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fix/10-kno
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fix/11-boo
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# Knowledge File Format Specification
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**Version:** 1
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**Issue:** #10
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**Status:** Draft
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---
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## Overview
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The knowledge system has two layers:
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1. **index.json** — Machine-readable fact index. Fast lookups by ID, category, repo, tags.
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2. **Knowledge files** (YAML) — Human-readable, editable facts organized by domain.
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The harvester writes to both. The bootstrapper reads from index.json. Humans edit the YAML files directly.
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---
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## index.json Schema
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```json
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{
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"version": 1,
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"last_updated": "ISO-8601 timestamp",
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"total_facts": 0,
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"facts": []
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}
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```
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### Fact Object
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| Field | Type | Required | Description |
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|-------|------|----------|-------------|
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| `id` | string | yes | Unique identifier: `{domain}:{category}:{sequence}` |
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| `fact` | string | yes | One-sentence description of the knowledge |
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| `category` | enum | yes | One of: `fact`, `pitfall`, `pattern`, `tool-quirk`, `question` |
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| `domain` | string | yes | Where this applies: repo name, `global`, or agent name |
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| `confidence` | float | yes | 0.0–1.0. How certain is this knowledge? |
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| `tags` | string[] | no | Searchable labels |
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| `source_count` | int | no | How many sessions confirmed this fact |
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| `first_seen` | date | no | ISO-8601 date first extracted |
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| `last_confirmed` | date | no | ISO-8601 date last seen in a session |
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| `expires` | date | no | Optional. After this date, fact is stale |
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| `related` | string[] | no | IDs of related facts |
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### ID Format: `{domain}:{category}:{sequence}`
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### Categories
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| Category | Definition |
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|----------|------------|
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| `fact` | Concrete, verifiable information |
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| `pitfall` | Errors, wrong assumptions, time-wasters |
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| `pattern` | Successful sequences of actions |
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| `tool-quirk` | Environment-specific behaviors |
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| `question` | Identified but unanswered |
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### Confidence Scoring
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| Range | Meaning |
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|-------|---------|
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| 0.9–1.0 | Explicitly stated and verified |
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| 0.7–0.8 | Clearly implied by multiple data points |
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| 0.5–0.6 | Suggested but not fully verified |
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| 0.3–0.4 | Inferred from limited data |
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| 0.1–0.2 | Speculative or uncertain |
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---
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## Directory Structure
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```
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knowledge/
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├── index.json # Machine-readable fact index
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├── SCHEMA.md # This file
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├── global/ # Cross-repo knowledge
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│ ├── pitfalls.yaml
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│ ├── patterns.yaml
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│ └── tool-quirks.yaml
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├── repos/ # Per-repo knowledge
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│ ├── {repo-name}.yaml
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│ └── ...
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└── agents/ # Agent-type knowledge
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└── {agent-type}.yaml
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```
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## YAML File Format
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YAML files use frontmatter for metadata, then markdown sections with fact entries:
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```yaml
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---
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domain: global
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category: tool-quirk
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version: 1
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last_updated: "2026-04-13"
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---
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# Title
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## Section
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- id: global:tool-quirk:001
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fact: "Description"
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confidence: 0.95
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tags: [tag1, tag2]
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source_count: 5
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first_seen: "2026-03-27"
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```
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## Validation
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Run `python scripts/validate_knowledge.py` to validate index.json.
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---
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domain: global
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category: pitfall
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version: 1
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last_updated: "2026-04-13"
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---
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# Pitfalls (Global)
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Cross-repo traps that waste time across the fleet.
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## Git & Forge
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- id: global:pitfall:001
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fact: "Branch protection requires 1 approval on main - API merges fail with 405 without it"
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confidence: 0.95
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tags: [git, merge, branch-protection, gitea]
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source_count: 12
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first_seen: "2026-04-05"
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last_confirmed: "2026-04-13"
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related: [the-nexus:pitfall:001]
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- id: global:pitfall:002
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fact: "Never use --no-verify on git commits - it bypasses all hooks including safety checks"
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confidence: 0.95
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tags: [git, hooks, safety]
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source_count: 5
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first_seen: "2026-03-28"
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last_confirmed: "2026-04-13"
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- id: global:pitfall:003
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fact: "Gitea PR creation workaround needed on the-nexus - direct API call fails, use alternative endpoint"
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confidence: 0.9
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tags: [gitea, pr, api, workaround]
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source_count: 4
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first_seen: "2026-04-06"
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last_confirmed: "2026-04-12"
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## Agent Operations
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- id: global:pitfall:004
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fact: "Anthropic is BANNED from fallback chain - if fallback triggers to Anthropic, something is wrong"
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confidence: 0.95
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tags: [provider, anthropic, fallback]
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source_count: 7
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first_seen: "2026-03-30"
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last_confirmed: "2026-04-13"
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- id: global:pitfall:005
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fact: "Telegram tokens expired - don't assume Telegram notifications work without checking"
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confidence: 0.85
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tags: [telegram, notifications, token]
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source_count: 3
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first_seen: "2026-04-02"
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- id: global:pitfall:006
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fact: "Multiple gateways = 'cannot schedule futures' error - only one gateway process should run"
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confidence: 0.9
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tags: [gateway, cron, process]
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source_count: 4
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first_seen: "2026-04-04"
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last_confirmed: "2026-04-11"
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## Testing
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- id: global:pitfall:007
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fact: "pytest root collection picks up operational *_test.py scripts - restrict to tests/ directory"
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confidence: 0.9
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tags: [pytest, test, collection]
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source_count: 3
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first_seen: "2026-04-07"
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last_confirmed: "2026-04-13"
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- id: global:pitfall:008
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fact: "TDD: test 1 before building 55 - verify the cycle works before scaling"
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confidence: 0.95
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tags: [tdd, testing, methodology]
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source_count: 8
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first_seen: "2026-03-25"
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last_confirmed: "2026-04-13"
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@@ -1,71 +0,0 @@
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---
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domain: global
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category: tool-quirk
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version: 1
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last_updated: "2026-04-13"
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---
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# Tool Quirks (Global)
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## Authentication
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- id: global:tool-quirk:001
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fact: "Gitea token stored at ~/.config/gitea/token, not env var GITEA_TOKEN"
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confidence: 0.95
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tags: [git, auth, gitea, token]
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source_count: 23
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first_seen: "2026-03-27"
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last_confirmed: "2026-04-13"
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related: [global:pitfall:001]
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- id: global:tool-quirk:002
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fact: "Gitea API uses 'Authorization: token TOKEN' header format, not Bearer"
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confidence: 0.9
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tags: [git, api, gitea]
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source_count: 8
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first_seen: "2026-03-28"
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last_confirmed: "2026-04-12"
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- id: global:tool-quirk:003
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fact: "Gitea Issues API type=issues param does NOT filter PRs - use truthiness check on pull_request field"
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confidence: 0.95
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tags: [gitea, api, issues, pr]
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source_count: 6
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first_seen: "2026-04-01"
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last_confirmed: "2026-04-13"
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## Paths & Environment
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- id: global:tool-quirk:004
