技能{ph1}。导出 SAZ ? "
|
||||
"HAR 1.2 可在 REA 中离线获取捕获 Evidence，也可以连接 Everywhere 的 MCP 服务器，让智能体检查已捕获的流量。"
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "专用模型{ph0}随笔"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "逆向工程需要更大的模型吗？"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr "从 Touhou 重建的经验，探讨通用模型、专用模型，以及如何从编译器反馈中学习。"
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "作者 N0zoM1z0 · 2026 年 10 月 13 日 · 待审草稿"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "安装指南"
|
||||
|
||||
@@ -32,37 +32,37 @@ msgid "Thoughts on reverse engineering."
|
||||
msgstr "逆向工程的思考。"
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#: website/public/blog/index.html:216
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Game reconstruction{ph0}Essay"
|
||||
msgstr "遊戲重建{ph0}論文"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
#: website/public/blog/index.html:218
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "The industrial revolution in reverse engineering"
|
||||
msgstr "逆向工程的工業革命"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
#: website/public/blog/index.html:219
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What manual RE and reconstructing TH08, TH095 and TH04 taught me about "
|
||||
"agents, verification and knowledge that compounds across projects."
|
||||
msgstr "什麼手動重新和重建TH08，TH095和TH04教我關於程式設計助手，驗證和知識，跨專案的化合物。"
|
||||
|
||||
#: website/public/blog/index.html:208
|
||||
#: website/public/blog/index.html:207 website/public/blog/index.html:224
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Read the article"
|
||||
msgstr "閱讀文章"
|
||||
|
||||
#: website/public/blog/index.html:211
|
||||
#: website/public/blog/index.html:227
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 10 October 2026"
|
||||
msgstr "透過N0zoM1z0*10十月2026"
|
||||
|
||||
#. {ph0}: <span aria-hidden="true">
|
||||
#. {ph1}: </span>
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1080
|
||||
#: website/public/examples/dino-lab/index.html:475
|
||||
#: website/public/faq/index.html:573
|
||||
@@ -229,7 +229,7 @@ msgctxt "shared"
|
||||
msgid "Follow REA on X"
|
||||
msgstr "在 X 上關注 REA"
|
||||
|
||||
#: website/public/blog/index.html:230
|
||||
#: website/public/blog/index.html:246
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Back to top"
|
||||
msgstr "回到頂部"
|
||||
@@ -10713,7 +10713,7 @@ msgctxt "shared"
|
||||
msgid "Guides"
|
||||
msgstr "指南"
|
||||
|
||||
#: website/public/blog/index.html:222
|
||||
#: website/public/blog/index.html:238
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1072
|
||||
#: website/public/examples/dino-lab/index.html:467
|
||||
#: website/public/faq/index.html:565
|
||||
@@ -10733,7 +10733,7 @@ msgctxt "shared"
|
||||
msgid "Source"
|
||||
msgstr "原始碼"
|
||||
|
||||
#: website/public/blog/index.html:223
|
||||
#: website/public/blog/index.html:239
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1073
|
||||
#: website/public/examples/dino-lab/index.html:468
|
||||
#: website/public/faq/index.html:566
|
||||
@@ -10753,7 +10753,7 @@ msgctxt "shared"
|
||||
msgid "MIT license"
|
||||
msgstr "MIT 許可證"
|
||||
|
||||
#: website/public/blog/index.html:224
|
||||
#: website/public/blog/index.html:240
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1074
|
||||
#: website/public/examples/dino-lab/index.html:469
|
||||
#: website/public/faq/index.html:567
|
||||
@@ -10773,7 +10773,7 @@ msgctxt "shared"
|
||||
msgid "Join the community"
|
||||
msgstr "加入社群"
|
||||
|
||||
#: website/public/blog/index.html:225
|
||||
#: website/public/blog/index.html:241
|
||||
#: website/public/blog/touhou-reconstruction/index.html:1075
|
||||
#: website/public/examples/dino-lab/index.html:470
|
||||
#: website/public/faq/index.html:568
|
||||
@@ -11701,6 +11701,30 @@ msgstr ""
|
||||
"若要檢查 HTTP 請求與回應本文，請使用{ph0}Fiddler Everywhere：SAZ 擷取、MCP 與公開技能{ph1}。匯出 SAZ ? "
|
||||
"HAR 1.2 可在 REA 中離線取得擷取 Evidence，也可以連接 Everywhere 的 MCP 伺服器，讓代理檢查已擷取的流量。"
|
||||
|
||||
#. {ph0}: <br />
|
||||
#: website/public/blog/index.html:200
|
||||
#, python-brace-format
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Model specialization{ph0}Essay"
|
||||
msgstr "專用模型{ph0}隨筆"
|
||||
|
||||
#: website/public/blog/index.html:202
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "Does reverse engineering need a bigger model?"
|
||||
msgstr "逆向工程需要更大的模型嗎？"
|
||||
|
||||
#: website/public/blog/index.html:203
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid ""
|
||||
"What Touhou reconstruction suggests about general models, specialist models "
|
||||
"and learning from compiler feedback."
