メニュー
Harvest Cursor agent transcripts into agent-prompt-tuning-lab: pnpm harvest:all, seed-manifest, env vars, subagents, and gold tagging. Use when collecting or re-indexing local Cursor JSONL for this repo.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
Applies first-principles, multi-order consequence analysis, inversion, systems thinking, probability, antifragility, and high-energy thrive ascent (2036 lens) before material coding decisions (architecture, dependencies, public API, security, data contracts, hard-to-revert refactors). Use when choosing between approaches, planning cross-cutting changes, or when the user asks for decision analysis, tradeoffs, pre-mortem, second-order effects, or thrive vision.
Load and maintain the shellyxz shell kernel ontology graph — PATH contract, kernel/plugin boundary, load order, and verification bridge (ab/av/at). Use when editing ~/.config/shell core/, plugins/verification/, bin shims, moving files across the kernel boundary, or answering where a concept lives.
Authors evidence-driven architecture backlog docs (coming-next style): scorecards, mermaid diagrams, blueprint cards SN-*, thrive vision, gantt order. Use when creating or updating roadmaps, arch-design/coming-next.md, backlog after PRs, or when the user wants blueprint cards, Musk 5-step, or optimistic 10-year plans. Pairs with ai-optimization, fusion-sage, and higher-order-decision-architect.
Generates project-specific tmux verification cockpits for repos that use an av-style agent verify workflow. Reads target project AGENTS.md, setup docs, and scripts; writes .agents/verification/ with SOC-style panes and tiered auto-launch. Use when setting up av layouts, mission-control verify panes, or regenerating .agents/verification after stack changes.
Peramanathan Sathyamoorthy's senior ML/AI systems engineering principles — first principles thinking inspired by Feynman and Musk, Machine First architecture, strong mathematical and physics foundations, rapid practical learning through clean iteration, deep systems capability, clear language, extensibility, and uncompromising quality.
Overarching patterns for self-guarded, pause-aware, agent-driven desktop/web platforms. Combines finder-reactor, Tauri shell, X resources, and CV guard into a cohesive autonomous system with intervention only on guards. Use for high-level autonomy design, meta-improvement loops, MCP composability. Fusion for the reactor as living system; fission for specific guards.
| name | cursor-transcript-harvest |
| description | Harvest Cursor agent transcripts into agent-prompt-tuning-lab: pnpm harvest:all, seed-manifest, env vars, subagents, and gold tagging. Use when collecting or re-indexing local Cursor JSONL for this repo. |
Run on the host where ~/.cursor/projects exists (not inside a devcontainer-only shell unless harvesting devcontainer paths).
cd /path/to/agent-prompt-tuning-lab # repo root
pnpm harvest:all
pnpm seed-manifest
pnpm normalize
harvest:all = host --all --unpack + devcontainer unpack. Subagent files land at:
data/raw/<source>/<YYYYMMDD>/<workspace-slug>/<parent-session-id>/subagents/<subagent-id>.jsonl
pnpm harvest:host -- --all --unpack
CURSOR_REPO_NAMES=my-app,other-repo pnpm harvest:host -- --unpack
pnpm harvest:devcontainer -- --unpack
| Variable | Purpose |
|---|---|
CURSOR_PROJECTS_HOST | Override ~/.cursor/projects |
CURSOR_REPO_NAMES | Comma-separated slug fragments |
CURSOR_TRANSCRIPTS_DEVCONTAINER | Override devcontainer transcripts path |
pnpm seed-manifest — append manifest rows (parent_session_id for subagents).pnpm normalize — default --source host to avoid duplicate sessions from devcontainer copies.pnpm tag-manifest -- --tag gold --session-id <uuid>.Do not commit data/raw, data/processed, zips, or data/manifest.jsonl. See .cursor/rules/data-privacy.mdc.