CHIH-KAI WANG · TAIPEI
Python and TypeScript tools for inspectable AI and mathematical research: claims with evidence attached, negative results kept, boundaries stated.
Catalog updated Oct 2026
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18 of 18 records
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18 of 18 records
CLI and GitHub Action that checks JUnit reports are present, fresh, and not below a trusted test-count baseline. It does not judge test quality.
RAW RECORD
{
"name": "HonestCI",
"kind": "tool",
"status": "v1.0.4 · npm / GitHub Marketplace",
"descZh": "CLI 與 GitHub Action：檢查 JUnit 報告存在、新鮮，且測試數不低於可信基線。不判斷測試品質。",
"descEn": "CLI and GitHub Action that checks JUnit reports are present, fresh, and not below a trusted test-count baseline. It does not judge test quality.",
"repo": "https://github.com/f0909172434/honest-ci",
"links": []
}record 1 of 18 · projects.json#L135–L143 ↗ · sha256 6c3bade03df0…
Local-first Python CLI that links research claims to evidence files and independent review records, checks SHA-256 hashes, and writes offline audit reports. VERIFIED means accepted by the recorded workflow, not true.
RAW RECORD
{
"name": "RigorGraph",
"kind": "tool",
"status": "PyPI 1.0.1 · public beta",
"descZh": "本機優先的 Python CLI：把研究主張連到證據檔案與獨立審查記錄，檢查 SHA-256 雜湊，輸出離線稽核報告。VERIFIED 表示通過記錄的流程，不表示結論為真。",
"descEn": "Local-first Python CLI that links research claims to evidence files and independent review records, checks SHA-256 hashes, and writes offline audit reports. VERIFIED means accepted by the recorded workflow, not true.",
"repo": "https://github.com/f0909172434/rigorgraph",
"live": "https://f0909172434.github.io/examples/rigorgraph/math.html",
"links": []
}record 2 of 18 · projects.json#L144–L153 ↗ · sha256 6c3bade03df0…
DeepSeek Harness search plugin that retains citation excerpts and keeps evidence gaps visible. Only verified_search is stable; four extensions are experimental. 250 tests; no independent validation.
RAW RECORD
{
"name": "Verified Search",
"kind": "tool",
"status": "v0.1.1 · stable search / experimental extensions",
"descZh": "DeepSeek Harness 檢索外掛：保留引用片段，讓證據缺口可見。只有 verified_search 是穩定版，四個擴充工具仍屬實驗。250 個測試；尚無獨立驗證。",
"descEn": "DeepSeek Harness search plugin that retains citation excerpts and keeps evidence gaps visible. Only verified_search is stable; four extensions are experimental. 250 tests; no independent validation.",
"repo": "https://github.com/f0909172434/dsh-plugin-verified-search",
"links": []
}record 3 of 18 · projects.json#L154–L162 ↗ · sha256 6c3bade03df0…
Patches for DeepSeek Harness on macOS: Seatbelt confinement for shell processes, input-call limits, and per-project memory isolation. Gaps are documented; it is not a universal firewall.
RAW RECORD
{
"name": "Second Agent Kit",
"kind": "tool",
"status": "v0.1.4 · macOS only · experimental parts",
"descZh": "DeepSeek Harness 的 macOS 修補：shell 程序的 Seatbelt 限制、輸入呼叫上限、以專案為單位的記憶隔離。缺口都有記錄；它不是萬用防火牆。",
"descEn": "Patches for DeepSeek Harness on macOS: Seatbelt confinement for shell processes, input-call limits, and per-project memory isolation. Gaps are documented; it is not a universal firewall.",
"repo": "https://github.com/f0909172434/dsh-second-agent-kit",
"links": []
}record 4 of 18 · projects.json#L163–L171 ↗ · sha256 6c3bade03df0…
Development-preview toolkit for isolated memory/planning experiments on DeepSeek Harness (Lima VM or Seatbelt), with external judging and cost metering. Results so far come from one small repair task. 85 tests.
RAW RECORD
{
"name": "DSH Architecture Lab",
"kind": "tool",
"status": "v0.1.0-dev.9 · development preview",
"descZh": "開發預覽：在 DeepSeek Harness 上跑隔離的記憶／規劃實驗（Lima VM 或 Seatbelt），附外部評判與費用計量。目前的結果只來自一個小型修復任務。85 個測試。",
"descEn": "Development-preview toolkit for isolated memory/planning experiments on DeepSeek Harness (Lima VM or Seatbelt), with external judging and cost metering. Results so far come from one small repair task. 85 tests.",
"repo": "https://github.com/f0909172434/dsh-architecture-lab",
"links": []
}record 5 of 18 · projects.json#L172–L180 ↗ · sha256 6c3bade03df0…
Browser tool that exhaustively searches small graphs (up to 6 vertices) for counterexamples and writes certificates an independent Python script replays. Surviving a bounded search is evidence, not proof.