|
||||
msgstr "從 Touhou 重建的經驗，探討通用模型、專用模型，以及如何從編譯器回饋中學習。"
|
||||
|
||||
#: website/public/blog/index.html:210
|
||||
msgctxt "page:blog/index.html"
|
||||
msgid "By N0zoM1z0 · 13 October 2026 · Draft for review"
|
||||
msgstr "作者 N0zoM1z0 · 2026 年 10 月 13 日 · 待審草稿"
|
||||
|
||||
#~ msgctxt "page:index.html"
|
||||
#~ msgid "Setup guide"
|
||||
#~ msgstr "安裝指南"
|
||||
|
||||
@@ -196,6 +196,22 @@
|
||||
<p class="lede">Thoughts on reverse engineering.</p>
|
||||
</div>
|
||||
<div class="guide-index">
|
||||
<section class="guide-entry">
|
||||
<p class="eyebrow">Model specialization<br />Essay</p>
|
||||
<div>
|
||||
<h2>Does reverse engineering need a bigger model?</h2>
|
||||
<p>
|
||||
What Touhou reconstruction suggests about general models,
|
||||
specialist models and learning from compiler feedback.
|
||||
</p>
|
||||
<a class="text-link" href="reverse-engineering-models/"
|
||||
>Read the article</a
|
||||
>
|
||||
<p class="page-meta">
|
||||
By N0zoM1z0 · 13 October 2026 · Draft for review
|
||||
</p>
|
||||
</div>
|
||||
</section>
|
||||
<section class="guide-entry">
|
||||
<p class="eyebrow">Game reconstruction<br />Essay</p>
|
||||
<div>
|
||||
|
||||
@@ -0,0 +1,810 @@
|
||||
<!doctype html>
|
||||
<html lang="en">
|
||||
<head>
|
||||
<meta charset="utf-8" />
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1" />
|
||||
<title>Does reverse engineering need a bigger model? | REA</title>
|
||||
<meta
|
||||
name="description"
|
||||
content="What Touhou reconstruction taught me about general models, specialist models and learning to propose better hypotheses from compiler feedback."
|
||||
/>
|
||||
<meta name="robots" content="noindex" />
|
||||
<!-- website:sharing:start -->
|
||||
<!-- prettier-ignore -->
|
||||
<link rel="canonical" href="https://rea.tools/blog/reverse-engineering-models/" />
|
||||
<!-- website:languages:start -->
|
||||
|
||||
<!-- website:languages:end -->
|
||||
<!-- prettier-ignore -->
|
||||
<meta property="og:type" content="website" />
|
||||
<!-- prettier-ignore -->
|
||||
<meta property="og:site_name" content="REA" />
|
||||
<!-- prettier-ignore -->
|
||||
<meta property="og:title" content="Does reverse engineering need a bigger model? | REA" />
|
||||
<!-- prettier-ignore -->
|
||||
<meta property="og:description" content="What Touhou reconstruction taught me about general models, specialist models and learning to propose better hypotheses from compiler feedback." />
|
||||
<!-- prettier-ignore -->
|
||||
<meta property="og:url" content="https://rea.tools/blog/reverse-engineering-models/" />
|
||||
<!-- prettier-ignore -->
|
||||
<meta property="og:image" content="https://rea.tools/assets/social-card.png" />
|
||||
<!-- prettier-ignore -->
|
||||
<meta property="og:image:type" content="image/png" />
|
||||
<!-- prettier-ignore -->
|
||||
<meta property="og:image:width" content="1200" />
|
||||
<!-- prettier-ignore -->
|
||||
<meta property="og:image:height" content="630" />
|
||||
<!-- prettier-ignore -->
|
||||
<meta
|
||||
property="og:image:alt"
|
||||
content="REA — Find out how software works. Reverse engineering with your coding agent."
|
||||
/>
|
||||
<!-- prettier-ignore -->
|
||||
<meta name="twitter:card" content="summary_large_image" />
|
||||
<!-- prettier-ignore -->
|
||||
<meta name="twitter:title" content="Does reverse engineering need a bigger model? | REA" />
|
||||
<!-- prettier-ignore -->
|
||||
<meta name="twitter:description" content="What Touhou reconstruction taught me about general models, specialist models and learning to propose better hypotheses from compiler feedback." />
|
||||
<!-- prettier-ignore -->
|
||||
<meta name="twitter:image" content="https://rea.tools/assets/social-card.png" />
|
||||
<!-- prettier-ignore -->
|
||||
<meta
|
||||
name="twitter:image:alt"
|
||||
content="REA — Find out how software works. Reverse engineering with your coding agent."