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fact: "~/.hermes is the default hermes home - check get_hermes_home() not the path literal"
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confidence: 0.9
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tags: [paths, hermes, env]
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source_count: 10
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first_seen: "2026-03-30"
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last_confirmed: "2026-04-13"
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related: [hermes-agent:pitfall:005]
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- id: global:tool-quirk:005
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fact: "Ansible vault-encrypted vars in YAML require vault_inline_vars plugin"
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confidence: 0.85
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tags: [ansible, vault, config]
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source_count: 3
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first_seen: "2026-04-02"
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## Model & Inference
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- id: global:tool-quirk:006
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fact: "mimo-v2-pro via Nous Research is the default model - don't assume Anthropic is available"
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confidence: 0.95
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tags: [model, provider, nous, default]
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source_count: 15
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first_seen: "2026-03-25"
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last_confirmed: "2026-04-13"
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- id: global:tool-quirk:007
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fact: "Kill + restart with 'hermes chat' preserves old model state - NEVER use --resume"
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confidence: 0.95
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tags: [hermes, model, restart, session]
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source_count: 8
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first_seen: "2026-03-29"
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last_confirmed: "2026-04-12"
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@@ -1,472 +1,6 @@
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{
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{
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"version": 1,
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"version": 1,
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"last_updated": "2026-04-13T20:00:00Z",
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"last_updated": "2026-04-13T20:00:00Z",
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"total_facts": 29,
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"total_facts": 0,
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"facts": [
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"facts": []
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{
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"id": "hermes-agent:pitfall:001",
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"fact": "deploy-crons.py leaves jobs in mixed model format",
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"category": "pitfall",
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"domain": "hermes-agent",
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"confidence": 0.95,
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"tags": [
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"cron",
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"deploy",
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"model",
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"config"
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],
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"source_count": 5,
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"first_seen": "2026-04-08",
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"last_confirmed": "2026-04-13",
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"related": [
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"hermes-agent:pitfall:002",
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"hermes-agent:pitfall:003"
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]
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},
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{
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"id": "hermes-agent:pitfall:002",
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"fact": "deploy-crons.py --deploy doesn't set legacy skill field from skills list",
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"category": "pitfall",
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"domain": "hermes-agent",
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"confidence": 0.9,
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"tags": [
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"cron",
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"deploy",
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"skills"
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],
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"source_count": 3,
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"first_seen": "2026-04-09",
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"last_confirmed": "2026-04-13",
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"related": [
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"hermes-agent:pitfall:001"
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]
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},
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{
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"id": "hermes-agent:pitfall:003",
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"fact": "Cron jobs with blank fallback_model fields trigger spurious gateway warnings",
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"category": "pitfall",
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"domain": "hermes-agent",
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"confidence": 0.9,
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||||||
"tags": [
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||||||
"cron",
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||||||
"model",
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"fallback"
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||||||
],
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"source_count": 4,
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||||||
"first_seen": "2026-04-07",
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||||||
"last_confirmed": "2026-04-12",
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||||||
"related": [
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||||||
"hermes-agent:pitfall:001"
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||||||
]
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||||||
},
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||||||
{
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||||||
"id": "hermes-agent:pitfall:004",
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"fact": "model-watchdog.py checks first provider line, not model.provider - causes false drift alarms",
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||||||
"category": "pitfall",
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||||||
"domain": "hermes-agent",
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||||||
"confidence": 0.9,
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||||||
"tags": [
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||||||
"watchdog",
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||||||
"model",
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|
||||||
"config"
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|
||||||
],
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||||||
"source_count": 3,
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|
||||||
"first_seen": "2026-04-08",
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|
||||||
"last_confirmed": "2026-04-13"
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|
||||||
},
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||||||
{
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||||||
"id": "hermes-agent:pitfall:005",
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"fact": "10+ files read HERMES_HOME directly instead of get_hermes_home()",
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"category": "pitfall",
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||||||
"domain": "hermes-agent",
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||||||
"confidence": 0.85,
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|
||||||
"tags": [
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||||||
"paths",
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||||||
"env",
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||||||
"hermes-home"
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||||||
],
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||||||
"source_count": 6,
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||||||
"first_seen": "2026-04-06",
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|
||||||
"last_confirmed": "2026-04-12",
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||||||
"related": [
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|
||||||
"global:pitfall:002"
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||||||
]
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||||||
},
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||||||
{
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||||||
"id": "hermes-agent:pitfall:006",
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||||||
"fact": "get_hermes_home() doesn't expand tilde when HERMES_HOME=~/... is set",
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||||||
"category": "pitfall",
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||||||
"domain": "hermes-agent",
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||||||
"confidence": 0.8,
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||||||
"tags": [
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||||||
"paths",
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||||||
"env",
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|
||||||
"bug"
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|
||||||
],
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||||||
"source_count": 2,
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|
||||||
"first_seen": "2026-04-05"
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|
||||||
},
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|
||||||
{
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|
||||||
"id": "hermes-agent:pitfall:007",
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|
||||||
"fact": "vps-agent-dispatch reports OK while remote hermes binary path is broken",
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|
||||||
"category": "pitfall",
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|
||||||
"domain": "hermes-agent",
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|
||||||
"confidence": 0.9,
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|
||||||
"tags": [
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|
||||||
"ssh",
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|
||||||
"dispatch",
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|
||||||
"vps"
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|
||||||
],
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|
||||||
"source_count": 4,
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|
||||||
"first_seen": "2026-04-07",
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|
||||||
"last_confirmed": "2026-04-11"
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|
||||||
},
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|
||||||
{
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|
||||||
"id": "hermes-agent:pitfall:008",
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|
||||||
"fact": "nightwatch-health-monitor SSH check fails on cloud-model-only deployments",
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|
||||||
"category": "pitfall",
|
|
||||||
"domain": "hermes-agent",
|
|
||||||
"confidence": 0.85,
|
|
||||||
"tags": [
|
|
||||||
"ssh",
|
|
||||||
"health",
|
|
||||||
"cloud"
|
|
||||||
],
|
|
||||||
"source_count": 2,
|
|
||||||
"first_seen": "2026-04-10"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "the-nexus:pitfall:001",
|
|
||||||
"fact": "Merges fail with HTTP 405 due to branch protection",
|
|
||||||
"category": "pitfall",
|
|
||||||
"domain": "the-nexus",
|
|
||||||
"confidence": 0.95,
|
|
||||||
"tags": [
|
|
||||||
"git",
|
|
||||||
"merge",
|
|
||||||
"branch-protection",
|
|
||||||
"gitea"
|
|
||||||
],
|
|
||||||
"source_count": 12,
|
|
||||||
"first_seen": "2026-04-05",
|
|
||||||
"last_confirmed": "2026-04-13",
|
|
||||||
"related": [
|
|
||||||
"global:pitfall:001"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "the-nexus:pitfall:002",
|
|
||||||
"fact": "ThreadingHTTPServer required for multi-user bridge - standard HTTPServer blocks on concurrent requests",
|
|
||||||
"category": "pitfall",
|
|
||||||
"domain": "the-nexus",
|
|
||||||
"confidence": 0.95,
|
|
||||||
"tags": [
|
|
||||||
"server",
|
|
||||||
"concurrency",
|
|
||||||
"bridge"
|
|
||||||
],
|
|
||||||
"source_count": 5,
|
|
||||||
"first_seen": "2026-04-10",
|
|
||||||
"last_confirmed": "2026-04-13"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "the-nexus:pitfall:003",
|
|
||||||
"fact": "ChatLog.log() crashes on message persistence when index.html has orphaned button tags",
|
|
||||||
"category": "pitfall",
|
|
||||||
"domain": "the-nexus",
|
|
||||||
"confidence": 0.9,
|
|
||||||
"tags": [
|
|
||||||
"html",
|
|
||||||
"crash",
|
|
||||||
"chatlog"
|
|
||||||
],
|
|
||||||
"source_count": 3,
|
|
||||||
"first_seen": "2026-04-12",
|
|
||||||
"last_confirmed": "2026-04-13"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "the-nexus:pitfall:004",
|
|
||||||
"fact": "Three.js LOD not implemented - local hardware struggles with full scene",
|
|
||||||
"category": "pitfall",
|
|
||||||
"domain": "the-nexus",
|
|
||||||
"confidence": 0.85,
|
|
||||||
"tags": [
|
|
||||||
"threejs",
|
|
||||||
"performance",
|
|
||||||
"lod"
|
|
||||||
],
|
|
||||||
"source_count": 4,
|
|
||||||
"first_seen": "2026-04-09",
|
|
||||||
"last_confirmed": "2026-04-13"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "the-nexus:pitfall:005",
|
|
||||||
"fact": "Duplicate content blocks appear in index.html when PR merges conflict silently",
|
|
||||||
"category": "pitfall",
|
|
||||||
"domain": "the-nexus",
|
|
||||||
"confidence": 0.8,
|
|
||||||
"tags": [
|
|
||||||
"html",
|
|
||||||
"merge-conflict",
|
|
||||||
"duplicate"
|
|
||||||
],
|
|
||||||
"source_count": 3,
|
|
||||||
"first_seen": "2026-04-11",
|
|
||||||
"last_confirmed": "2026-04-13"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "the-nexus:pitfall:006",
|
|
||||||
"fact": "Unified HTTP + WebSocket server required for proper URL deployment - separate servers break CORS",
|
|
||||||
"category": "pitfall",
|
|
||||||
"domain": "the-nexus",
|
|
||||||
"confidence": 0.9,
|
|
||||||
"tags": [
|
|
||||||
"deploy",
|
|
||||||
"websocket",
|
|
||||||
"http",
|
|
||||||
"cors"
|
|
||||||
],
|
|
||||||
"source_count": 4,
|
|
||||||
"first_seen": "2026-04-10",
|
|
||||||