RAW RECORD
{
"name": "Finite Witness",
"kind": "research",
"status": "educational tool · 8 WebMCP tools",
"descZh": "在瀏覽器裡窮舉 6 個頂點以內的小圖找反例，輸出可由獨立 Python 腳本重播的憑證。通過有限搜尋是證據，不是證明。",
"descEn": "Browser tool that exhaustively searches small graphs (up to 6 vertices) for counterexamples and writes certificates an independent Python script replays. Surviving a bounded search is evidence, not proof.",
"repo": "https://github.com/f0909172434/finite-witness-webmcp",
"live": "https://f0909172434.github.io/finite-witness-webmcp/",
"links": []
}record 6 of 18 · projects.json#L181–L190 ↗ · sha256 6c3bade03df0…
Public companion to an equational-implication solver that outputs Lean-checked proofs or finite countermodels. Frozen artifacts accepted 1,669 / 1,669 released inputs with zero model calls.
RAW RECORD
{
"name": "SAIR Proof Press",
"kind": "research",
"status": "released-input evaluation · frozen artifacts",
"descZh": "等式蘊涵求解器的公開伴隨站：輸出 Lean 檢查的證明或有限反模型。凍結產物在 1,669 / 1,669 個公開輸入上通過，最終執行沒有呼叫模型。",
"descEn": "Public companion to an equational-implication solver that outputs Lean-checked proofs or finite countermodels. Frozen artifacts accepted 1,669 / 1,669 released inputs with zero model calls.",
"repo": "https://github.com/f0909172434/sair-stage2-proof-press",
"live": "https://f0909172434.github.io/sair-stage2-proof-press/",
"links": []
}record 7 of 18 · projects.json#L191–L200 ↗ · sha256 6c3bade03df0…
Checks author-written structured Markdown proofs against pinned Lean 4 / Mathlib, and reports certification separately from human-confirmed statement alignment. No natural-language translation.
RAW RECORD
{
"name": "ProofWeave Core",
"kind": "research",
"status": "experimental · Core 2",
"descZh": "把作者手寫的結構化 Markdown 證明交給固定版本的 Lean 4 / Mathlib 檢查，並把「已認證」與「人工確認語意對齊」分開回報。不做自然語言翻譯。",
"descEn": "Checks author-written structured Markdown proofs against pinned Lean 4 / Mathlib, and reports certification separately from human-confirmed statement alignment. No natural-language translation.",
"repo": "https://github.com/f0909172434/proofweave-math-lab",
"links": []
}record 8 of 18 · projects.json#L201–L209 ↗ · sha256 6c3bade03df0…
Deterministic local testbed for how agent memory strategies cope with changing rules. In this pilot, simple retrieval matched more complex strategies (153 / 160) at lower cost.
−Simple retrieval matched the more complex memory strategies; the complexity did not pay for itself.
RAW RECORD
{
"name": "RuleShift",
"kind": "research",
"status": "research pilot · 800 paired tasks",
"descZh": "確定性的本機測試床，看 agent 記憶策略如何面對規則改變。這次先導實驗裡，簡單檢索與較複雜的策略表現相當（153 / 160），成本更低。",
"descEn": "Deterministic local testbed for how agent memory strategies cope with changing rules. In this pilot, simple retrieval matched more complex strategies (153 / 160) at lower cost.",
"repo": "https://github.com/f0909172434/ruleshift",
"negative": {
"en": "Simple retrieval matched the more complex memory strategies; the complexity did not pay for itself.",
"zh": "簡單檢索與較複雜的記憶策略表現相當；複雜度沒有換到成效。"
},
"links": []
}record 9 of 18 · projects.json#L210–L222 ↗ · sha256 6c3bade03df0…
Web-policy memory audit workbench: 3,200 model runs and 1,600 controls. The no-LLM controller was stronger than either model. Draft manuscript, not reviewed.
−The no-LLM controller beat both models on the frozen held-out matrix.