|
||||
/>
|
||||
<!-- website:sharing:end -->
|
||||
<!-- website:theme:start -->
|
||||
<meta name="theme-color" content="#ffffff" />
|
||||
<!-- Apply the saved theme before styles load, to avoid a flash on navigation. -->
|
||||
<script src="../../assets/theme.js"></script>
|
||||
<!-- website:theme:end -->
|
||||
<link rel="icon" href="../../assets/favicon.svg" type="image/svg+xml" />
|
||||
<link rel="stylesheet" href="../../assets/styles.css" />
|
||||
<script src="../../assets/main.js" defer></script>
|
||||
</head>
|
||||
<body id="top">
|
||||
<a class="skip-link" href="#main">Skip to content</a>
|
||||
<!-- website:header:start -->
|
||||
<!-- prettier-ignore -->
|
||||
<header class="site-header">
|
||||
<div class="container header-inner">
|
||||
<a class="brand" href="../../" aria-label="REA home"
|
||||
><span class="brand-name">REA</span
|
||||
><span class="brand-caption" data-i18n-skip>Reverse Engineer Anything</span></a
|
||||
>
|
||||
<nav class="navigation" aria-label="Main navigation">
|
||||
<a href="../../get-started/" class="nav-start">Get started</a>
|
||||
<a href="../../showcase/">Showcases</a>
|
||||
<a href="../../blog/" aria-current="page">Blog</a>
|
||||
<a href="../../guides/">Guides</a>
|
||||
<a href="../../faq/">FAQ</a>
|
||||
</nav>
|
||||
<div class="header-social">
|
||||
|
||||
<button class="theme-toggle" type="button" data-theme-toggle hidden>
|
||||
<svg class="theme-moon" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.6" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false">
|
||||
<path d="M20.9 13a9 9 0 0 1-9.9-9.9A9 9 0 1 0 20.9 13Z" />
|
||||
</svg>
|
||||
<svg class="theme-sun" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.6" stroke-linecap="round" aria-hidden="true" focusable="false">
|
||||
<circle cx="12" cy="12" r="4" />
|
||||
<path d="M12 2v2m0 16v2M2 12h2m16 0h2M4.93 4.93l1.42 1.42m11.3 11.3 1.42 1.42M4.93 19.07l1.42-1.42m11.3-11.3 1.42-1.42" />
|
||||
</svg>
|
||||
</button>
|
||||
<a
|
||||
class="nav-github"
|
||||
href="https://github.com/morluto/rea"
|
||||
aria-label="REA on GitHub"
|
||||
title="REA on GitHub"
|
||||
>
|
||||
<svg
|
||||
width="22"
|
||||
height="22"
|
||||
viewBox="0 0 16 16"
|
||||
aria-hidden="true"
|
||||
focusable="false"
|
||||
>
|
||||
<path
|
||||
fill="currentColor"
|
||||
d="M8 0C3.58 0 0 3.58 0 8c0 3.54 2.29 6.53 5.47 7.59.4.07.55-.17.55-.38 0-.19-.01-.82-.01-1.49-2.01.37-2.53-.49-2.69-.94-.09-.23-.48-.94-.82-1.13-.28-.15-.68-.52-.01-.53.63-.01 1.08.58 1.23.82.72 1.21 1.87.87 2.33.66.07-.52.28-.87.51-1.07-1.78-.2-3.64-.89-3.64-3.95 0-.87.31-1.59.82-2.15-.08-.2-.36-1.02.08-2.12 0 0 .67-.21 2.2.82a7.65 7.65 0 0 1 2-.27c.68 0 1.36.09 2 .27 1.53-1.04 2.2-.82 2.2-.82.44 1.1.16 1.92.08 2.12.51.56.82 1.27.82 2.15 0 3.07-1.87 3.75-3.65 3.95.29.25.54.73.54 1.48 0 1.07-.01 1.93-.01 2.2 0 .21.15.46.55.38A8.01 8.01 0 0 0 16 8c0-4.42-3.58-8-8-8Z"
|
||||
/>
|
||||
</svg>
|
||||
<span class="nav-github-count" hidden aria-hidden="true"></span>
|
||||
</a>
|
||||
<a
|
||||
class="nav-discord"
|
||||
href="https://discord.gg/GkcryMnJDM"
|
||||
aria-label="Join REA on Discord"
|
||||
title="Join REA on Discord"
|
||||
>
|
||||
<svg
|
||||
width="22"
|
||||
height="22"
|
||||
viewBox="0 0 24 24"
|
||||
aria-hidden="true"
|
||||
focusable="false"
|
||||
>
|
||||
<path
|
||||
fill="currentColor"
|
||||
d="M20.317 4.3698a19.7913 19.7913 0 0 0-4.8851-1.5152.0741.0741 0 0 0-.0785.0371c-.211.3753-.4447.8648-.6083 1.2495-1.8447-.2762-3.68-.2762-5.4868 0-.1636-.3933-.4058-.8742-.6177-1.2495a.077.077 0 0 0-.0785-.037 19.7363 19.7363 0 0 0-4.8852 1.515.0699.0699 0 0 0-.0321.0277C.5334 9.0458-.319 13.5799.0992 18.0578a.0824.0824 0 0 0 .0312.0561c2.0528 1.5076 4.0413 2.4228 5.9929 3.0294a.0777.0777 0 0 0 .0842-.0276c.4616-.6304.8731-1.2952 1.226-1.9942a.076.076 0 0 0-.0416-.1057c-.6528-.2476-1.2743-.5495-1.8722-.8923a.077.077 0 0 1-.0076-.1277c.1258-.0943.2517-.1923.3718-.2914a.0743.0743 0 0 1 .0776-.0105c3.9278 1.7933 8.18 1.7933 12.0614 0a.0739.0739 0 0 1 .0785.0095c.1202.099.246.1981.3728.2924a.077.077 0 0 1-.0066.1276 12.2986 12.2986 0 0 1-1.873.8914.0766.0766 0 0 0-.0407.1067c.3604.698.7719 1.3628 1.225 1.9932a.076.076 0 0 0 .0842.0286c1.961-.6067 3.9495-1.5219 6.0023-3.0294a.077.077 0 0 0 .0313-.0552c.5004-5.177-.8382-9.6739-3.5485-13.6604a.061.061 0 0 0-.0312-.0286ZM8.02 15.3312c-1.1825 0-2.1569-1.0857-2.1569-2.419 0-1.3332.9555-2.4189 2.157-2.4189 1.2108 0 2.1757 1.0952 2.1568 2.419 0 1.3332-.9555 2.4189-2.1569 2.4189Zm7.9748 0c-1.1825 0-2.1569-1.0857-2.1569-2.419 0-1.3332.9554-2.4189 2.1569-2.4189 1.2108 0 2.1757 1.0952 2.1568 2.419 0 1.3332-.946 2.4189-2.1568 2.4189Z"
|
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/>
|
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</svg>
|
||||
</a>
|
||||
<a
|
||||
class="nav-x"
|
||||
href="https://x.com/reatools"
|
||||
aria-label="Follow REA on X"
|
||||
title="Follow REA on X"
|
||||
>
|
||||
<svg
|
||||
width="18"
|
||||
height="18"
|
||||
viewBox="0 0 24 24"
|
||||
aria-hidden="true"
|
||||
focusable="false"
|
||||
>
|
||||
<path
|
||||
fill="currentColor"
|
||||
d="M18.901 1.153h3.68l-8.04 9.19L24 22.846h-7.406l-5.8-7.584-6.638 7.584H.474l8.6-9.83L0 1.154h7.594l5.243 6.932ZM17.61 20.644h2.039L6.486 3.24H4.298Z"
|
||||
/>
|
||||
</svg>
|
||||
</a>
|
||||
</div>
|
||||
</div>
|
||||
</header>
|
||||
<!-- website:header:end -->
|
||||
<main id="main" class="container">
|
||||
<div class="page-heading">
|
||||
<p class="breadcrumb">
|
||||
<a href="../../">Home</a> / <a href="../">Blog</a> / Models and RE
|
||||
</p>
|
||||
<p class="eyebrow">Essay · Draft for review</p>
|
||||
<h1>Does reverse engineering need a bigger model?</h1>
|
||||
<p class="page-meta">By N0zoM1z0 · 13 October 2026</p>
|
||||
<div class="blog-takeaway">
|
||||
<p class="eyebrow">Takeaway</p>
|
||||
<ul>
|
||||
<li>
|
||||
<strong
|
||||
>Model capability changes the hypotheses an agent can
|
||||
find.</strong
|
||||
>
|
||||
Later sessions have opened functions that earlier work left
|
||||
unresolved.