"last_confirmed": "2026-04-13"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:tool-quirk:001",
|
|
||||||
"fact": "Gitea token stored at ~/.config/gitea/token, not env var GITEA_TOKEN",
|
|
||||||
"category": "tool-quirk",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.95,
|
|
||||||
"tags": [
|
|
||||||
"git",
|
|
||||||
"auth",
|
|
||||||
"gitea",
|
|
||||||
"token"
|
|
||||||
],
|
|
||||||
"source_count": 23,
|
|
||||||
"first_seen": "2026-03-27",
|
|
||||||
"last_confirmed": "2026-04-13",
|
|
||||||
"related": [
|
|
||||||
"global:pitfall:001"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:tool-quirk:002",
|
|
||||||
"fact": "Gitea API uses 'Authorization: token TOKEN' header format, not Bearer",
|
|
||||||
"category": "tool-quirk",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.9,
|
|
||||||
"tags": [
|
|
||||||
"git",
|
|
||||||
"api",
|
|
||||||
"gitea"
|
|
||||||
],
|
|
||||||
"source_count": 8,
|
|
||||||
"first_seen": "2026-03-28",
|
|
||||||
"last_confirmed": "2026-04-12"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:tool-quirk:003",
|
|
||||||
"fact": "Gitea Issues API type=issues param does NOT filter PRs",
|
|
||||||
"category": "tool-quirk",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.95,
|
|
||||||
"tags": [
|
|
||||||
"gitea",
|
|
||||||
"api",
|
|
||||||
"issues",
|
|
||||||
"pr"
|
|
||||||
],
|
|
||||||
"source_count": 6,
|
|
||||||
"first_seen": "2026-04-01",
|
|
||||||
"last_confirmed": "2026-04-13"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:tool-quirk:004",
|
|
||||||
"fact": "~/.hermes is the default hermes home - check get_hermes_home() not the path literal",
|
|
||||||
"category": "tool-quirk",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.9,
|
|
||||||
"tags": [
|
|
||||||
"paths",
|
|
||||||
"hermes",
|
|
||||||
"env"
|
|
||||||
],
|
|
||||||
"source_count": 10,
|
|
||||||
"first_seen": "2026-03-30",
|
|
||||||
"last_confirmed": "2026-04-13",
|
|
||||||
"related": [
|
|
||||||
"hermes-agent:pitfall:005"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:tool-quirk:005",
|
|
||||||
"fact": "Ansible vault-encrypted vars in YAML require vault_inline_vars plugin",
|
|
||||||
"category": "tool-quirk",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.85,
|
|
||||||
"tags": [
|
|
||||||
"ansible",
|
|
||||||
"vault",
|
|
||||||
"config"
|
|
||||||
],
|
|
||||||
"source_count": 3,
|
|
||||||
"first_seen": "2026-04-02"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:tool-quirk:006",
|
|
||||||
"fact": "mimo-v2-pro via Nous Research is the default model - don't assume Anthropic is available",
|
|
||||||
"category": "tool-quirk",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.95,
|
|
||||||
"tags": [
|
|
||||||
"model",
|
|
||||||
"provider",
|
|
||||||
"nous",
|
|
||||||
"default"
|
|
||||||
],
|
|
||||||
"source_count": 15,
|
|
||||||
"first_seen": "2026-03-25",
|
|
||||||
"last_confirmed": "2026-04-13"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:tool-quirk:007",
|
|
||||||
"fact": "Kill + restart with 'hermes chat' preserves old model state - NEVER use --resume",
|
|
||||||
"category": "tool-quirk",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.95,
|
|
||||||
"tags": [
|
|
||||||
"hermes",
|
|
||||||
"model",
|
|
||||||
"restart",
|
|
||||||
"session"
|
|
||||||
],
|
|
||||||
"source_count": 8,
|
|
||||||
"first_seen": "2026-03-29",
|
|
||||||
"last_confirmed": "2026-04-12"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:pitfall:001",
|
|
||||||
"fact": "Branch protection requires 1 approval on main - API merges fail with 405 without it",
|
|
||||||
"category": "pitfall",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.95,
|
|
||||||
"tags": [
|
|
||||||
"git",
|
|
||||||
"merge",
|
|
||||||
"branch-protection",
|
|
||||||
"gitea"
|
|
||||||
],
|
|
||||||
"source_count": 12,
|
|
||||||
"first_seen": "2026-04-05",
|
|
||||||
"last_confirmed": "2026-04-13",
|
|
||||||
"related": [
|
|
||||||
"the-nexus:pitfall:001"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:pitfall:002",
|
|
||||||
"fact": "Never use --no-verify on git commits",
|
|
||||||
"category": "pitfall",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.95,
|
|
||||||
"tags": [
|
|
||||||
"git",
|
|
||||||
"hooks",
|
|
||||||
"safety"
|
|
||||||
],
|
|
||||||
"source_count": 5,
|
|
||||||
"first_seen": "2026-03-28",
|
|
||||||
"last_confirmed": "2026-04-13"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:pitfall:003",
|
|
||||||
"fact": "Gitea PR creation workaround needed on the-nexus - direct API call fails",
|
|
||||||
"category": "pitfall",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.9,
|
|
||||||
"tags": [
|
|
||||||
"gitea",
|
|
||||||
"pr",
|
|
||||||
"api",
|
|
||||||
"workaround"
|
|
||||||
],
|
|
||||||
"source_count": 4,
|
|
||||||
"first_seen": "2026-04-06",
|
|
||||||
"last_confirmed": "2026-04-12"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:pitfall:004",
|
|
||||||
"fact": "Anthropic is BANNED from fallback chain",
|
|
||||||
"category": "pitfall",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.95,
|
|
||||||
"tags": [
|
|
||||||
"provider",
|
|
||||||
"anthropic",
|
|
||||||
"fallback"
|
|
||||||
],
|
|
||||||
"source_count": 7,
|
|
||||||
"first_seen": "2026-03-30",
|
|
||||||
"last_confirmed": "2026-04-13"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:pitfall:005",
|
|
||||||
"fact": "Telegram tokens expired - don't assume Telegram notifications work",
|
|
||||||
"category": "pitfall",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.85,
|
|
||||||
"tags": [
|
|
||||||
"telegram",
|
|
||||||
"notifications",
|
|
||||||
"token"
|
|
||||||
],
|
|
||||||
"source_count": 3,
|
|
||||||
"first_seen": "2026-04-02"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:pitfall:006",
|
|
||||||
"fact": "Multiple gateways = 'cannot schedule futures' error - only one gateway process should run",
|
|
||||||
"category": "pitfall",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.9,
|
|
||||||
"tags": [
|
|
||||||
"gateway",
|
|
||||||
"cron",
|
|
||||||
"process"
|
|
||||||
],
|
|
||||||
"source_count": 4,
|
|
||||||
"first_seen": "2026-04-04",
|
|
||||||
"last_confirmed": "2026-04-11"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:pitfall:007",
|
|
||||||
"fact": "pytest root collection picks up operational *_test.py scripts - restrict to tests/ directory",
|
|
||||||
"category": "pitfall",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.9,
|
|
||||||
"tags": [
|
|
||||||
"pytest",
|
|
||||||
"test",
|
|
||||||
"collection"
|
|
||||||
],
|
|
||||||
"source_count": 3,
|
|
||||||
"first_seen": "2026-04-07",
|
|
||||||
"last_confirmed": "2026-04-13"
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"id": "global:pitfall:008",
|
|
||||||
"fact": "TDD: test 1 before building 55",
|
|
||||||
"category": "pitfall",
|
|
||||||
"domain": "global",
|
|
||||||
"confidence": 0.95,
|
|
||||||
"tags": [
|
|
||||||
"tdd",
|
|
||||||
"testing",
|
|
||||||
"methodology"
|
|
||||||
],
|
|
||||||
"source_count": 8,
|
|
||||||
"first_seen": "2026-03-25",
|
|
||||||
"last_confirmed": "2026-04-13"
|
|
||||||
}
|
|
||||||
]
|
|
||||||
}
|
}
|
||||||
@@ -1,80 +0,0 @@
|
|||||||
---
|
|
||||||
domain: hermes-agent
|
|
||||||
category: pitfall
|
|
||||||
version: 1
|
|
||||||
last_updated: "2026-04-13"
|
|
||||||
---
|
|
||||||
|
|
||||||
# Pitfalls (hermes-agent)
|
|
||||||
|
|
||||||
## Cron & Deployment
|
|
||||||
|
|
||||||
- id: hermes-agent:pitfall:001
|
|
||||||
fact: "deploy-crons.py leaves jobs in mixed model format - some have provider/model, some just model"
|
|
||||||
confidence: 0.95
|
|
||||||
tags: [cron, deploy, model, config]
|
|
||||||
source_count: 5
|
|
||||||
first_seen: "2026-04-08"
|
|
||||||
last_confirmed: "2026-04-13"
|
|
||||||
related: [hermes-agent:pitfall:002, hermes-agent:pitfall:003]
|
|
||||||
|
|
||||||
- id: hermes-agent:pitfall:002
|
|
||||||
fact: "deploy-crons.py --deploy doesn't set legacy skill field from skills list"
|
|
||||||
confidence: 0.9
|
|
||||||
tags: [cron, deploy, skills]
|
|
||||||
source_count: 3
|
|
||||||
first_seen: "2026-04-09"
|
|
||||||
last_confirmed: "2026-04-13"
|
|
||||||
related: [hermes-agent:pitfall:001]
|
|
||||||
|
|
||||||
- id: hermes-agent:pitfall:003
|
|
||||||
fact: "Cron jobs with blank fallback_model fields trigger spurious gateway warnings"
|
|
||||||
confidence: 0.9
|
|
||||||
tags: [cron, model, fallback]
|
|
||||||
source_count: 4
|
|
||||||
first_seen: "2026-04-07"
|
|
||||||
last_confirmed: "2026-04-12"
|
|
||||||
related: [hermes-agent:pitfall:001]
|
|
||||||
|
|
||||||
- id: hermes-agent:pitfall:004
|
|
||||||
fact: "model-watchdog.py checks first provider line, not model.provider - causes false drift alarms"
|
|
||||||
confidence: 0.9
|
|
||||||
tags: [watchdog, model, config]
|
|
||||||
source_count: 3
|
|
||||||
first_seen: "2026-04-08"
|
|
||||||
last_confirmed: "2026-04-13"
|
|
||||||
|
|
||||||
## Path & Environment
|
|
||||||
|
|
||||||
- id: hermes-agent:pitfall:005
|
|
||||||
fact: "10+ files read HERMES_HOME directly instead of get_hermes_home() - breaks on custom paths"
|
|
||||||
confidence: 0.85
|
|
||||||
tags: [paths, env, hermes-home]
|
|
||||||
source_count: 6
|
|
||||||
first_seen: "2026-04-06"
|
|
||||||
last_confirmed: "2026-04-12"
|
|
||||||
related: [global:pitfall:002]
|
|
||||||
|
|
||||||
- id: hermes-agent:pitfall:006
|
|
||||||
fact: "get_hermes_home() doesn't expand tilde when HERMES_HOME=~/... is set"
|
|
||||||
confidence: 0.8
|
|
||||||
tags: [paths, env, bug]
|
|
||||||
source_count: 2
|
|
||||||
first_seen: "2026-04-05"
|
|
||||||
|
|
||||||
## SSH & Dispatch
|
|
||||||
|
|
||||||
- id: hermes-agent:pitfall:007
|
|
||||||
fact: "vps-agent-dispatch reports OK while remote hermes binary path is broken"
|
|
||||||
confidence: 0.9
|
|
||||||
tags: [ssh, dispatch, vps]
|
|
||||||
source_count: 4
|
|
||||||
first_seen: "2026-04-07"
|
|
||||||
last_confirmed: "2026-04-11"
|
|
||||||
|
|
||||||
- id: hermes-agent:pitfall:008
|
|
||||||
fact: "nightwatch-health-monitor SSH check fails on cloud-model-only deployments"
|
|
||||||
confidence: 0.85
|
|
||||||
tags: [ssh, health, cloud]
|
|
||||||
source_count: 2
|
|
||||||
first_seen: "2026-04-10"
|
|
||||||
@@ -1,63 +0,0 @@
|
|||||||
---
|
|
||||||
domain: the-nexus
|
|
||||||
category: pitfall
|
|
||||||
version: 1
|
|
||||||
last_updated: "2026-04-13"
|
|
||||||
---
|
|
||||||
|
|
||||||
# Pitfalls (the-nexus)
|
|
||||||
|
|
||||||
## Git & Merging
|
|
||||||
|
|
||||||
- id: the-nexus:pitfall:001
|
|
||||||
fact: "Merges fail with HTTP 405 due to branch protection - must use merge API with 1 approval"
|
|
||||||
confidence: 0.95
|
|
||||||
tags: [git, merge, branch-protection, gitea]
|
|
||||||
source_count: 12
|
|
||||||
first_seen: "2026-04-05"
|
|
||||||
last_confirmed: "2026-04-13"
|
|
||||||
related: [global:pitfall:001]
|
|
||||||
|
|
||||||
- id: the-nexus:pitfall:002
|
|
||||||
fact: "ThreadingHTTPServer required for multi-user bridge - standard HTTPServer blocks on concurrent requests"
|
|
||||||
confidence: 0.95
|
|
||||||
tags: [server, concurrency, bridge]
|
|
||||||
source_count: 5
|
|
||||||
first_seen: "2026-04-10"
|
|
||||||
last_confirmed: "2026-04-13"
|
|
||||||
|
|
||||||
- id: the-nexus:pitfall:003
|
|
||||||
fact: "ChatLog.log() crashes on message persistence when index.html has orphaned button tags"
|
|
||||||
confidence: 0.9
|
|
||||||
tags: [html, crash, chatlog]
|
|
||||||
source_count: 3
|
|
||||||
first_seen: "2026-04-12"
|
|
||||||
last_confirmed: "2026-04-13"
|
|
||||||
|
|
||||||
## Three.js & Performance
|
|
||||||
|
|
||||||
- id: the-nexus:pitfall:004
|
|
||||||
fact: "Three.js LOD not implemented - local hardware struggles with full scene without texture optimization"
|
|
||||||
confidence: 0.85
|
|
||||||
tags: [threejs, performance, lod]
|
|
||||||
source_count: 4
|
|
||||||
first_seen: "2026-04-09"
|
|
||||||
last_confirmed: "2026-04-13"
|
|
||||||
|
|
||||||
- id: the-nexus:pitfall:005
|
|
||||||
fact: "Duplicate content blocks appear in index.html when PR merges conflict silently"
|
|
||||||
confidence: 0.8
|
|
||||||
tags: [html, merge-conflict, duplicate]
|
|
||||||
source_count: 3
|
|
||||||
first_seen: "2026-04-11"
|
|
||||||
last_confirmed: "2026-04-13"
|
|
||||||
|
|
||||||
## Deployment
|
|
||||||
|
|
||||||
- id: the-nexus:pitfall:006
|
|
||||||
fact: "Unified HTTP + WebSocket server required for proper URL deployment - separate servers break CORS"
|
|
||||||
confidence: 0.9
|
|
||||||
tags: [deploy, websocket, http, cors]
|
|
||||||
source_count: 4
|
|
||||||
first_seen: "2026-04-10"
|
|
||||||
last_confirmed: "2026-04-13"
|
|
||||||
359
scripts/bootstrapper.py
Normal file
359
scripts/bootstrapper.py
Normal file
@@ -0,0 +1,359 @@
|
|||||||
|
#!/usr/bin/env python3
|
||||||
|
"""
|
||||||
|
Bootstrapper — assemble pre-session context from knowledge store.
|
||||||
|
|
||||||
|
Reads the knowledge store and produces a compact context block (2k tokens max)
|
||||||
|
that can be injected into a new session so it starts with situational awareness.
|
||||||
|
|
||||||
|
Usage:
|
||||||
|
python3 bootstrapper.py --repo the-nexus --agent mimo-sprint
|
||||||
|
python3 bootstrapper.py --repo timmy-home --global
|
||||||
|
python3 bootstrapper.py --global
|
||||||
|
python3 bootstrapper.py --repo the-nexus --max-tokens 1000
|
||||||
|
"""
|
||||||
|
|
||||||
|
import argparse
|
||||||
|
import json
|
||||||
|
import sys
|
||||||
|
from pathlib import Path
|
||||||
|
from typing import Optional
|
||||||
|
|
||||||
|
# Resolve knowledge root relative to this script's parent
|
||||||
|
SCRIPT_DIR = Path(__file__).resolve().parent
|
||||||
|
REPO_ROOT = SCRIPT_DIR.parent
|
||||||
|
KNOWLEDGE_DIR = REPO_ROOT / "knowledge"
|
||||||
|
INDEX_PATH = KNOWLEDGE_DIR / "index.json"
|
||||||
|
|
||||||
|
# Approximate token count: ~4 chars per token for English text
|
||||||
|
CHARS_PER_TOKEN = 4
|
||||||
|
|
||||||
|
# Category sort priority (lower = shown first)
|
||||||
|
CATEGORY_PRIORITY = {
|
||||||
|
"pitfall": 0,
|
||||||
|
"tool-quirk": 1,
|
||||||
|
"pattern": 2,
|
||||||
|
"fact": 3,
|
||||||
|
"question": 4,
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
def load_index(index_path: Path = INDEX_PATH) -> dict:
|
||||||
|
"""Load and validate the knowledge index."""
|
||||||
|
if not index_path.exists():
|
||||||
|
return {"version": 1, "total_facts": 0, "facts": []}
|
||||||
|
|
||||||
|
with open(index_path) as f:
|
||||||
|
data = json.load(f)
|
||||||
|
|
||||||
|
if "facts" not in data:
|
||||||
|
print(f"WARNING: index.json missing 'facts' key", file=sys.stderr)
|
||||||
|
return {"version": 1, "total_facts": 0, "facts": []}
|
||||||
|
|
||||||
|
return data
|
||||||
|
|
||||||
|
|
||||||
|
def filter_facts(
|
||||||
|
facts: list[dict],
|
||||||
|
repo: Optional[str] = None,
|
||||||
|
agent: Optional[str] = None,
|
||||||
|
include_global: bool = True,
|
||||||
|
) -> list[dict]:
|
||||||
|
"""Filter facts by repo, agent, and global scope."""
|
||||||
|
filtered = []
|
||||||
|
|
||||||
|
for fact in facts:
|
||||||
|
fact_repo = fact.get("repo", "global")
|
||||||
|
fact_agent = fact.get("agent", "")
|
||||||
|
|
||||||
|
# Match by repo (regardless of agent)
|
||||||
|
if repo and fact_repo == repo:
|
||||||
|
filtered.append(fact)
|
||||||
|
continue
|
||||||
|
|
||||||
|
# Match by exact agent type
|
||||||
|
if agent and fact_agent == agent:
|
||||||
|
filtered.append(fact)
|
||||||
|
continue
|
||||||
|
|
||||||
|
# Include global facts without agent restriction (universal facts)
|
||||||
|
if include_global and fact_repo == "global" and not fact_agent:
|
||||||
|
filtered.append(fact)
|
||||||
|
|
||||||
|
return filtered
|
||||||
|
|
||||||
|
|
||||||
|
def sort_facts(facts: list[dict]) -> list[dict]:
|
||||||
|
"""
|
||||||
|
Sort facts by: confidence (desc), then category priority, then fact text.
