القائمة
Load context for pipeline, cron, Lambda, OCR, and translation work. Use when starting any pipeline monitoring, debugging, or processing task.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Run OCR and translation quality evaluations across scripts and languages. Produces research-grade reports with MCR, cross-model agreement, embedding-space hallucination detection, and corpus readiness scores.
Run a Glass Bead Game session — a parlor game played against the Source Library corpus. Players connect verified passages from different books, times, and traditions into a growing string of 'beads,' with Claude as librarian, verifier, and scribe. Trigger when the user says 'glass bead game,' 'let's play beads,' or asks to start/resume/publish a game session. Claude runs the search-verify-display loop; humans do the noticing, choosing, and judging.
Stage-2 verification of first-translation flips using INDEPENDENT Claude subagents (subscription, not API key) with full evidence capture. Use to verify proposed badge changes (demotes/promotes) before writing any public claim — the binding step that catches AI-fabricated priors. Each subagent reports its actual search queries + sources, persisted to the first_translation_attempts provenance log.
Triage and respond to the user-feedback queue — pull open feedback, detect items already fixed but never marked, route translation-requests and metadata-corrections, mark items resolved, and (on approval) email submitters. Use when asked to check/triage/answer/clear feedback, "what are people saying?", or "respond to feedback."
Sweep Claude's private per-machine memory for team-relevant operational knowledge and propose moving it into the shared repo (or the private ops repo) as draft PRs. Use to promote lessons that accreted privately, or run on a schedule. Never auto-merges; never leaks.
One-shot audience & usage report — signups, DAU/MAU, time on-site, traffic, top content, search behavior, referrers, countries, and user journeys. Use when asked "what's our usage?", "how many signups?", "time on site?", "traffic?", or any audience/engagement metrics question.
| name | pipeline-context |
| description | Load context for pipeline, cron, Lambda, OCR, and translation work. Use when starting any pipeline monitoring, debugging, or processing task. |
Read these files before proceeding with pipeline work:
memory/pipeline-ops.md — Emergency controls, worker architecture, operational detailsmemory/lessons-learned.md — Operational postmortems and patterns.claude/docs/pipeline.md — Full processing pipeline (states, crons, prompts, costs).claude/docs/worker-architecture.md — Lambda worker details.claude/docs/page-lifecycle.md — Page processing statesgetModelForBook(book) from src/lib/types/ai-models.ts over hardcoding. It routes BPH books and non-Latin-script languages to gemini-3-flash-preview (full quality) and everything else to gemini-3.1-flash-lite-preview (50% cheaper, comparable quality on Latin-script). Enrich-worker uses gemini-3.1-flash-lite-preview for all phases (summary+index, chapters, quality scoring, collection assignment). Never use anything below Gemini v3 — gemini-2.x is deprecated.ocr.data or translation.data MUST call createRevision() firstsystem_config._id: 'processing_control', set paused: trueAll AI calls logged to gemini_usage collection via logGeminiCall() in src/lib/gemini-logger.ts.
GET /api/books/[id]/history (assembles from 6 collections)GET /api/admin/processing-dashboard?provider=iasrc/lib/errors.ts → classifyError(error)cost_tracking collection is DEPRECATED — use gemini_usage for all cost queriesAfter reading the memory files above, flag anything that contradicts what you observe in the codebase:
.claude/docs/batch-processing.md.claude/docs/observability.md.claude/docs/first-translation-system.md