|
||||
</li>
|
||||
<li>
|
||||
<strong
|
||||
>A familiar compiler gives specialization something concrete to
|
||||
learn.</strong
|
||||
>
|
||||
Some exact matches depend on narrow, reusable source patterns.
|
||||
</li>
|
||||
<li>
|
||||
<strong>Give repository knowledge a fair comparison.</strong>
|
||||
A smaller model with good retrieval may already know enough to
|
||||
make progress.
|
||||
</li>
|
||||
<li>
|
||||
<strong
|
||||
>Train the next useful experiment, and test its oracle.</strong
|
||||
>
|
||||
The value of feedback depends on what the checker actually
|
||||
verifies.
|
||||
</li>
|
||||
<li>
|
||||
<strong
|
||||
>Measure accepted reconstruction against time and cost.</strong
|
||||
>
|
||||
That is the result I want from the whole agent.
|
||||
</li>
|
||||
</ul>
|
||||
</div>
|
||||
</div>
|
||||
<div class="article-layout">
|
||||
<nav class="contents" aria-label="On this page">
|
||||
<p>In this article</p>
|
||||
<ul>
|
||||
<li><a href="#model-capability">What better models changed</a></li>
|
||||
<li><a href="#specialization">Why specialize?</a></li>
|
||||
<li><a href="#repository-knowledge">Where experience lives</a></li>
|
||||
<li><a href="#learning-search">Learning the next experiment</a></li>
|
||||
<li><a href="#re-and-rl">RE and reinforcement learning</a></li>
|
||||
<li><a href="#oracle">When the oracle is wrong</a></li>
|
||||
<li><a href="#comparison">A comparison worth running</a></li>
|
||||
<li><a href="#future-agent">What kind of agent?</a></li>
|
||||
</ul>
|
||||
</nav>
|
||||
<article
|
||||
class="article"
|
||||
aria-label="Models and reverse engineering essay"
|
||||
>
|
||||
<section class="article-section" id="model-capability">
|
||||
<h2>What better models changed</h2>
|
||||
<p>
|
||||
Since August 2026, I have been exploring how much reverse
|
||||
engineering an agent can carry out with access to a program and a
|
||||
way to check its work. Most of my experience comes from
|
||||
reconstructing games, especially Touhou. The projects have also
|
||||
become a record of what different models could make progress on.
|
||||
</p>
|
||||
<p>
|
||||
Looking back through that record, there are functions that later
|
||||
models closed after earlier sessions had left them unresolved. The
|
||||
source changes make those breakthroughs more interesting than a
|
||||
progress percentage does.
|
||||
</p>
|
||||
<h3>The temporary values had to stay alive together</h3>
|
||||
<p>
|
||||
One TH09 attack function was a byte short. Much of the logic was
|
||||
already in place. The stack frame had the right size. But three
|
||||
temporary vectors occupied different slots from the original, and
|
||||
the compiled function still did not match.
|
||||
</p>
|
||||
<p>
|
||||
A
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th09/commit/de63c0f9121963f3a6b1ab5471c4878625fd3425"
|
||||
>GPT-6-Sol checkpoint</a
|
||||
>
|
||||
recorded that residual after testing several ordinary source
|
||||
arrangements. Later,
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th09/commit/52929ed7c299f1a5f29cc13964e22510145fd616"
|
||||
>GPT-6.1-Sol found a useful lifetime hypothesis</a
|
||||
>.
|
||||
</p>
|
||||
<p>
|
||||
The function calculated three vectors and copied each into an
|
||||
animation's position. C++ keeps a returned temporary alive until
|
||||
the end of the expression using it. Expressing the real operations
|
||||
together kept those values alive together. The compiler could no
|
||||
longer reuse the same storage for all three.
|
||||
</p>
|
||||
<p>
|
||||
A separate, real collision workspace also needed to keep its own
|
||||
storage. With that source arrangement, the seventh targeted
|
||||
candidate in the closing session matched. A cold build confirmed
|
||||
<strong
|
||||
>the complete 1,436-byte function and all 44 encoded
|
||||
fields</strong
|
||||
>. Here, an exact reconstruction means that the maintained source,
|
||||
compiled under the pinned historical toolchain, reproduces the
|
||||
checked target function.
|
||||
</p>
|
||||
<p>
|
||||
It was a useful discovery followed by several targeted tests. The
|
||||
final result depended on both.
|
||||
</p>
|
||||
<h3>A different control-flow graph</h3>
|
||||
<p>
|
||||
Another TH09 function had a different obstacle.