|
||||||
|
Most reliable and most dangerous facts come first.
|
||||||
|
"""
|
||||||
|
|
||||||
|
def sort_key(f):
|
||||||
|
confidence = f.get("confidence", 0.5)
|
||||||
|
category = f.get("category", "fact")
|
||||||
|
cat_priority = CATEGORY_PRIORITY.get(category, 5)
|
||||||
|
return (-confidence, cat_priority, f.get("fact", ""))
|
||||||
|
|
||||||
|
return sorted(facts, key=sort_key)
|
||||||
|
|
||||||
|
|
||||||
|
def load_repo_knowledge(repo: str) -> Optional[str]:
|
||||||
|
"""Load per-repo knowledge markdown if it exists."""
|
||||||
|
repo_path = KNOWLEDGE_DIR / "repos" / f"{repo}.md"
|
||||||
|
if repo_path.exists():
|
||||||
|
return repo_path.read_text().strip()
|
||||||
|
return None
|
||||||
|
|
||||||
|
|
||||||
|
def load_agent_knowledge(agent: str) -> Optional[str]:
|
||||||
|
"""Load per-agent knowledge markdown if it exists."""
|
||||||
|
agent_path = KNOWLEDGE_DIR / "agents" / f"{agent}.md"
|
||||||
|
if agent_path.exists():
|
||||||
|
return agent_path.read_text().strip()
|
||||||
|
return None
|
||||||
|
|
||||||
|
|
||||||
|
def load_global_knowledge() -> list[str]:
|
||||||
|
"""Load all global knowledge markdown files."""
|
||||||
|
global_dir = KNOWLEDGE_DIR / "global"
|
||||||
|
if not global_dir.exists():
|
||||||
|
return []
|
||||||
|
|
||||||
|
chunks = []
|
||||||
|
for md_file in sorted(global_dir.glob("*.md")):
|
||||||
|
content = md_file.read_text().strip()
|
||||||
|
if content:
|
||||||
|
chunks.append(content)
|
||||||
|
return chunks
|
||||||
|
|
||||||
|
|
||||||
|
def render_facts_section(facts: list[dict], category: str, label: str) -> str:
|
||||||
|
"""Render a section of facts for a single category."""
|
||||||
|
cat_facts = [f for f in facts if f.get("category") == category]
|
||||||
|
if not cat_facts:
|
||||||
|
return ""
|
||||||
|
|
||||||
|
lines = [f"### {label}\n"]
|
||||||
|
for f in cat_facts:
|
||||||
|
conf = f.get("confidence", 0.5)
|
||||||
|
fact_text = f.get("fact", "")
|
||||||
|
repo_tag = f.get("repo", "")
|
||||||
|
if repo_tag and repo_tag != "global":
|
||||||
|
lines.append(f"- [{conf:.0%}] ({repo_tag}) {fact_text}")
|
||||||
|
else:
|
||||||
|
lines.append(f"- [{conf:.0%}] {fact_text}")
|
||||||
|
|
||||||
|
return "\n".join(lines) + "\n"
|
||||||
|
|
||||||
|
|
||||||
|
def estimate_tokens(text: str) -> int:
|
||||||
|
"""Rough token estimate."""
|
||||||
|
return len(text) // CHARS_PER_TOKEN
|
||||||
|
|
||||||
|
|
||||||
|
def truncate_to_tokens(text: str, max_tokens: int) -> str:
|
||||||
|
"""Truncate text to approximately max_tokens, cutting at line boundaries."""
|
||||||
|
max_chars = max_tokens * CHARS_PER_TOKEN
|
||||||
|
if len(text) <= max_chars:
|
||||||
|
return text
|
||||||
|
|
||||||
|
# Cut at last newline before the limit
|
||||||
|
truncated = text[:max_chars]
|
||||||
|
last_newline = truncated.rfind("\n")
|
||||||
|
if last_newline > 0:
|
||||||
|
truncated = truncated[:last_newline]
|
||||||
|
|
||||||
|
return truncated + "\n\n[... truncated to fit context window ...]"
|
||||||
|
|
||||||
|
|
||||||
|
def build_bootstrap_context(
|
||||||
|
repo: Optional[str] = None,
|
||||||
|
agent: Optional[str] = None,
|
||||||
|
include_global: bool = True,
|
||||||
|
max_tokens: int = 2000,
|
||||||
|
index_path: Path = INDEX_PATH,
|
||||||
|
) -> str:
|
||||||
|
"""
|
||||||
|
Build the full bootstrap context block.
|
||||||
|
|
||||||
|
Returns a markdown string suitable for injection into a session prompt.
|
||||||
|
"""
|
||||||
|
index = load_index(index_path)
|
||||||
|
facts = index.get("facts", [])
|
||||||
|
|
||||||
|
# Filter
|
||||||
|
filtered = filter_facts(facts, repo=repo, agent=agent, include_global=include_global)
|
||||||
|
|
||||||
|
# Sort
|
||||||
|
sorted_facts = sort_facts(filtered)
|
||||||
|
|
||||||
|
# Build sections
|
||||||
|
sections = ["## What You Know (bootstrapped)\n"]
|
||||||
|
|
||||||
|
# Per-repo markdown knowledge
|
||||||
|
if repo:
|
||||||
|
repo_md = load_repo_knowledge(repo)
|
||||||
|
if repo_md:
|
||||||
|
sections.append(f"### Repo Notes: {repo}\n")
|
||||||
|
sections.append(repo_md + "\n")
|
||||||
|
|
||||||
|
# Structured facts by category
|
||||||
|
if sorted_facts:
|
||||||
|
# Group by source
|
||||||
|
repo_facts = [f for f in sorted_facts if f.get("repo") == repo] if repo else []
|
||||||
|
global_facts = [f for f in sorted_facts if f.get("repo") == "global"]
|
||||||
|
agent_facts = [f for f in sorted_facts if f.get("agent") == agent] if agent else []
|
||||||
|
|
||||||
|
if repo_facts:
|
||||||
|
sections.append(f"### Repo: {repo}\n")
|
||||||
|
for cat, label in [
|
||||||
|
("pitfall", "PITFALLS"),
|
||||||
|
("tool-quirk", "QUIRKS"),
|
||||||
|
("pattern", "PATTERNS"),
|
||||||
|
("fact", "FACTS"),
|
||||||
|
("question", "OPEN QUESTIONS"),
|
||||||
|
]:
|
||||||
|
section = render_facts_section(repo_facts, cat, label)
|
||||||
|
if section:
|
||||||
|
sections.append(section)
|
||||||
|
|
||||||
|
if global_facts:
|
||||||
|
sections.append("### Global\n")
|
||||||
|
for cat, label in [
|
||||||
|
("pitfall", "PITFALLS"),
|
||||||
|
("tool-quirk", "QUIRKS"),
|
||||||
|
("pattern", "PATTERNS"),
|
||||||
|
("fact", "FACTS"),
|
||||||
|
]:
|
||||||
|
section = render_facts_section(global_facts, cat, label)
|
||||||
|
if section:
|
||||||
|
sections.append(section)
|
||||||
|
|
||||||
|
if agent_facts:
|
||||||
|
sections.append(f"### Agent Notes ({agent})\n")
|
||||||
|
for cat, label in [
|
||||||
|
("pitfall", "PITFALLS"),
|
||||||
|
("tool-quirk", "QUIRKS"),
|
||||||
|
("pattern", "PATTERNS"),
|
||||||
|
("fact", "FACTS"),
|
||||||
|
]:
|
||||||
|
section = render_facts_section(agent_facts, cat, label)
|
||||||
|
if section:
|
||||||
|
sections.append(section)
|
||||||
|
|
||||||
|
# Per-agent markdown knowledge
|
||||||
|
if agent:
|
||||||
|
agent_md = load_agent_knowledge(agent)
|
||||||
|
if agent_md:
|
||||||
|
sections.append(f"### Agent Profile: {agent}\n")
|
||||||
|
sections.append(agent_md + "\n")
|
||||||
|
|
||||||
|
# Global markdown knowledge
|
||||||
|
global_chunks = load_global_knowledge()
|
||||||
|
if global_chunks:
|
||||||
|
sections.append("### Global Notes\n")
|
||||||
|
sections.extend(chunk + "\n" for chunk in global_chunks)
|
||||||
|
|
||||||
|
# If nothing was found
|
||||||
|
if len(sections) == 1:
|
||||||
|
sections.append("_No relevant knowledge found. Starting fresh._\n")
|
||||||
|
if not facts:
|
||||||
|
sections.append(
|
||||||
|
"_Knowledge store is empty. Run the harvester to populate it._\n"
|
||||||
|
)
|
||||||
|
|
||||||
|
# Join and truncate
|
||||||
|
context = "\n".join(sections)
|
||||||
|
context = truncate_to_tokens(context, max_tokens)
|
||||||
|
|
||||||
|
return context
|
||||||
|
|
||||||
|
|
||||||
|
def main():
|
||||||
|
parser = argparse.ArgumentParser(
|
||||||
|
description="Assemble pre-session context from knowledge store"
|
||||||
|
)
|
||||||
|
parser.add_argument(
|
||||||
|
"--repo",
|
||||||
|
type=str,
|
||||||
|
default=None,
|
||||||
|
help="Repository name to filter facts by",
|
||||||
|
)
|
||||||
|
parser.add_argument(
|
||||||
|
"--agent",
|
||||||
|
type=str,
|
||||||
|
default=None,
|
||||||
|
help="Agent type to filter facts by (e.g., mimo-sprint, groq-fast)",
|
||||||
|
)
|
||||||
|
parser.add_argument(
|
||||||
|
"--global",
|
||||||
|
dest="include_global",
|
||||||
|
action="store_true",
|
||||||
|
default=True,
|
||||||
|
help="Include global facts (default: true)",
|
||||||
|
)
|
||||||
|
parser.add_argument(
|
||||||
|
"--no-global",
|
||||||
|
dest="include_global",
|
||||||
|
action="store_false",
|
||||||
|
help="Exclude global facts",
|
||||||
|
)
|
||||||
|
parser.add_argument(
|
||||||
|
"--max-tokens",
|
||||||
|
type=int,
|
||||||
|
default=2000,
|
||||||
|
help="Maximum token count for output (default: 2000)",
|
||||||
|
)
|
||||||
|
parser.add_argument(
|
||||||
|
"--index",
|
||||||
|
type=str,
|
||||||
|
default=None,
|
||||||
|
help="Path to index.json (default: knowledge/index.json)",
|
||||||
|
)
|
||||||
|
parser.add_argument(
|
||||||
|
"--json",
|
||||||
|
dest="output_json",
|
||||||
|
action="store_true",
|
||||||
|
help="Output raw JSON instead of markdown",
|
||||||
|
)
|
||||||
|
|
||||||
|
args = parser.parse_args()
|
||||||
|
|
||||||
|
index_path = Path(args.index) if args.index else INDEX_PATH
|
||||||
|
|
||||||
|
if args.output_json:
|
||||||
|
# JSON mode: return the filtered, sorted facts
|
||||||
|
index = load_index(index_path)
|
||||||
|
facts = index.get("facts", [])
|
||||||
|
filtered = filter_facts(
|
||||||
|
facts,
|
||||||
|
repo=args.repo,
|
||||||
|
agent=args.agent,
|
||||||
|
include_global=args.include_global,
|
||||||
|
)
|
||||||
|
sorted_facts = sort_facts(filtered)
|
||||||
|
output = {
|
||||||
|
"repo": args.repo,
|
||||||
|
"agent": args.agent,
|
||||||
|
"include_global": args.include_global,
|
||||||
|
"total_indexed": len(facts),
|
||||||
|
"matched": len(sorted_facts),
|
||||||
|
"facts": sorted_facts,
|
||||||
|
}
|
||||||
|
print(json.dumps(output, indent=2))
|
||||||
|
else:
|
||||||
|
# Markdown mode: full bootstrap context
|
||||||
|
context = build_bootstrap_context(
|
||||||
|
repo=args.repo,
|
||||||
|
agent=args.agent,
|
||||||
|
include_global=args.include_global,
|
||||||
|
max_tokens=args.max_tokens,
|
||||||
|
index_path=index_path,
|
||||||
|
)
|
||||||
|
print(context)
|
||||||
|
|
||||||
|
return 0
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == "__main__":
|
||||||
|
sys.exit(main())
|
||||||
239
scripts/test_bootstrapper.py
Normal file
239
scripts/test_bootstrapper.py
Normal file
@@ -0,0 +1,239 @@
|
|||||||
|
#!/usr/bin/env python3
|
||||||
|
"""
|
||||||
|
Tests for bootstrapper.py — context assembly from knowledge store.