RAW RECORD
{
"name": "RuleShift-Web",
"kind": "research",
"status": "pre-submission research snapshot",
"descZh": "Web 政策記憶稽核工作台：3,200 次模型執行與 1,600 次對照。不用 LLM 的控制器比兩個模型都強。草稿論文，未經審查。",
"descEn": "Web-policy memory audit workbench: 3,200 model runs and 1,600 controls. The no-LLM controller was stronger than either model. Draft manuscript, not reviewed.",
"repo": "https://github.com/f0909172434/ruleshift-web",
"negative": {
"en": "The no-LLM controller beat both models on the frozen held-out matrix.",
"zh": "在凍結的保留矩陣上，不用 LLM 的控制器勝過兩個模型。"
},
"links": []
}record 10 of 18 · projects.json#L223–L235 ↗ · sha256 6c3bade03df0…
Four-page technical report: a lexical policy-impact predictor scored 0.99 macro-F1 on development data and 0.67 on one held-out packet. Not peer reviewed.
−0.99 on development, 0.67 held out; the full-paper follow-up was stopped under its preregistered rule and frozen as this report.
RAW RECORD
{
"name": "RuleDiff negative result",
"kind": "research",
"status": "negative result · technical report",
"descZh": "四頁技術報告：詞彙式政策影響預測器在開發集的 macro-F1 是 0.99，在一組保留資料上掉到 0.67。未經同儕審查。",
"descEn": "Four-page technical report: a lexical policy-impact predictor scored 0.99 macro-F1 on development data and 0.67 on one held-out packet. Not peer reviewed.",
"repo": "https://github.com/f0909172434/rulediff-negative-result",
"negative": {
"en": "0.99 on development, 0.67 held out; the full-paper follow-up was stopped under its preregistered rule and frozen as this report.",
"zh": "開發集 0.99、保留集 0.67；完整論文的後續依預先登錄的規則停止，凍結成這份報告。"
},
"links": []
}record 11 of 18 · projects.json#L236–L248 ↗ · sha256 6c3bade03df0…
Experimental Qwen3.5-4B MLX fine-tune that picks statistical procedures locally. Improves on a simulator benchmark (DGP-Regret −34%) but not on P-Bench or StatQA.
−No improvement on P-Bench or StatQA; only the simulator benchmark moved.
RAW RECORD
{
"name": "Charlie Alpha 4B",
"kind": "research",
"status": "experimental v0.3.0 · mixed results",
"descZh": "實驗性的 Qwen3.5-4B MLX 微調，在本機挑選統計程序。在模擬基準有改善（DGP-Regret −34%），在 P-Bench 與 StatQA 沒有。",
"descEn": "Experimental Qwen3.5-4B MLX fine-tune that picks statistical procedures locally. Improves on a simulator benchmark (DGP-Regret −34%) but not on P-Bench or StatQA.",
"repo": "https://github.com/f0909172434/Charlie-Alpha-4B",
"negative": {
"en": "No improvement on P-Bench or StatQA; only the simulator benchmark moved.",
"zh": "P-Bench 與 StatQA 沒有改善；只有模擬基準有變化。"
},
"links": []
}record 12 of 18 · projects.json#L249–L261 ↗ · sha256 6c3bade03df0…
Bilingual in-browser lab: a hand-set one-head 5×5 attention toy, sampling controls (temperature, top-k, top-p), a step-by-step BPE merge demo, and exportable numbers.
RAW RECORD
{
"name": "TokenScope",
"kind": "learning",
"status": "educational browser lab",
"descZh": "雙語瀏覽器實驗室：手動設定的單頭 5×5 注意力玩具、取樣控制（temperature、top-k、top-p）、逐步 BPE 合併示範，數值可匯出。",
"descEn": "Bilingual in-browser lab: a hand-set one-head 5×5 attention toy, sampling controls (temperature, top-k, top-p), a step-by-step BPE merge demo, and exportable numbers.",
"repo": "https://github.com/f0909172434/tokenscope",
"live": "https://f0909172434.github.io/tokenscope/?lang=zh-Hant",
"links": []
}record 13 of 18 · projects.json#L262–L271 ↗ · sha256 6c3bade03df0…
Python workshop where learners build a small agent harness in eight steps, offline with a scripted mock model, backed by a 38-module Traditional Chinese curriculum. Not production.
