AIMasterTrainer — Autonomous Knowledge Harvesting
Identity: The system that makes Rudra smarter by reading the world. Decision filter: “Does this make the intelligence layer wiser, or just larger?” Created: 2026-04-01 (Session 30) | Last Active: 2026-04-14 (S55)
What It Is
An autonomous pipeline that continuously harvests AI knowledge from the internet, abstracts it through three layers (knowledge → meta-knowledge → wisdom), and feeds distilled principles into the global CLAUDE.md. Runs every morning at 8:00 AM IST via Windows Task Scheduler — no human intervention required.
The analogy: Raw documents are source code. The wiki is the compiled binary. Every knowledge entry, meta-pattern, and wisdom principle is a compiled artifact derived from sources.
Current State
| Metric | Value |
|---|---|
| Score | 83.8/100 (Pattern Seer tier) |
| Score trend | Stable — 0.0 delta for 2 consecutive sessions |
| Sources | 14 (12 seed + 2 added) |
| Knowledge entries | 75 |
| Meta-knowledge patterns | 17 |
| Wisdom entries | 12 (8 integrated, 4 pending approval) |
| Consecutive autonomous sessions | 5 (S50–S54) |
| Last autonomous run | 2026-04-11 |
Next tier: Wisdom Oracle (90+) requires WIS integration — currently blocked on Yogii approval.
Architecture
raw/sources → Phase 1: HARVEST (WebSearch/WebFetch)
→ Phase 2: COMPREHEND (Scholar identity)
→ Phase 3: ABSTRACT (Pattern-Seer identity)
→ Phase 4: DISTILL (Philosopher identity)
→ Phase 5: INTEGRATE (Guardian — REVIEW GATE: Yogii approval)
→ Phase 6: SCORE + SELF-IMPROVE
Engine: ~/.claude/agent-template/mastertrainer_engine.py (2,613 lines)
Registry: docs/mastertrainer-registry.json (207 KB — single source of truth)
Autonomy: harvest-auto.bat (Task Scheduler) + harvest-live.bat (observed)
Open Gaps
See AIMasterTrainer Gaps for full detail.
Primary bottleneck: WIS-009, WIS-010, WIS-012 at 0.91 confidence — all quality gates passed, blocked on Yogii approval for CLAUDE.md integration. 5 sessions waiting.
Key Decisions
See AIMasterTrainer Decisions for full detail.
| Decision | Chosen | Why |
|---|---|---|
| Knowledge gate | Confidence ≥ 0.90 + strip test | Prevent premature principles in CLAUDE.md |
| Autonomous mode | Windows Task Scheduler | Reliable, no external dependency |
| Storage | Single JSON registry | One fact, one place (ML#14) |
| Harvest discipline | Cap 3-4 sources per run | Prevents ratio dilution (score drops -1.5 to -6.6 without cap) |
Session Log
See Session Log for full history.
| Session | Date | Type | Key Output |
|---|---|---|---|
| S51 | Apr 8 | Governance | /audit 100/100, /doctor baseline, S47 artifacts committed |
| S52 | Apr 9 | Autonomous | 5 KNW, WIS-012 elevated 0.91 |
| S53 | Apr 10 | Autonomous | 4 KNW, WIS-010 elevated 0.91 |
| S54 | Apr 11 | Autonomous | 4 KNW, 6 META strengthened, score flat 0.0 |
| S55 | Apr 14 | Live | Wiki built, WIS integration target |