|
||||||
|
"""
|
||||||
|
|
||||||
|
import json
|
||||||
|
import sys
|
||||||
|
import tempfile
|
||||||
|
from pathlib import Path
|
||||||
|
|
||||||
|
# Add scripts dir to path for import
|
||||||
|
sys.path.insert(0, str(Path(__file__).resolve().parent))
|
||||||
|
|
||||||
|
from bootstrapper import (
|
||||||
|
build_bootstrap_context,
|
||||||
|
estimate_tokens,
|
||||||
|
filter_facts,
|
||||||
|
load_index,
|
||||||
|
sort_facts,
|
||||||
|
truncate_to_tokens,
|
||||||
|
)
|
||||||
|
|
||||||
|
|
||||||
|
def make_index(facts: list[dict], tmp_dir: Path) -> Path:
|
||||||
|
"""Create a temporary index.json with given facts."""
|
||||||
|
index = {
|
||||||
|
"version": 1,
|
||||||
|
"last_updated": "2026-04-13T20:00:00Z",
|
||||||
|
"total_facts": len(facts),
|
||||||
|
"facts": facts,
|
||||||
|
}
|
||||||
|
path = tmp_dir / "index.json"
|
||||||
|
with open(path, "w") as f:
|
||||||
|
json.dump(index, f)
|
||||||
|
return path
|
||||||
|
|
||||||
|
|
||||||
|
def test_empty_index():
|
||||||
|
"""Empty knowledge store produces graceful output."""
|
||||||
|
with tempfile.TemporaryDirectory() as tmp:
|
||||||
|
tmp_dir = Path(tmp)
|
||||||
|
index_path = make_index([], tmp_dir)
|
||||||
|
|
||||||
|
# Create empty knowledge dirs
|
||||||
|
for sub in ["repos", "agents", "global"]:
|
||||||
|
(tmp_dir / sub).mkdir(exist_ok=True)
|
||||||
|
|
||||||
|
context = build_bootstrap_context(
|
||||||
|
repo="the-nexus", index_path=index_path
|
||||||
|
)
|
||||||
|
assert "No relevant knowledge found" in context
|
||||||
|
assert "Starting fresh" in context
|
||||||
|
print("PASS: empty_index")
|
||||||
|
|
||||||
|
|
||||||
|
def test_filter_by_repo():
|
||||||
|
"""Filter facts by repository."""
|
||||||
|
facts = [
|
||||||
|
{"fact": "A", "category": "fact", "repo": "the-nexus", "confidence": 0.9},
|
||||||
|
{"fact": "B", "category": "fact", "repo": "fleet-ops", "confidence": 0.8},
|
||||||
|
{"fact": "C", "category": "fact", "repo": "global", "confidence": 0.7},
|
||||||
|
]
|
||||||
|
filtered = filter_facts(facts, repo="the-nexus", include_global=True)
|
||||||
|
texts = [f["fact"] for f in filtered]
|
||||||
|
assert "A" in texts
|
||||||
|
assert "B" not in texts
|
||||||
|
assert "C" in texts
|
||||||
|
print("PASS: filter_by_repo")
|
||||||
|
|
||||||
|
|
||||||
|
def test_filter_by_agent():
|
||||||
|
"""Filter facts by agent type."""
|
||||||
|
facts = [
|
||||||
|
{"fact": "A", "category": "pattern", "repo": "global", "agent": "mimo-sprint", "confidence": 0.8},
|
||||||
|
{"fact": "B", "category": "pattern", "repo": "global", "agent": "groq-fast", "confidence": 0.7},
|
||||||
|
{"fact": "C", "category": "fact", "repo": "global", "confidence": 0.9},
|
||||||
|
]
|
||||||
|
filtered = filter_facts(facts, agent="mimo-sprint", include_global=True)
|
||||||
|
texts = [f["fact"] for f in filtered]
|
||||||
|
assert "A" in texts
|
||||||
|
assert "B" not in texts
|
||||||
|
assert "C" in texts # global, no agent restriction
|
||||||
|
print("PASS: filter_by_agent")
|
||||||
|
|
||||||
|
|
||||||
|
def test_no_global_flag():
|
||||||
|
"""Excluding global facts works."""
|
||||||
|
facts = [
|
||||||
|
{"fact": "A", "category": "fact", "repo": "the-nexus", "confidence": 0.9},
|
||||||
|
{"fact": "B", "category": "fact", "repo": "global", "confidence": 0.8},
|
||||||
|
]
|
||||||
|
filtered = filter_facts(facts, repo="the-nexus", include_global=False)
|
||||||
|
texts = [f["fact"] for f in filtered]
|
||||||
|
assert "A" in texts
|
||||||
|
assert "B" not in texts
|
||||||
|
print("PASS: no_global_flag")
|
||||||
|
|
||||||
|
|
||||||
|
def test_sort_by_confidence():
|
||||||
|
"""Facts sort by confidence descending."""
|
||||||
|
facts = [
|
||||||
|
{"fact": "low", "category": "fact", "repo": "global", "confidence": 0.3},
|
||||||
|
{"fact": "high", "category": "fact", "repo": "global", "confidence": 0.95},
|
||||||
|
{"fact": "mid", "category": "fact", "repo": "global", "confidence": 0.7},
|
||||||
|
]
|
||||||
|
sorted_f = sort_facts(facts)
|
||||||
|
assert sorted_f[0]["fact"] == "high"
|
||||||
|
assert sorted_f[1]["fact"] == "mid"
|
||||||
|
assert sorted_f[2]["fact"] == "low"
|
||||||
|
print("PASS: sort_by_confidence")
|
||||||
|
|
||||||
|
|
||||||
|
def test_sort_pitfalls_first():
|
||||||
|
"""Pitfalls sort before facts at same confidence."""
|
||||||
|
facts = [
|
||||||
|
{"fact": "regular fact", "category": "fact", "repo": "global", "confidence": 0.8},
|
||||||
|
{"fact": "danger pitfall", "category": "pitfall", "repo": "global", "confidence": 0.8},
|
||||||
|
]
|
||||||
|
sorted_f = sort_facts(facts)
|
||||||
|
assert sorted_f[0]["category"] == "pitfall"
|
||||||
|
print("PASS: sort_pitfalls_first")
|
||||||
|
|
||||||
|
|
||||||
|
def test_truncate_to_tokens():
|
||||||
|
"""Truncation cuts at line boundary."""
|
||||||
|
text = "line1\nline2\nline3\nline4\nline5\n"
|
||||||
|
truncated = truncate_to_tokens(text, max_tokens=2) # ~8 chars
|
||||||
|
assert "line1" in truncated
|
||||||
|
assert "truncated" in truncated.lower()
|
||||||
|
print("PASS: truncate_to_tokens")
|
||||||
|
|
||||||
|
|
||||||
|
def test_estimate_tokens():
|
||||||
|
"""Token estimation is reasonable."""
|
||||||
|
text = "a" * 400
|
||||||
|
tokens = estimate_tokens(text)
|
||||||
|
assert 90 <= tokens <= 110 # ~100 tokens
|
||||||
|
print("PASS: estimate_tokens")
|
||||||
|
|
||||||
|
|
||||||
|
def test_build_full_context():
|
||||||
|
"""Full context with facts renders correctly."""
|
||||||
|
facts = [
|
||||||
|
{"fact": "API merges fail with 405", "category": "pitfall", "repo": "the-nexus", "confidence": 0.95},
|
||||||
|
{"fact": "Has 50+ open PRs", "category": "fact", "repo": "the-nexus", "confidence": 0.9},
|
||||||
|
{"fact": "Token at ~/.config/gitea/token", "category": "tool-quirk", "repo": "global", "confidence": 0.9},
|
||||||
|
{"fact": "Check git remote -v first", "category": "pattern", "repo": "global", "confidence": 0.8},
|
||||||
|
]
|
||||||
|
|
||||||
|
with tempfile.TemporaryDirectory() as tmp:
|
||||||
|
tmp_dir = Path(tmp)
|
||||||
|
index_path = make_index(facts, tmp_dir)
|
||||||
|
|
||||||
|
# Create knowledge dirs
|
||||||
|
for sub in ["repos", "agents", "global"]:
|
||||||
|
(tmp_dir / sub).mkdir(exist_ok=True)
|
||||||
|
|
||||||
|
context = build_bootstrap_context(
|
||||||
|
repo="the-nexus",
|
||||||
|
agent="mimo-sprint",
|
||||||
|
include_global=True,
|
||||||
|
index_path=index_path,
|
||||||
|
)
|
||||||
|
|
||||||
|
assert "What You Know" in context
|
||||||
|
assert "PITFALLS" in context
|
||||||
|
assert "API merges fail with 405" in context
|
||||||
|
assert "the-nexus" in context
|
||||||
|
assert "Token at" in context # global fact included
|
||||||
|
print("PASS: build_full_context")
|
||||||
|
|
||||||
|
|
||||||
|
def test_max_tokens_respected():
|
||||||
|
"""Output respects max_tokens limit."""
|
||||||
|
# Generate lots of facts
|
||||||
|
facts = [
|
||||||
|
{"fact": f"Fact number {i} with some detail about things", "category": "fact", "repo": "global", "confidence": 0.8}
|
||||||
|
for i in range(100)
|
||||||
|
]
|
||||||
|
|
||||||
|
with tempfile.TemporaryDirectory() as tmp:
|
||||||
|
tmp_dir = Path(tmp)
|
||||||
|
index_path = make_index(facts, tmp_dir)
|
||||||
|
for sub in ["repos", "agents", "global"]:
|
||||||
|
(tmp_dir / sub).mkdir(exist_ok=True)
|
||||||
|
|
||||||
|
context = build_bootstrap_context(
|
||||||
|
repo=None,
|
||||||
|
max_tokens=500,
|
||||||
|
index_path=index_path,
|
||||||
|
)
|
||||||
|
|
||||||
|
actual_tokens = estimate_tokens(context)
|
||||||
|
# Allow 10% overshoot since we cut at line boundaries
|
||||||
|
assert actual_tokens <= 550, f"Expected ~500 tokens, got {actual_tokens}"
|
||||||
|
print(f"PASS: max_tokens_respected (got {actual_tokens} tokens)")
|
||||||
|
|
||||||
|
|
||||||
|
def test_missing_index_graceful():
|
||||||
|
"""Missing index.json doesn't crash."""
|
||||||
|
with tempfile.TemporaryDirectory() as tmp:
|
||||||
|
tmp_dir = Path(tmp)
|
||||||
|
# Don't create index.json
|
||||||
|
for sub in ["repos", "agents", "global"]:
|
||||||
|
(tmp_dir / sub).mkdir(exist_ok=True)
|
||||||
|
|
||||||
|
fake_index = tmp_dir / "nonexistent.json"
|
||||||
|
context = build_bootstrap_context(repo="anything", index_path=fake_index)
|
||||||
|
assert "No relevant knowledge found" in context
|
||||||
|
print("PASS: missing_index_graceful")
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == "__main__":
|
||||||
|
tests = [
|
||||||
|
test_empty_index,
|
||||||
|
test_filter_by_repo,
|
||||||
|
test_filter_by_agent,
|
||||||
|
test_no_global_flag,
|
||||||
|
test_sort_by_confidence,
|
||||||
|
test_sort_pitfalls_first,
|
||||||
|
test_truncate_to_tokens,
|
||||||
|
test_estimate_tokens,
|
||||||
|
test_build_full_context,
|
||||||
|
test_max_tokens_respected,
|
||||||
|
test_missing_index_graceful,
|
||||||
|
]
|
||||||
|
|
||||||
|
passed = 0
|
||||||
|
failed = 0
|
||||||
|
for test in tests:
|
||||||
|
try:
|
||||||
|
test()
|
||||||
|
passed += 1
|
||||||
|
except Exception as e:
|
||||||
|
print(f"FAIL: {test.__name__} — {e}")
|
||||||
|
failed += 1
|
||||||
|
|
||||||
|
print(f"\n{passed} passed, {failed} failed")
|
||||||
|
sys.exit(0 if failed == 0 else 1)
|
||||||
@@ -1,41 +1,129 @@
|
|||||||
#!/usr/bin/env python3
|
#!/usr/bin/env python3
|
||||||
"""
|
"""
|
||||||
Test script for knowledge extraction prompt.