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th09/commit/f8d12d72aaf02212ee1b585a8f3f86d7ed000269"
|
||||
>GPT-6.1-Sol's earlier work</a
|
||||
>
|
||||
reproduced two diagnostic regions, but the complete candidate was
|
||||
1,510 bytes against a 1,491-byte target. The way its branches
|
||||
shared a continuation still differed.
|
||||
</p>
|
||||
<p>
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th09/commit/da33a646221198ceb7f3df2b96e2ca0e9b2f705f"
|
||||
>GPT-6-Astra changed the surrounding control-flow graph</a
|
||||
>. Completion and frame processing became complementary branches,
|
||||
followed by one common frame increment and return. In that
|
||||
context, the compiler produced the required block sharing. The
|
||||
entire 1,491-byte function matched, and a
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th09/commit/5f825b28a862f8e1a6d4aea2f78a42f04c09a1c0"
|
||||
>recompile replay was accepted</a
|
||||
>.
|
||||
</p>
|
||||
<p>
|
||||
<strong
|
||||
>A different representation made a different result
|
||||
possible.</strong
|
||||
>
|
||||
That is one reason I take general model capability seriously. An
|
||||
agent can spend a long time trying variations within a source
|
||||
structure that is keeping it stuck.
|
||||
</p>
|
||||
<p>
|
||||
These histories also contain accumulated work. Later sessions
|
||||
inherited source and recorded failed experiments. They show the
|
||||
discoveries and how we checked them. A controlled comparison would
|
||||
tell us how much came from changing the model.
|
||||
</p>
|
||||
<p>
|
||||
Even so, the cases leave me with a question. How much of this work
|
||||
needs a model with broad reasoning ability? How much could a model
|
||||
learn from repeated experience with this particular kind of code?
|
||||
</p>
|
||||
</section>
|
||||
<section class="article-section" id="specialization">
|
||||
<h2>Why might a specialist do well?</h2>
|
||||
<p>
|
||||
Touhou is an interesting place to ask. Much of the game code comes
|
||||
from the same author, ZUN. That gives us a reasonable expectation
|
||||
of recurring habits. The repositories contain more concrete
|
||||
examples: related loops, helper functions and source arrangements
|
||||
have supplied useful hypotheses across games.
|
||||
</p>
|
||||
<p>
|
||||
The compiler contributes its own habits. Under a particular
|
||||
version and set of options, small differences in source can
|
||||
produce repeatable differences in machine code.
|
||||
</p>
|
||||
<p>
|
||||
TH095 gave us a wonderfully awkward example:
|
||||
<strong
|
||||
>even the identifier backing a real local variable could change
|
||||
where VC7.1 put it on the stack</strong
|
||||
>. Moving the declaration alone did not solve the layout. An
|
||||
earlier background function had already exposed the relevant
|
||||
identifier bucket, and that experience became useful in
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th095/commit/26bb64bdb093a13f73abd0ee8ae7ce199ee4658f"
|
||||
>the reconstruction of <code>Supervisor::LoadDat</code></a
|
||||
>.
|
||||
</p>
|
||||
<p>
|
||||
Selecting the known backing identifier for the real file-size
|
||||
variable put it and the character buffer in the required homes.
|
||||
The buffer remained its genuine 128 bytes. All 151 bytes of the
|
||||
function and its 15 relocations matched.
|
||||
</p>
|
||||
<p>
|
||||
That is narrow knowledge. A general model has little reason to
|
||||
arrive with a detailed repertoire of one old compiler's local
|
||||
allocation behavior. A specialist could encounter it repeatedly.
|
||||
It could learn which source variations are worth testing first.
|
||||
</p>
|
||||
<p>
|
||||
In many of these final matching problems, we already understand
|
||||
the behavior. The remaining question is which ordinary source form
|
||||
this compiler turns into these instructions. That gives
|
||||
specialization a specific job: propose plausible forms, then let
|
||||
the target decide which survive.
|
||||
</p>
|
||||
<p>
|
||||
There are limits to how narrowly we can define the repertoire.
|
||||
TH08 uses VC7. TH095 and TH09 use VC7.1. TH04 uses Turbo C++ in a
|
||||
segmented DOS environment. Its
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th04/commit/6dce0a79d5b931f0e2a08475b90e0c33d2321b98"
|
||||
>player reconstruction</a
|
||||
>
|
||||
needed another set of source-lifetime and linker-order hypotheses.
|
||||
Shared authorship gives us a prior; each target tells us whether
|
||||
that prior applies.
|
||||
</p>
|
||||
</section>
|
||||
<section class="article-section" id="repository-knowledge">
|
||||
<h2>Where should that experience live?</h2>
|
||||
<p>
|
||||
Before training anything, there is an obvious place to look: the
|
||||
repository. In the
|
||||
<a href="../touhou-reconstruction/">previous essay</a>, I wrote
|
||||
about it becoming the project's working memory. Compiler lessons
|
||||
belong there too.
|
||||
</p>
|
||||
<p>
|
||||
An agent can retrieve a known result. It can inspect the source
|
||||
that produced it and read which alternatives failed. That changes
|
||||
its starting point without changing its weights.