RAW RECORD
{
"name": "MiniHarness",
"kind": "learning",
"status": "8-step workshop · zh-TW curriculum",
"descZh": "Python 工作坊：八步做出一個小型 agent harness，離線使用腳本化的模擬模型，附 38 個模組的繁體中文課程。不是生產環境用的。",
"descEn": "Python workshop where learners build a small agent harness in eight steps, offline with a scripted mock model, backed by a 38-module Traditional Chinese curriculum. Not production.",
"repo": "https://github.com/f0909172434/miniharness",
"live": "https://f0909172434.github.io/miniharness/",
"links": []
}record 14 of 18 · projects.json#L272–L281 ↗ · sha256 6c3bade03df0…
A 4:30 short film: at 3 a.m. someone asks an AI "Will she get better?" Three.js rendered CPU-only in headless Chromium; score and sound design synthesised in Python. The README cites sources for the film's historical details and marks what was reconstructed.
RAW RECORD
{
"name": "卜 ORACLE",
"kind": "creative",
"status": "v3.0 release · Oct 2026",
"descZh": "4 分 30 秒短片：凌晨三點，有人問 AI「她會好起來嗎？」Three.js 在無頭 Chromium 裡只用 CPU 渲染，配樂與音效用 Python 合成。README 為片中的史料註明出處，並標示哪些是重建。",
"descEn": "A 4:30 short film: at 3 a.m. someone asks an AI \"Will she get better?\" Three.js rendered CPU-only in headless Chromium; score and sound design synthesised in Python. The README cites sources for the film's historical details and marks what was reconstructed.",
"repo": "https://github.com/f0909172434/ORACLE",
"watch": "https://youtu.be/kQH1PZRkn00",
"made": "Three.js r169 · SwiftShader (CPU) · numpy/scipy score",
"links": []
}record 15 of 18 · projects.json#L282–L292 ↗ · sha256 6c3bade03df0…
An original song and hand-painted watercolour music video, 3:35, 67 shots. The score is a Python program; DiffSinger vocals render bit-exactly from fixed seeds; Whisper transcription is used as a diction check.
RAW RECORD
{
"name": "病名為AI · The Disease Called AI",
"kind": "creative",
"status": "released · Oct 2026",
"descZh": "原創歌曲與手繪水彩 MV，3 分 35 秒，67 個鏡頭。樂譜是一支 Python 程式；DiffSinger 歌聲用固定種子逐位元重現；用 Whisper 聽寫檢查咬字。",
"descEn": "An original song and hand-painted watercolour music video, 3:35, 67 shots. The score is a Python program; DiffSinger vocals render bit-exactly from fixed seeds; Whisper transcription is used as a diction check.",
"repo": "https://github.com/f0909172434/The-Disease-Called-AI",
"watch": "https://youtu.be/ha-ANfqri6g",
"made": "p5.js + p5.brush · DiffSinger · Kokoro · Whisper QA",
"links": []
}record 16 of 18 · projects.json#L293–L303 ↗ · sha256 6c3bade03df0…
Mili's world.execute(me); staged as a Claude Code session and played live in the terminal. Pure Node, no dependencies; every frame is a function of song time. Unofficial fan work after MisakaZentai's DeepSeek Harness version; the song is not included.
RAW RECORD
{
"name": "world.execute(me); · Claude Code",
"kind": "creative",
"status": "fan PV · Oct 2026",
"descZh": "把 Mili 的 world.execute(me); 演成一場 Claude Code 會話，直接在終端機裡即時播放。純 Node、零依賴；每一格畫面都是歌曲時間的函數。非官方同人作品，承接 MisakaZentai 的 DeepSeek Harness 版；不含歌曲音檔。",
"descEn": "Mili's world.execute(me); staged as a Claude Code session and played live in the terminal. Pure Node, no dependencies; every frame is a function of song time. Unofficial fan work after MisakaZentai's DeepSeek Harness version; the song is not included.",
"repo": "https://github.com/f0909172434/world-execute-me-claude-code",
"watch": "https://youtu.be/iEsGiRECytY",
"made": "Node 20, zero dependencies · 24-bit ANSI · braille/sextant canvases",
"links": []
}record 17 of 18 · projects.json#L304–L314 ↗ · sha256 6c3bade03df0…
One animation atlas, two unofficial host packages: a 16-direction animated pet for Codex Desktop, and a DeepSeek Harness plugin that reacts to session state, offline.
RAW RECORD
{
"name": "DeepSeek Girl",
"kind": "other",
"status": "Codex v0.1.0 · Harness v0.2.0 · unofficial",
"descZh": "同一份動畫圖集、兩個非官方宿主套件：Codex Desktop 的 16 方向動畫寵物，以及回應 Session 狀態的 DeepSeek Harness 外掛，離線運作。",
"descEn": "One animation atlas, two unofficial host packages: a 16-direction animated pet for Codex Desktop, and a DeepSeek Harness plugin that reacts to session state, offline.",
"repo": "https://github.com/f0909172434/deepseek-girl-codex-pet",
"links": [
{
"label": "Harness plugin",
"url": "https://github.com/f0909172434/dsh-deepseek-girl-pet"
}
]
}record 18 of 18 · projects.json#L315–L328 ↗ · sha256 6c3bade03df0…
Results that did not go the way I hoped stay public, with the same frozen artifacts as the ones that did.