|
Test harness for knowledge extraction prompt.
|
||||||
Validates that the prompt produces consistent, structured output.
|
Validates output structure, content quality, and hallucination resistance.
|
||||||
|
|
||||||
|
Usage:
|
||||||
|
python3 scripts/test_harvest_prompt.py # Run all tests
|
||||||
|
python3 scripts/test_harvest_prompt.py --transcript FILE # Test against a real transcript
|
||||||
|
python3 scripts/test_harvest_prompt.py --validate FILE # Validate an existing extraction JSON
|
||||||
"""
|
"""
|
||||||
|
|
||||||
import json
|
import json
|
||||||
import sys
|
import sys
|
||||||
|
import argparse
|
||||||
from pathlib import Path
|
from pathlib import Path
|
||||||
|
|
||||||
def validate_knowledge_item(item):
|
VALID_CATEGORIES = {"fact", "pitfall", "pattern", "tool-quirk", "question"}
|
||||||
"""Validate a single knowledge item."""
|
REQUIRED_FIELDS = {"fact", "category", "repo", "confidence", "evidence"}
|
||||||
required_fields = ["fact", "category", "repo", "confidence"]
|
REQUIRED_META = {"session_outcome", "tools_used", "repos_touched", "error_count", "knowledge_count"}
|
||||||
for field in required_fields:
|
|
||||||
if field not in item:
|
|
||||||
return False, f"Missing field: {field}"
|
|
||||||
|
|
||||||
if not isinstance(item["fact"], str) or len(item["fact"].strip()) == 0:
|
|
||||||
return False, "Fact must be a non-empty string"
|
|
||||||
|
|
||||||
valid_categories = ["fact", "pitfall", "pattern", "tool-quirk", "question"]
|
|
||||||
if item["category"] not in valid_categories:
|
|
||||||
return False, f"Invalid category: {item['category']}"
|
|
||||||
|
|
||||||
if not isinstance(item["repo"], str):
|
|
||||||
return False, "Repo must be a string"
|
|
||||||
|
|
||||||
if not isinstance(item["confidence"], (int, float)):
|
|
||||||
return False, "Confidence must be a number"
|
|
||||||
|
|
||||||
if not (0.0 <= item["confidence"] <= 1.0):
|
|
||||||
return False, "Confidence must be between 0.0 and 1.0"
|
|
||||||
|
|
||||||
return True, "Valid"
|
|
||||||
|
|
||||||
def test_sample_transcript():
|
|
||||||
"""Test with a sample transcript."""
|
def validate_knowledge_item(item, idx):
|
||||||
sample_transcript = """
|
"""Validate a single knowledge item. Returns list of errors."""
|
||||||
|
errors = []
|
||||||
|
if not isinstance(item, dict):
|
||||||
|
return [f"Item {idx}: not a dict"]
|
||||||
|
for field in REQUIRED_FIELDS:
|
||||||
|
if field not in item:
|
||||||
|
errors.append(f"Item {idx}: missing field '{field}'")
|
||||||
|
if not isinstance(item.get("fact", ""), str) or len(item.get("fact", "").strip()) == 0:
|
||||||
|
errors.append(f"Item {idx}: fact must be a non-empty string")
|
||||||
|
if item.get("category") not in VALID_CATEGORIES:
|
||||||
|
errors.append(f"Item {idx}: invalid category '{item.get('category')}'")
|
||||||
|
if not isinstance(item.get("repo", ""), str) or len(item.get("repo", "").strip()) == 0:
|
||||||
|
errors.append(f"Item {idx}: repo must be a non-empty string")
|
||||||
|
conf = item.get("confidence")
|
||||||
|
if not isinstance(conf, (int, float)) or not (0.0 <= conf <= 1.0):
|
||||||
|
errors.append(f"Item {idx}: confidence must be a number 0.0-1.0, got {conf}")
|
||||||
|
if not isinstance(item.get("evidence", ""), str) or len(item.get("evidence", "").strip()) == 0:
|
||||||
|
errors.append(f"Item {idx}: evidence must be a non-empty string (hallucination check)")
|
||||||
|
return errors
|
||||||
|
|
||||||
|
|
||||||
|
def validate_extraction(data):
|
||||||
|
"""Validate a full extraction result. Returns (is_valid, errors, warnings)."""
|
||||||
|
errors = []
|
||||||
|
warnings = []
|
||||||
|
|
||||||
|
if not isinstance(data, dict):
|
||||||
|
return False, ["Root is not a JSON object"], []
|
||||||
|
|
||||||
|
if "knowledge" not in data:
|
||||||
|
return False, ["Missing 'knowledge' array"], []
|
||||||
|
|
||||||
|
if not isinstance(data["knowledge"], list):
|
||||||
|
return False, ["'knowledge' is not an array"], []
|
||||||
|
|
||||||
|
for i, item in enumerate(data["knowledge"]):
|
||||||
|
errors.extend(validate_knowledge_item(item, i))
|
||||||
|
|
||||||
|
# Meta block validation
|
||||||
|
if "meta" not in data:
|
||||||
|
warnings.append("Missing 'meta' block (session_outcome, tools_used, etc.)")
|
||||||
|
else:
|
||||||
|
meta = data["meta"]
|
||||||
|
for field in REQUIRED_META:
|
||||||
|
if field not in meta:
|
||||||
|
warnings.append(f"Meta missing field '{field}'")
|
||||||
|
|
||||||
|
# Quality checks
|
||||||
|
facts = data["knowledge"]
|
||||||
|
if len(facts) == 0:
|
||||||
|
warnings.append("No knowledge extracted (empty session or extraction failure)")
|
||||||
|
|
||||||
|
# Check for near-duplicate facts
|
||||||
|
seen_facts = set()
|
||||||
|
for item in facts:
|
||||||
|
normalized = item.get("fact", "").lower().strip()[:80]
|
||||||
|
if normalized in seen_facts:
|
||||||
|
warnings.append(f"Duplicate fact detected: '{normalized[:50]}...'")
|
||||||
|
seen_facts.add(normalized)
|
||||||
|
|
||||||
|
# Check confidence distribution
|
||||||
|
confidences = [item.get("confidence", 0) for item in facts]
|
||||||
|
if confidences:
|
||||||
|
avg_conf = sum(confidences) / len(confidences)
|
||||||
|
if avg_conf > 0.9:
|
||||||
|
warnings.append(f"Average confidence {avg_conf:.2f} is suspiciously high (possible hallucination)")
|
||||||
|
if avg_conf < 0.4:
|
||||||
|
warnings.append(f"Average confidence {avg_conf:.2f} is very low (extraction may be too cautious)")
|
||||||
|
|
||||||
|
return len(errors) == 0, errors, warnings
|
||||||
|
|
||||||
|
|
||||||
|
def validate_transcript_coverage(data, transcript):
|
||||||
|
"""
|
||||||
|
Check that extracted facts are actually supported by the transcript.
|
||||||
|
This is a heuristic — checks that key terms from facts appear in transcript.
|
||||||
|
Returns list of potential hallucinations.
|
||||||
|
"""
|
||||||
|
hallucinations = []
|
||||||
|
transcript_lower = transcript.lower()
|
||||||
|
|
||||||
|
for item in data.get("knowledge", []):
|
||||||
|
fact = item.get("fact", "")
|
||||||
|
evidence = item.get("evidence", "")
|
||||||
|
|
||||||
|
# Check if evidence string appears in transcript
|
||||||
|
if evidence and evidence.lower() not in transcript_lower:
|
||||||
|
# Partial match — check if key terms are present
|
||||||
|
evidence_words = set(evidence.lower().split())
|
||||||
|
transcript_words = set(transcript_lower.split())
|
||||||
|
overlap = evidence_words & transcript_words
|
||||||
|
if len(overlap) < min(3, len(evidence_words) * 0.3):
|
||||||
|
hallucinations.append({
|
||||||
|
"fact": fact[:80],
|
||||||
|
"evidence": evidence[:80],
|
||||||
|
"issue": "Evidence not found in transcript — possible hallucination"
|
||||||
|
})
|
||||||
|
|
||||||
|
return hallucinations
|
||||||
|
|
||||||
|
|
||||||
|
# --- Test transcripts ---
|
||||||
|
|
||||||
|
SAMPLE_TRANSCRIPT_SUCCESS = """
|
||||||
User: Clone the repo at forge.alexanderwhitestone.com/Timmy_Foundation/compounding-intelligence
|
User: Clone the repo at forge.alexanderwhitestone.com/Timmy_Foundation/compounding-intelligence
|
||||||
Agent: Trying git clone... Error: 401 Unauthorized
|
Agent: Trying git clone... Error: 401 Unauthorized
|
||||||
Agent: Checking for token... Found in ~/.config/gitea/token
|
Agent: Checking for token... Found in ~/.config/gitea/token
|
||||||
@@ -44,30 +132,253 @@ Agent: Clone successful with token authentication
|
|||||||
Agent: Now examining the repo structure...
|
Agent: Now examining the repo structure...
|
||||||
Agent: Found knowledge/index.json with 0 facts
|
Agent: Found knowledge/index.json with 0 facts
|
||||||
Agent: Creating harvest-prompt.md in templates/
|
Agent: Creating harvest-prompt.md in templates/
|
||||||
|
Agent: Done. Files created: templates/harvest-prompt.md, scripts/test_harvest_prompt.py
|
||||||
"""
|
"""
|
||||||
|
|
||||||
# This would be replaced with actual prompt execution
|
|
||||||
print("Sample transcript processed")
|
|
||||||
print("Expected categories: fact, pitfall, pattern, tool-quirk, question")
|
|
||||||
return True
|
|
||||||
|
|
||||||
if __name__ == "__main__":
|
SAMPLE_TRANSCRIPT_FAILURE = """
|
||||||
print("Testing knowledge extraction prompt...")
|
User: Deploy the cron jobs to production
|
||||||
|
Agent: Connecting to VPS... SSH timeout after 30s
|
||||||
# Test 1: Validate prompt file exists
|
Agent: Retrying with verbose output... Connection refused on port 22
|
||||||
|
Agent: Checking firewall rules... iptables shows port 22 is open
|
||||||
|
Agent: Checking sshd config... sshd is not running
|
||||||
|
Agent: Attempting to start sshd... systemctl start sshd failed: unit not found
|
||||||
|
Agent: ERROR: OpenSSH server not installed on this VPS
|
||||||
|
Agent: Cannot proceed without SSH access. Deployment blocked.
|
||||||
|
"""
|
||||||
|
|
||||||
|
SAMPLE_TRANSCRIPT_API_QUIRK = """
|
||||||
|
User: List all open issues in hermes-agent
|
||||||
|
Agent: Querying Gitea API... endpoint: /repos/Timmy_Foundation/hermes-agent/issues?state=open&limit=50
|
||||||
|
Agent: Response: 0 items. That's odd.
|
||||||
|
Agent: Trying without state filter... endpoint: /repos/Timmy_Foundation/hermes-agent/issues?limit=50
|
||||||
|
Agent: Response: 50 items returned, but all have pull_request field. These are PRs, not issues.
|
||||||
|
Agent: Gitea issues API returns PRs alongside issues. Must filter by presence of pull_request key.
|
||||||
|
Agent: Also discovered: state=open parameter returns empty when used with limit=50, but works with limit=5.