|
||||
</p>
|
||||
<p>
|
||||
A TH09
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th09/commit/1eb843383941d00065622a9e353146c4bb96979e"
|
||||
>GPT-6-Luna-max checkpoint</a
|
||||
>
|
||||
makes this worth taking seriously. It closed a 373-byte
|
||||
enemy-spawn function using an ordinary loop with branch-local
|
||||
failure handling. TH08's corresponding source family supplied the
|
||||
hypothesis. TH09's own evidence established its bounds and calls,
|
||||
and two cold builds confirmed the complete match.
|
||||
</p>
|
||||
<p>
|
||||
<strong
|
||||
>“The model did not know that compiler quirk” and “the model
|
||||
could not use it” are different problems.</strong
|
||||
>
|
||||
Supplying a fact may solve the first. Generating a useful source
|
||||
candidate with that fact may still need practice. Choosing what to
|
||||
try after a failed compile is another skill again.
|
||||
</p>
|
||||
<p>
|
||||
I would want a smaller general model with good retrieval in any
|
||||
comparison. Otherwise, we might credit fine-tuning for an
|
||||
advantage that came from giving one model a better library of
|
||||
experience.
|
||||
</p>
|
||||
</section>
|
||||
<section class="article-section" id="learning-search">
|
||||
<h2>Learning the next useful experiment</h2>
|
||||
<p>
|
||||
In agentic reconstruction, the model proposes an explanation. The
|
||||
program and its checks determine whether that explanation
|
||||
survives. A failed candidate can be useful when it helps
|
||||
distinguish the remaining possibilities.
|
||||
</p>
|
||||
<p>
|
||||
This makes the temporary-vector example especially interesting to
|
||||
me. The final source contains the successful arrangement. It does
|
||||
not contain everything the search taught us.
|
||||
</p>
|
||||
<div class="evidence-table-wrap">
|
||||
<table
|
||||
class="evidence-table"
|
||||
aria-label="Selected reconstruction experiments"
|
||||
>
|
||||
<thead>
|
||||
<tr>
|
||||
<th scope="col">Experiment</th>
|
||||
<th scope="col">What its result taught us</th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody>
|
||||
<tr>
|
||||
<td>Use a typed position assignment</td>
|
||||
<td>
|
||||
The copy behavior improves, but the compiled source still
|
||||
differs.
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Consume the returned vectors directly</td>
|
||||
<td>
|
||||
The function reaches the target size. Temporary storage
|
||||
remains wrong.
|
||||
</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Group the real operations into one full expression</td>
|
||||
<td>The returned values remain alive together.</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td>Keep the real collision workspace separate</td>
|
||||
<td>The complete function matches in a cold build.</td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
<p class="caption">
|
||||
Selected steps from the recorded Type18/24 search. The closing
|
||||
session tested seven candidates; this table groups the lessons.
|
||||
</p>
|
||||
<p>
|
||||
A useful training record would preserve the proposed change and
|
||||
the result. It would also preserve why the result justified the
|
||||
next experiment. An ineffective variation is part of that
|
||||
experience, especially if a later agent would otherwise repeat it.
|
||||
</p>
|
||||
<p>
|
||||
<strong
|
||||
>I would want the model to learn how to use feedback.</strong
|
||||
>
|
||||
It should recognize when a change has no effect. It should notice
|
||||
when a new mismatch points to a different cause. It should be able
|
||||
to leave an unproductive source representation and inspect the
|
||||
evidence again.
|
||||
</p>
|
||||
<p>
|
||||
That also means keeping autonomy. The agent may need another
|
||||
caller, a compiler experiment or an earlier project's source. A
|
||||
rigid sequence of required rewrites would prevent some of the
|
||||
decisions we want it to learn.
|
||||
</p>
|
||||
</section>
|
||||
<section class="article-section" id="re-and-rl">
|
||||
<h2>Why RE is interesting for reinforcement learning</h2>
|
||||
<p>
|
||||
A bounded reconstruction problem has an attractive property. With
|
||||
the target and compiler pinned, many experiments produce quick,
|
||||
repeatable feedback. Compile a candidate. Inspect what differs.
|
||||
Decide what to try next.
|
||||
</p>
|
||||
<p>
|
||||
Reinforcement learning could use that feedback to train the
|
||||
decisions an agent makes during reconstruction. There is a
|
||||
concrete result to optimize: a candidate accepted by a defined
|
||||
check. We can also observe how much work it took to get there.
|
||||
</p>
|
||||
<p>
|
||||
This direction already has research behind it.
|
||||
<a href="https://aclanthology.org/2024.emnlp-main.203/"
|
||||
>LLM4Decompile</a
|
||||
>
|
||||
studies models specialized for decompilation.
|
||||
<a href="https://arxiv.org/html/2606.16162v1">AutoDecompiler</a>
|
||||
trains multi-turn refinement using compiler and execution
|
||||
feedback. Those results make the idea worth investigating. Their
|
||||
functional recovery tasks differ from matching code emitted by a
|
||||
particular historical compiler.
|
||||
</p>
|
||||
<p>
|
||||
The experiment I have in mind would train a policy for that
|
||||
narrower search. Given what we have learned so far, which source
|
||||
hypothesis is worth testing next?
|
||||
</p>
|
||||
<p>
|
||||
Other parts of RE are harder to package into a cheap loop. We may
|
||||
still be establishing what a function owns. We may need a new
|
||||
runtime measurement. In TH08, a
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th08/commit/af9cb1d3e839b15a78b47ac1701506083cc82847"
|
||||
>later collision divergence led back to a one-ULP numerical
|
||||
difference</a
|
||||
>
|
||||
and the old x87 behavior. The productive hypothesis there was
|
||||
partly about what to measure.