CASE STUDIES
Longer write-ups kept as Markdown in the profile repository: the problem, the observable result, the engineering decisions, and what the result does not show.
A runner exits 0 while its JUnit report records zero tests; HCI004_ZERO_TESTS blocks it. Why exit codes and test counts are different signals.
Changed evidence bytes surface as RG_HASH_MISMATCH; a changed claim invalidates its old acceptance. A hash answers identity, not sufficiency.
Candidate 39 is C₄. The certificate records the prefix actually searched, not the range requested; people and WebMCP agents inspect the same engine.
Lean certified one obligation; statement alignment stayed UNCONFIRMED. Formal validity and semantic alignment are separate axes and stay separate.
Search routes propose candidates; Lean decides. Released-input results are bound to an evaluator commit, and the claim boundaries say what they do not show.
38 Traditional Chinese modules, fixed checker contracts, and a kept negative result: adaptation improved a dev score while worsening held-out perplexity.
A merged fix that narrows a native-window fallback so unrelated errors stay failures, and repairs standalone helper loading.
HOW I WORK
I write the question, the boundary, and what would count as done: which tests, which replay, which hash.
Claude Code and Codex (including Codex Cloud) write most of the code, tests and docs, in branches I review. Most lines in these repositories were typed by an agent; every claim is mine.
Evidence decides, not confidence: tests, independent replay checkers, content hashes. Negative results stay published with the same care as positive ones.
This site and the GitHub profile README are generated from one catalog file; the build fails if they drift.
Claude Code · Codex · Codex Cloud · GitHub Actions · pytest / vitest · Lean 4
FILMS MADE AS CODE
Three works from October 2026 where the film, the music and the cut are all source code. Each repository documents its pipeline and its limits.
A 4:30 short film: at 3 a.m. someone asks an AI "Will she get better?" Three.js rendered CPU-only in headless Chromium; score and sound design synthesised in Python. The README cites sources for the film's historical details and marks what was reconstructed.
Three.js r169 · SwiftShader (CPU) · numpy/scipy score · v3.0 release · Oct 2026
An original song and hand-painted watercolour music video, 3:35, 67 shots. The score is a Python program; DiffSinger vocals render bit-exactly from fixed seeds; Whisper transcription is used as a diction check.
p5.js + p5.brush · DiffSinger · Kokoro · Whisper QA · released · Oct 2026
Mili's world.execute(me); staged as a Claude Code session and played live in the terminal. Pure Node, no dependencies; every frame is a function of song time. Unofficial fan work after MisakaZentai's DeepSeek Harness version; the song is not included.
Node 20, zero dependencies · 24-bit ANSI · braille/sextant canvases · fan PV · Oct 2026
LOG
Oct 2026
Shipped three works made entirely as code: ORACLE, The Disease Called AI, and world.execute(me).
Froze the RuleDiff negative result as a technical report; the RuleShift-Web manuscript is pre-submission.
Two upstream fixes merged: DeepSeek Harness Desktop and dsh-engram.
Learning Lean 4 / Mathlib through ProofWeave and SAIR.
dsh-tauri/deepseek-harness-desktop — Normalise symlinked worktree paths so re-creating a worktree cannot misjudge and delete uncommitted changes. — PR ↗
kenz1117/dsh-engram — Trace legacy database claims and add a conservative migration. — PR ↗
EmiyaKatuz/Codex-Dream-Skin-Needy-Girl-Overdose — Keep Windows verification failures distinguishable: narrower native-window fallback, standalone helper loading. — PR ↗ — Case study ↗
Only merged pull requests are listed. Dates come from the catalog, not from this page.
ABOUT
I am a B.S. student in the Mathematics Division of the Department of Mathematics and Information Education at National Taipei University of Education, expected 2028, based in Taipei. I build small tools that make a claim checkable: a CI check that reads the test report instead of the exit code, an audit that ties a research claim to the bytes of its evidence, a search that returns the counterexample and the range it searched.
Currently learning Lean 4 and Mathlib through ProofWeave and the SAIR solver work, and reading about formal methods. I am looking for a software engineering or AI internship where tests and evidence decide what ships.