|
||||||
|
Agent: This appears to be a Gitea API quirk — pagination interacts with state filter unexpectedly.
|
||||||
|
Agent: Workaround: fetch without state filter, then filter client-side for state=='open' and 'pull_request' not in item.
|
||||||
|
"""
|
||||||
|
|
||||||
|
|
||||||
|
def run_tests():
|
||||||
|
"""Run the built-in test suite."""
|
||||||
|
tests_passed = 0
|
||||||
|
tests_failed = 0
|
||||||
|
|
||||||
|
print("=" * 60)
|
||||||
|
print("KNOWLEDGE EXTRACTION PROMPT — TEST SUITE")
|
||||||
|
print("=" * 60)
|
||||||
|
|
||||||
|
# Test 1: Prompt file exists and is under 2k tokens (~8k chars)
|
||||||
|
print("\n[Test 1] Prompt file size constraint")
|
||||||
prompt_path = Path("templates/harvest-prompt.md")
|
prompt_path = Path("templates/harvest-prompt.md")
|
||||||
if not prompt_path.exists():
|
if not prompt_path.exists():
|
||||||
print("ERROR: harvest-prompt.md not found")
|
print(" FAIL: harvest-prompt.md not found")
|
||||||
sys.exit(1)
|
tests_failed += 1
|
||||||
|
else:
|
||||||
print(f"OK: Prompt file exists: {prompt_path}")
|
size = prompt_path.stat().st_size
|
||||||
|
# Rough token estimate: ~4 chars per token
|
||||||
# Test 2: Check prompt size
|
est_tokens = size / 4
|
||||||
prompt_size = prompt_path.stat().st_size
|
print(f" Prompt size: {size} bytes (~{est_tokens:.0f} tokens)")
|
||||||
print(f"OK: Prompt size: {prompt_size} bytes")
|
if est_tokens > 2000:
|
||||||
|
print(f" WARN: Prompt exceeds ~1500 tokens (target: ~1000)")
|
||||||
# Test 3: Test sample transcript processing
|
else:
|
||||||
if test_sample_transcript():
|
print(f" PASS: Within token budget")
|
||||||
print("OK: Sample transcript test passed")
|
tests_passed += 1
|
||||||
|
|
||||||
print("\nAll tests passed!")
|
# Test 2: Validate a well-formed extraction
|
||||||
|
print("\n[Test 2] Valid extraction passes validation")
|
||||||
|
valid_extraction = {
|
||||||
|
"knowledge": [
|
||||||
|
{
|
||||||
|
"fact": "Gitea auth token is at ~/.config/gitea/token",
|
||||||
|
"category": "tool-quirk",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.9,
|
||||||
|
"evidence": "Found in ~/.config/gitea/token"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Clone fails with 401 when no token is provided",
|
||||||
|
"category": "pitfall",
|
||||||
|
"repo": "compounding-intelligence",
|
||||||
|
"confidence": 0.9,
|
||||||
|
"evidence": "Error: 401 Unauthorized"
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"meta": {
|
||||||
|
"session_outcome": "success",
|
||||||
|
"tools_used": ["git"],
|
||||||
|
"repos_touched": ["compounding-intelligence"],
|
||||||
|
"error_count": 1,
|
||||||
|
"knowledge_count": 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
is_valid, errors, warnings = validate_extraction(valid_extraction)
|
||||||
|
if is_valid:
|
||||||
|
print(f" PASS: Valid extraction accepted ({len(warnings)} warnings)")
|
||||||
|
tests_passed += 1
|
||||||
|
else:
|
||||||
|
print(f" FAIL: Valid extraction rejected: {errors}")
|
||||||
|
tests_failed += 1
|
||||||
|
|
||||||
|
# Test 3: Reject missing fields
|
||||||
|
print("\n[Test 3] Missing fields are rejected")
|
||||||
|
bad_extraction = {
|
||||||
|
"knowledge": [
|
||||||
|
{"fact": "Something learned", "category": "fact"} # Missing repo, confidence, evidence
|
||||||
|
]
|
||||||
|
}
|
||||||
|
is_valid, errors, warnings = validate_extraction(bad_extraction)
|
||||||
|
if not is_valid:
|
||||||
|
print(f" PASS: Rejected with {len(errors)} errors")
|
||||||
|
tests_passed += 1
|
||||||
|
else:
|
||||||
|
print(f" FAIL: Should have rejected missing fields")
|
||||||
|
tests_failed += 1
|
||||||
|
|
||||||
|
# Test 4: Reject invalid category
|
||||||
|
print("\n[Test 4] Invalid category is rejected")
|
||||||
|
bad_cat = {
|
||||||
|
"knowledge": [
|
||||||
|
{"fact": "Test", "category": "discovery", "repo": "x", "confidence": 0.8, "evidence": "test"}
|
||||||
|
]
|
||||||
|
}
|
||||||
|
is_valid, errors, warnings = validate_extraction(bad_cat)
|
||||||
|
if not is_valid and any("category" in e for e in errors):
|
||||||
|
print(f" PASS: Invalid category 'discovery' rejected")
|
||||||
|
tests_passed += 1
|
||||||
|
else:
|
||||||
|
print(f" FAIL: Should have rejected invalid category")
|
||||||
|
tests_failed += 1
|
||||||
|
|
||||||
|
# Test 5: Detect near-duplicates
|
||||||
|
print("\n[Test 5] Duplicate detection")
|
||||||
|
dup_extraction = {
|
||||||
|
"knowledge": [
|
||||||
|
{"fact": "Token is at ~/.config/gitea/token", "category": "fact", "repo": "x", "confidence": 0.9, "evidence": "a"},
|
||||||
|
{"fact": "Token is at ~/.config/gitea/token", "category": "fact", "repo": "x", "confidence": 0.9, "evidence": "b"}
|
||||||
|
],
|
||||||
|
"meta": {"session_outcome": "success", "tools_used": [], "repos_touched": [], "error_count": 0, "knowledge_count": 2}
|
||||||
|
}
|
||||||
|
is_valid, errors, warnings = validate_extraction(dup_extraction)
|
||||||
|
if any("Duplicate" in w for w in warnings):
|
||||||
|
print(f" PASS: Duplicate detected")
|
||||||
|
tests_passed += 1
|
||||||
|
else:
|
||||||
|
print(f" FAIL: Should have detected duplicate")
|
||||||
|
tests_failed += 1
|
||||||
|
|
||||||
|
# Test 6: Hallucination check against transcript
|
||||||
|
print("\n[Test 6] Hallucination detection")
|
||||||
|
hallucinated = {
|
||||||
|
"knowledge": [
|
||||||
|
{
|
||||||
|
"fact": "Database port is 5433",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "x",
|
||||||
|
"confidence": 0.9,
|
||||||
|
"evidence": "PostgreSQL listening on port 5433"
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"meta": {"session_outcome": "success", "tools_used": [], "repos_touched": [], "error_count": 0, "knowledge_count": 1}
|
||||||
|
}
|
||||||
|
hallucinations = validate_transcript_coverage(hallucinated, SAMPLE_TRANSCRIPT_SUCCESS)
|
||||||
|
if hallucinations:
|
||||||
|
print(f" PASS: Hallucination detected ({len(hallucinations)} items)")
|
||||||
|
tests_passed += 1
|
||||||
|
else:
|
||||||
|
print(f" FAIL: Should have detected hallucinated evidence")
|
||||||
|
tests_failed += 1
|
||||||
|
|
||||||
|
# Test 7: Failed session should extract pitfalls
|
||||||
|
print("\n[Test 7] Failed session extraction shape")
|
||||||
|
failed_extraction = {
|
||||||
|
"knowledge": [
|
||||||
|
{
|
||||||
|
"fact": "SSH server not installed on target VPS",
|
||||||
|
"category": "pitfall",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.9,
|
||||||
|
"evidence": "ERROR: OpenSSH server not installed on this VPS"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "VPS blocks deployment without SSH access",
|
||||||
|
"category": "question",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.7,
|
||||||
|
"evidence": "Cannot proceed without SSH access. Deployment blocked."
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"meta": {
|
||||||
|
"session_outcome": "failed",
|
||||||
|
"tools_used": ["ssh", "systemctl"],
|
||||||
|
"repos_touched": [],
|
||||||
|
"error_count": 3,
|
||||||
|
"knowledge_count": 2
|
||||||
|
}
|
||||||
|
}
|
||||||
|
is_valid, errors, warnings = validate_extraction(failed_extraction)
|
||||||
|
if is_valid:
|
||||||
|
categories = [item["category"] for item in failed_extraction["knowledge"]]
|
||||||
|
if "pitfall" in categories:
|
||||||
|
print(f" PASS: Failed session extracted {len(categories)} items including pitfalls")
|
||||||
|
tests_passed += 1
|
||||||
|
else:
|
||||||
|
print(f" FAIL: Failed session should extract pitfalls")
|
||||||
|
tests_failed += 1
|
||||||
|
else:
|
||||||
|
print(f" FAIL: {errors}")
|
||||||
|
tests_failed += 1
|
||||||
|
|
||||||
|
# Test 8: Empty extraction is warned
|
||||||
|
print("\n[Test 8] Empty extraction warning")
|
||||||
|
empty = {"knowledge": [], "meta": {"session_outcome": "success", "tools_used": [], "repos_touched": [], "error_count": 0, "knowledge_count": 0}}
|
||||||
|
is_valid, errors, warnings = validate_extraction(empty)
|
||||||
|
if any("No knowledge" in w for w in warnings):
|
||||||
|
print(f" PASS: Empty extraction warned")
|
||||||
|
tests_passed += 1
|
||||||
|
else:
|
||||||
|
print(f" FAIL: Should warn on empty extraction")
|
||||||
|
tests_failed += 1
|
||||||
|
|
||||||
|
# Summary
|
||||||
|
print(f"\n{'=' * 60}")
|
||||||
|
print(f"Results: {tests_passed} passed, {tests_failed} failed")
|
||||||
|
print(f"{'=' * 60}")
|
||||||
|
return tests_failed == 0
|
||||||
|
|
||||||
|
|
||||||
|
def validate_file(filepath):
|
||||||
|
"""Validate an existing extraction JSON file."""
|
||||||
|
path = Path(filepath)
|
||||||
|
if not path.exists():
|
||||||
|
print(f"ERROR: {filepath} not found")
|
||||||
|
return False
|
||||||
|
|
||||||
|
data = json.loads(path.read_text())
|
||||||
|
is_valid, errors, warnings = validate_extraction(data)
|
||||||
|
|
||||||
|
print(f"Validation of {filepath}:")
|
||||||
|
print(f" Knowledge items: {len(data.get('knowledge', []))}")
|
||||||
|
print(f" Errors: {len(errors)}")
|
||||||
|
print(f" Warnings: {len(warnings)}")
|
||||||
|
|
||||||
|
for e in errors:
|
||||||
|
print(f" ERROR: {e}")
|
||||||
|
for w in warnings:
|
||||||
|
print(f" WARN: {w}")
|
||||||
|
|
||||||
|
return is_valid
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == "__main__":
|
||||||
|
parser = argparse.ArgumentParser(description="Test knowledge extraction prompt")
|
||||||
|
parser.add_argument("--validate", help="Validate an existing extraction JSON file")
|
||||||
|
parser.add_argument("--transcript", help="Test against a real transcript file (informational)")
|
||||||
|
args = parser.parse_args()
|
||||||
|
|
||||||
|
if args.validate:
|
||||||
|
success = validate_file(args.validate)
|
||||||
|
sys.exit(0 if success else 1)
|
||||||
|
else:
|
||||||
|
success = run_tests()
|
||||||
|
sys.exit(0 if success else 1)
|
||||||
|
|||||||
@@ -1,38 +0,0 @@
|
|||||||
#!/usr/bin/env python3
|
|
||||||
"""Validate knowledge files and index.json against the schema."""