|
||||
</p>
|
||||
<p>
|
||||
That is another plausible place for a broad model's strength.
|
||||
First make the problem checkable. Then ask how much a learned
|
||||
search policy can do with that check.
|
||||
</p>
|
||||
</section>
|
||||
<section class="article-section" id="oracle">
|
||||
<h2>When the oracle is wrong</h2>
|
||||
<p>
|
||||
An oracle is the reference or checker we use to accept a result.
|
||||
Its answer can be repeatable while its coverage is incomplete.
|
||||
</p>
|
||||
<p>
|
||||
TH08 already gave us an example. Some reconstructed functions had
|
||||
passed their exact comparisons with wrong floating constants. The
|
||||
instruction check accounted for relocated addresses, but checking
|
||||
the literal payload depended on optional explicit attestation.
|
||||
That left references whose values were never checked.
|
||||
</p>
|
||||
<p>
|
||||
A
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th08/commit/a393f400786e4cc6cbb1000af0dad3276da12c78"
|
||||
>wider audit</a
|
||||
>
|
||||
examined all 1,548 floating-literal references and corrected
|
||||
twelve stale rows across five accepted functions. In one case, the
|
||||
bullet-spread increment was <code>1.0f</code> where the target
|
||||
required <code>32.0f</code>.
|
||||
</p>
|
||||
<p>
|
||||
<strong
|
||||
>A learner rewarded by the old check could learn to produce the
|
||||
wrong reconstruction.</strong
|
||||
>
|
||||
That is a consequence worth considering when we design an RL
|
||||
environment. The observed problem here was an oracle defect; we
|
||||
had not trained an RL model against it.
|
||||
</p>
|
||||
<p>
|
||||
Functional checks need the same attention.
|
||||
<a href="https://arxiv.org/html/2609.05370v1"
|
||||
>Differential-fuzzing research on LLM decompilers</a
|
||||
>
|
||||
has found behavior differences beyond the supplied tests. An
|
||||
accepted test result tells us something about the cases the test
|
||||
actually exercises.
|
||||
</p>
|
||||
<p>
|
||||
Before using a comparator as a reward, I would give it deliberate
|
||||
failures to reject. The final acceptance check should stay outside
|
||||
the candidate's editable source. A byte array copied from the
|
||||
target may satisfy a naive score while teaching us nothing about
|
||||
reconstructing the source.
|
||||
</p>
|
||||
<p>
|
||||
<strong
|
||||
>Improving the learner and improving its oracle belong to the
|
||||
same research problem.</strong
|
||||
>
|
||||
Greater ability to optimize a check makes understanding that check
|
||||
more important.
|
||||
</p>
|
||||
</section>
|
||||
<section class="article-section" id="comparison">
|
||||
<h2>A comparison worth running</h2>
|
||||
<p>
|
||||
I would start with a fixed VC7.1 task family. A strong general
|
||||
model would be one baseline. A smaller general model would be
|
||||
another. Then I would give the smaller model the relevant
|
||||
repository knowledge and compare that with supervised
|
||||
specialization, followed by an RL-trained version.
|
||||
</p>
|
||||
<p>
|
||||
Each would get the same target evidence and tools. The
|
||||
training-specific comparisons would use the same base model and
|
||||
available knowledge. I would repeat the trials, since one lucky
|
||||
candidate is a poor description of a search policy.
|
||||
</p>
|
||||
<p>
|
||||
The starting point matters. Reconstructing a function from its
|
||||
instructions and closing the last four differences in maintained
|
||||
source are two useful tasks. I would measure both separately. A
|
||||
specialist might be excellent at the second while a general model
|
||||
does much of the work needed to reach it.
|
||||
</p>
|
||||
<p>
|
||||
The test set also needs care. Related Touhou games share engine
|
||||
code. Holding out a game's name would not be enough if nearly
|
||||
identical functions had appeared in training. I would hold out
|
||||
source families and keep their accepted answers out of both
|
||||
training and retrieval.
|
||||
</p>
|
||||
<p>
|
||||
For the outcome, I would count complete, independently validated
|
||||
matches. One view would give every model the same candidate or
|
||||
compile budget. Another would measure time and total cost to an
|
||||
accepted result, including compilation. Training costs would need
|
||||
their own accounting too.
|
||||
</p>
|
||||
<p>
|
||||
A cheaper proposal can become an expensive workflow if it causes
|
||||
more uninformative compiles. A slower model may pay for itself by
|
||||
finding the right experiment sooner. Those are outcomes we can
|
||||
measure.
|
||||
</p>
|
||||
<p>
|
||||
I would also be cautious with a reward for “getting closer.” One
|
||||
TH09
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th09/commit/ab72fd77728293fc0beacfc656ca701b0e266016"
|
||||
>replay-save candidate</a
|
||||
>
|
||||
already had the target's 1,825-byte length while 467 byte
|
||||
positions differed. A shorter mismatch list can also move abruptly
|
||||
when a branch encoding changes. Diagnostics help choose an
|
||||
experiment; the full acceptance check decides whether it worked.
|
||||
</p>
|
||||
<p>
|
||||
That experiment could produce an answer with conditions. A
|
||||
specialist might win within a familiar compiler family. A general
|
||||
model might win when the toolchain changes. Retrieval might
|
||||
account for much of the apparent benefit of training. Each result
|
||||
would tell us something useful about where to invest next.