|
|
||||||
import json, sys
|
|
||||||
from pathlib import Path
|
|
||||||
|
|
||||||
VALID_CATEGORIES = {"fact", "pitfall", "pattern", "tool-quirk", "question"}
|
|
||||||
REQUIRED = {"id", "fact", "category", "domain", "confidence"}
|
|
||||||
|
|
||||||
def validate_fact(fact, src=""):
|
|
||||||
errs = []
|
|
||||||
for f in REQUIRED:
|
|
||||||
if f not in fact: errs.append(f"{src}: missing '{f}'")
|
|
||||||
if "category" in fact and fact["category"] not in VALID_CATEGORIES:
|
|
||||||
errs.append(f"{src}: invalid category '{fact['category']}'")
|
|
||||||
if "confidence" in fact:
|
|
||||||
if not isinstance(fact["confidence"], (int, float)) or not (0 <= fact["confidence"] <= 1):
|
|
||||||
errs.append(f"{src}: confidence must be 0.0-1.0")
|
|
||||||
if "id" in fact:
|
|
||||||
parts = fact["id"].split(":")
|
|
||||||
if len(parts) != 3: errs.append(f"{src}: id must be domain:category:sequence")
|
|
||||||
return errs
|
|
||||||
|
|
||||||
def main():
|
|
||||||
idx = Path(__file__).parent.parent / "knowledge" / "index.json"
|
|
||||||
if not idx.exists(): print(f"FAILED: {idx} not found"); sys.exit(1)
|
|
||||||
data = json.load(open(idx))
|
|
||||||
errs = []
|
|
||||||
seen = set()
|
|
||||||
for i, f in enumerate(data.get("facts", [])):
|
|
||||||
errs.extend(validate_fact(f, f"[{i}]"))
|
|
||||||
if "id" in f:
|
|
||||||
if f["id"] in seen: errs.append(f"duplicate id '{f['id']}'")
|
|
||||||
seen.add(f["id"])
|
|
||||||
if errs:
|
|
||||||
print(f"FAILED - {len(errs)} errors:"); [print(f" x {e}") for e in errs]; sys.exit(1)
|
|
||||||
print(f"PASSED - {len(data.get('facts', []))} facts")
|
|
||||||
|
|
||||||
if __name__ == "__main__": main()
|
|
||||||
@@ -2,98 +2,107 @@
|
|||||||
|
|
||||||
## System Prompt
|
## System Prompt
|
||||||
|
|
||||||
You are a knowledge extraction engine. Your task is to analyze a session transcript and extract durable knowledge that will help future sessions be more efficient.
|
You are a knowledge extraction engine. You read session transcripts and output ONLY structured JSON. You never infer. You never assume. You extract only what the transcript explicitly states.
|
||||||
|
|
||||||
## Instructions
|
## Prompt
|
||||||
|
|
||||||
Read the session transcript carefully. Extract ONLY information that is explicitly stated in the transcript. Do NOT infer, assume, or hallucinate information.
|
|
||||||
|
|
||||||
### Categories
|
|
||||||
|
|
||||||
Extract knowledge into these categories:
|
|
||||||
|
|
||||||
1. **fact**: Concrete, verifiable information learned (e.g., "Repository X has 5 files", "API returns JSON with field Y")
|
|
||||||
2. **pitfall**: Errors encountered, wrong assumptions, things that wasted time (e.g., "Assumed API token was in env var GITEA_TOKEN, but it's in ~/.config/gitea/token")
|
|
||||||
3. **pattern**: Successful sequences of actions (e.g., "To deploy: 1. Run tests 2. Build 3. Push to Gitea 4. Trigger webhook")
|
|
||||||
4. **tool-quirk**: Environment-specific behaviors (e.g., "Token paths are different on macOS vs Linux", "URL format requires trailing slash")
|
|
||||||
5. **question**: Things identified but not answered (e.g., "Need to determine optimal batch size for harvesting")
|
|
||||||
|
|
||||||
### Output Format
|
|
||||||
|
|
||||||
Return a JSON object with an array of extracted knowledge items. Each item must have:
|
|
||||||
|
|
||||||
```json
|
|
||||||
{
|
|
||||||
"fact": "One sentence description of the knowledge",
|
|
||||||
"category": "fact|pitfall|pattern|tool-quirk|question",
|
|
||||||
"repo": "Repository name this applies to, or 'global' if general",
|
|
||||||
"confidence": 0.0-1.0
|
|
||||||
}
|
|
||||||
```
|
```
|
||||||
|
TASK: Extract durable knowledge from this session transcript.
|
||||||
|
|
||||||
### Confidence Scoring
|
RULES:
|
||||||
|
1. Extract ONLY information explicitly stated in the transcript.
|
||||||
|
2. Do NOT infer, assume, or hallucinate.
|
||||||
|
3. Every fact must be verifiable by pointing to a specific line in the transcript.
|
||||||
|
4. If the session failed or was partial, extract pitfalls and questions — these are the most valuable.
|
||||||
|
5. Be specific. "Gitea API is slow" is worthless. "Gitea issues endpoint with state=open returns empty when limit=50 but works with limit=5" is knowledge.
|
||||||
|
|
||||||
- 0.9-1.0: Explicitly stated with verification (e.g., "Error message shows X")
|
CATEGORIES (assign exactly one per item):
|
||||||
- 0.7-0.8: Clearly implied by multiple data points
|
- fact: Concrete, verifiable thing learned (paths, formats, counts, configs)
|
||||||
- 0.5-0.6: Suggested but not fully verified
|
- pitfall: Error hit, wrong assumption, time wasted, thing that didn't work
|
||||||
- 0.3-0.4: Inferred from limited data
|
- pattern: Successful sequence that should be reused (deploy steps, debug flow)
|
||||||
- 0.1-0.2: Speculative or uncertain
|
- tool-quirk: Environment-specific behavior (token paths, URL formats, API gotchas)
|
||||||
|
- question: Something identified but not answered — the NEXT agent should investigate
|
||||||
|
|
||||||
### Constraints
|
CONFIDENCE:
|
||||||
|
- 0.9: Directly observed with error output or explicit verification
|
||||||
|
- 0.7: Multiple data points confirm, but not explicitly verified
|
||||||
|
- 0.5: Suggested by context, not tested
|
||||||
|
- 0.3: Inferred from limited evidence
|
||||||
|
|
||||||
1. **No hallucination**: Only extract what's explicitly in the transcript
|
OUTPUT FORMAT (valid JSON only, no markdown, no explanation):
|
||||||
2. **Specificity**: Each fact must be specific and actionable
|
|
||||||
3. **Relevance**: Only extract knowledge that would help future sessions
|
|
||||||
4. **Brevity**: One sentence per fact
|
|
||||||
5. **Partial sessions**: Even failed or incomplete sessions may contain valuable pitfalls
|
|
||||||
|
|
||||||
### Example Input/Output
|
|
||||||
|
|
||||||
**Input Transcript (excerpt):**
|
|
||||||
```
|
|
||||||
User: Clone the repo at forge.alexanderwhitestone.com/Timmy_Foundation/compounding-intelligence
|
|
||||||
Agent: Trying git clone... Error: 401 Unauthorized
|
|
||||||
Agent: Checking for token... Found in ~/.config/gitea/token
|
|
||||||
Agent: Token is gitea_token format, not OAuth
|
|
||||||
Agent: Clone successful with token authentication
|
|
||||||
```
|
|
||||||
|
|
||||||
**Output:**
|
|
||||||
```json
|
|
||||||
{
|
{
|
||||||
"knowledge": [
|
"knowledge": [
|
||||||
{
|
{
|
||||||
"fact": "Gitea repo at forge.alexanderwhitestone.com requires authentication for cloning",
|
"fact": "One specific sentence of knowledge",
|
||||||
"category": "fact",
|
"category": "fact|pitfall|pattern|tool-quirk|question",
|
||||||
"repo": "compounding-intelligence",
|
"repo": "repo-name or global",
|
||||||
"confidence": 0.9
|
"confidence": 0.0-1.0,
|
||||||
},
|
"evidence": "Brief quote or reference from transcript that supports this"
|
||||||
{
|
|
||||||
"fact": "Gitea authentication token is stored at ~/.config/gitea/token",
|
|
||||||
"category": "tool-quirk",
|
|
||||||
"repo": "global",
|
|
||||||
"confidence": 0.9
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"fact": "Gitea uses gitea_token format, not OAuth for API access",
|
|
||||||
"category": "tool-quirk",
|
|
||||||
"repo": "global",
|
|
||||||
"confidence": 0.8
|
|
||||||
},
|
|
||||||
{
|
|
||||||
"fact": "Clone fails with 401 when no token is provided",
|
|
||||||
"category": "pitfall",
|
|
||||||
"repo": "compounding-intelligence",
|
|
||||||
"confidence": 0.9
|
|
||||||
}
|
}
|
||||||
]
|
],
|
||||||
|
"meta": {
|
||||||
|
"session_outcome": "success|partial|failed",
|
||||||
|
"tools_used": ["tool1", "tool2"],
|
||||||
|
"repos_touched": ["repo1"],
|
||||||
|
"error_count": 0,
|
||||||
|
"knowledge_count": 0
|
||||||
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
|
TRANSCRIPT:
|
||||||
|
{{transcript}}
|
||||||
```
|
```
|
||||||
|
|
||||||
## Final Notes
|
## Design Notes
|
||||||
|
|
||||||
- Process the entire transcript, not just the beginning
|
### Why this works with mimo-v2-pro
|
||||||
- Pay special attention to errors and corrections
|
|
||||||
- Note any environment-specific details
|
Mimo needs:
|
||||||
- Track tool-specific behaviors and quirks
|
- Explicit format constraints ("valid JSON only, no markdown")
|
||||||
- If the session failed, focus on pitfalls and questions
|
- Clear category definitions with concrete examples
|
||||||
|
- Hard rules before soft guidance
|
||||||
|
- The transcript at the END (so it reads all instructions first)
|
||||||
|
|
||||||
|
This prompt front-loads all rules, then gives the transcript last. Mimo follows the pattern.
|
||||||
|
|
||||||
|
### Handling partial/failed sessions
|
||||||
|
|
||||||
|
Failed sessions are the richest source of pitfalls. The prompt explicitly says:
|
||||||
|
> "If the session failed or was partial, extract pitfalls and questions — these are the most valuable."
|
||||||
|
|
||||||
|
This reframes failure as valuable output, not noise to discard.
|
||||||
|
|
||||||
|
### The `evidence` field
|
||||||
|
|
||||||
|
Added to the original spec. Every extracted item must cite where in the transcript it came from. This:
|
||||||
|
- Prevents hallucination (can't cite what isn't there)
|
||||||
|
- Enables verification (reviewer can check the source)
|
||||||
|
- Trains confidence calibration (the agent must find evidence, not just claim it)
|
||||||
|
|
||||||
|
### Token budget
|
||||||
|
|
||||||
|
Target: ~1,000 tokens for the prompt (excluding transcript).
|
||||||
|
|
||||||
|
```
|
||||||
|
System prompt: ~50 tokens
|
||||||
|
Rules: ~200 tokens
|
||||||
|
Categories: ~150 tokens
|
||||||
|
Confidence: ~100 tokens
|
||||||
|
Output format: ~200 tokens
|
||||||
|
Design notes: NOT included in prompt (documentation only)
|
||||||
|
─────────────────────────────
|
||||||
|
Total prompt: ~700 tokens
|
||||||
|
```
|
||||||
|
|
||||||
|
Leaves ~300 tokens headroom for variable content (transcript insertion, edge cases).
|
||||||
|
|
||||||
|
### What this replaces
|
||||||
|
|
||||||
|
The v1 prompt had:
|
||||||
|
- Verbose prose explanations (waste tokens for mimo)
|
||||||
|
- No `evidence` field (hallucination risk)
|
||||||
|
- No `meta` block (no session-level metadata)
|
||||||
|
- No explicit handling of failed sessions
|
||||||
|
- Example was too long (~150 tokens of example for a 1k prompt)
|
||||||
|
|
||||||
|
This v2 is tighter, more structured, and adds the evidence requirement that prevents the #1 failure mode of extraction prompts: generating plausible-sounding facts that aren't in the transcript.
|
||||||
|
|||||||
Reference in New Issue
Block a user