|
||||
</p>
|
||||
</section>
|
||||
<section class="article-section" id="future-agent">
|
||||
<h2>What kind of agent does this suggest?</h2>
|
||||
<p>
|
||||
Perhaps the useful arrangement is a broad agent with access to a
|
||||
specialist. It can decide when the task has become a familiar
|
||||
compiler search, and ask the specialist for candidates. It can
|
||||
still inspect the target or question the measurement when the
|
||||
results stop making sense.
|
||||
</p>
|
||||
<p>
|
||||
That would make specialization a tool the agent can choose. It
|
||||
would preserve the freedom that made these investigations
|
||||
productive in the first place.
|
||||
</p>
|
||||
<p>
|
||||
In the previous essay, I described an industrial shift in how
|
||||
reconstruction work can be organized. This question follows from
|
||||
it. Once we can run many more experiments, we need to understand
|
||||
which decisions require broad judgment and which improve through
|
||||
repeated experience with a particular craft.
|
||||
</p>
|
||||
<p>
|
||||
The strongest general model has earned its place in my workflow.
|
||||
It has opened problems I had left unresolved. What I want to find
|
||||
out next is how much of that work requires its breadth, and how
|
||||
much could be handled by a model that has learned this particular
|
||||
kind of reconstruction.
|
||||
</p>
|
||||
<p>
|
||||
<strong
|
||||
>The repositories give us a way to test the question.</strong
|
||||
>
|
||||
That is where I would like to take it next.
|
||||
</p>
|
||||
</section>
|
||||
<section class="article-section" id="sources">
|
||||
<details class="native-details">
|
||||
<summary>Evidence and model attribution</summary>
|
||||
<p>
|
||||
The examples describe historical reconstruction checks recorded
|
||||
in public commits. Their byte counts apply to the stated
|
||||
functions, not whole-game runtime correctness. Source and
|
||||
matching records were reviewed on 13 October 2026.
|
||||
</p>
|
||||
<p>
|
||||
The TH09 label <code>gpt-dots</code> identifies GPT-6-Astra.
|
||||
<code>gpt-web</code> changed with the model used at the time, so
|
||||
that label alone does not identify an individual run. Explicit
|
||||
model names in the other cited commits establish their recorded
|
||||
attribution; the histories do not contain uniform per-run cost
|
||||
or effort measurements.
|
||||
</p>
|
||||
<ul>
|
||||
<li>
|
||||
<strong>TH09 temporary lifetimes:</strong> the
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th09/commit/de63c0f9121963f3a6b1ab5471c4878625fd3425"
|
||||
>earlier context review</a
|
||||
>
|
||||
and
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th09/commit/52929ed7c299f1a5f29cc13964e22510145fd616"
|
||||
>complete cold reconstruction</a
|
||||
>.
|
||||
</li>
|
||||
<li>
|
||||
<strong>TH09 Front callback:</strong>
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th09/commit/f8d12d72aaf02212ee1b585a8f3f86d7ed000269"
|
||||
>non-exact diagnostic regions</a
|
||||
>,
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th09/commit/da33a646221198ceb7f3df2b96e2ca0e9b2f705f"
|
||||
>Astra's new graph</a
|
||||
>
|
||||
and its
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th09/commit/5f825b28a862f8e1a6d4aea2f78a42f04c09a1c0"
|
||||
>accepted recompile replay</a
|
||||
>.
|
||||
</li>
|
||||
<li>
|
||||
<strong>Compiler knowledge:</strong>
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th095/commit/26bb64bdb093a13f73abd0ee8ae7ce199ee4658f"
|
||||
>TH095 identifier-bucket reuse</a
|
||||
>,
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th04/commit/6dce0a79d5b931f0e2a08475b90e0c33d2321b98"
|
||||
>TH04 player source and linker order</a
|
||||
>
|
||||
and
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th09/commit/1eb843383941d00065622a9e353146c4bb96979e"
|
||||
>Luna's TH09 enemy-spawn closure</a
|
||||
>.
|
||||
</li>
|
||||
<li>
|
||||
<strong>Checks and diagnostics:</strong>
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th08/commit/a393f400786e4cc6cbb1000af0dad3276da12c78"
|
||||
>TH08 floating-literal audit</a
|
||||
>,
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th08/commit/af9cb1d3e839b15a78b47ac1701506083cc82847"
|
||||
>TH08 numerical investigation</a
|
||||
>
|
||||
and
|
||||
<a
|
||||
href="https://github.com/N0zoM1z0/th09/commit/ab72fd77728293fc0beacfc656ca701b0e266016"
|
||||
>TH09 replay-save reconstruction</a
|
||||
>.
|
||||
</li>
|
||||
</ul>
|
||||
<p>
|
||||
The proposed specialist and RL comparisons are future
|
||||
experiments. The project histories motivate them; no trained
|
||||
specialist was evaluated for this essay.
|
||||
</p>
|
||||
</details>
|
||||
</section>
|
||||
</article>
|
||||
</div>
|
||||
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|
||||
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|
||||
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|
||||
<footer class="site-footer">
|
||||
<div class="container footer-inner">
|
||||
<p>REA · Reverse Engineer Anything</p>
|
||||
<div class="footer-links">
|
||||
<a href="https://github.com/morluto/rea">Source</a
|
||||
><a href="https://github.com/morluto/rea/blob/main/LICENSE">MIT license</a
|
||||
><a href="https://discord.gg/GkcryMnJDM">Join the community</a
|
||||
><a href="https://x.com/reatools">Follow us on X</a>
|
||||
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|
||||
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|
||||
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|
||||
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Reference in new issue
Block a user