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fix/19-mig
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knowledge/SCHEMA.md
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knowledge/SCHEMA.md
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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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---
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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: `["git", "auth", "gitea"]` |
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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
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```
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{domain}:{category}:{sequence}
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```
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- `domain` — repo name, `global`, or agent type
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- `category` — one of the 5 categories
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- `sequence` — zero-padded 3-digit number: `001`, `002`, ...
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Examples:
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- `the-nexus:pitfall:001`
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- `global:tool-quirk:012`
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- `hermes-agent:pattern:003`
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### Categories
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| Category | Definition | Example |
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|----------|------------|---------|
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| `fact` | Concrete, verifiable information | "Gitea API requires token auth at /api/v1" |
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| `pitfall` | Errors, wrong assumptions, time-wasters | "Assumed env var GITEA_TOKEN; actual path is ~/.config/gitea/token" |
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| `pattern` | Successful sequences of actions | "To deploy: test → build → push → webhook" |
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| `tool-quirk` | Environment-specific behaviors | "URL format requires trailing slash on macOS" |
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| `question` | Identified but unanswered | "Need optimal batch size for harvesting" |
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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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## Knowledge Files (YAML)
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Human-readable files stored in `knowledge/` subdirectories.
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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 # Pitfalls that span multiple repos
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│ ├── patterns.yaml # Proven workflows
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│ └── tool-quirks.yaml # Environment behaviors
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├── repos/ # Per-repo knowledge
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│ ├── the-nexus.yaml
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│ ├── hermes-agent.yaml
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│ └── ...
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└── agents/ # Agent-type knowledge
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├── mimo-sprint.yaml
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└── ...
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```
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### YAML File Format
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```yaml
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---
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domain: global # or repo name or agent name
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category: tool-quirk # fact, pitfall, pattern, tool-quirk, question
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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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Cross-environment behaviors that bite you if you don't know them.
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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"
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confidence: 0.95
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tags: [git, auth, gitea]
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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:003]
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- id: global:tool-quirk:002
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fact: "Gitea API uses 'token' header format: Authorization: token TOKEN"
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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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```
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### Rules
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1. **One file per domain per category.** `repos/the-nexus.yaml` holds all the-nexus facts. Don't mix categories across files.
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2. **Markdown sections for humans.** The YAML items live under markdown headers. This makes the files readable in Gitea's UI.
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3. **ID is the link.** The `id` field connects YAML facts to index.json entries. Same ID = same fact.
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4. **Harvester writes, humans edit.** The harvester appends new facts. Humans can correct confidence, add tags, or mark expired.
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---
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## Sync Rules
|
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|
|
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|
1. **Harvester → YAML:** Appends new facts to the appropriate YAML file.
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2. **Harvester → index.json:** Adds/updates fact entries.
|
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3. **Human edits YAML:** Changes propagate to index.json on next harvester run.
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4. **Confidence decay:** Facts not confirmed in 30+ sessions get confidence *= 0.9.
|
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|
5. **Expiration:** Facts with `expires` date past current date are marked `stale` in index.json.
|
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|
|
||||||
|
---
|
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|
|
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## Validation
|
||||||
|
|
||||||
|
Facts must pass these checks before entering the index:
|
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|
|
||||||
|
1. `id` matches format `{domain}:{category}:{sequence}`
|
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|
2. `category` is one of the 5 allowed values
|
||||||
|
3. `confidence` is between 0.0 and 1.0
|
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|
4. `fact` is non-empty string, max 280 characters
|
||||||
|
5. `domain` is non-empty string
|
||||||
|
6. `tags` are lowercase alphanumeric + hyphens
|
||||||
|
7. No duplicate IDs in index.json
|
||||||
|
|
||||||
|
Validation script: `scripts/validate_knowledge.py`
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80
knowledge/global/pitfalls.yaml
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80
knowledge/global/pitfalls.yaml
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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
|
||||||
|
|
||||||
|
- id: global:pitfall:001
|
||||||
|
fact: "Branch protection requires 1 approval on main — API merges fail with 405 without it"
|
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|
confidence: 0.95
|
||||||
|
tags: [git, merge, branch-protection, gitea]
|
||||||
|
source_count: 12
|
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|
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 — it bypasses all hooks including safety checks"
|
||||||
|
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, use alternative endpoint"
|
||||||
|
confidence: 0.9
|
||||||
|
tags: [gitea, pr, api, workaround]
|
||||||
|
source_count: 4
|
||||||
|
first_seen: "2026-04-06"
|
||||||
|
last_confirmed: "2026-04-12"
|
||||||
|
|
||||||
|
## Agent Operations
|
||||||
|
|
||||||
|
- id: global:pitfall:004
|
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|
fact: "Anthropic is BANNED from fallback chain — if fallback triggers to Anthropic, something is wrong"
|
||||||
|
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 without checking"
|
||||||
|
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"
|
||||||
|
confidence: 0.9
|
||||||
|
tags: [gateway, cron, process]
|
||||||
|
source_count: 4
|
||||||
|
first_seen: "2026-04-04"
|
||||||
|
last_confirmed: "2026-04-11"
|
||||||
|
|
||||||
|
## Testing
|
||||||
|
|
||||||
|
- id: global:pitfall:007
|
||||||
|
fact: "pytest root collection picks up operational *_test.py scripts — restrict to tests/ directory"
|
||||||
|
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 — verify the cycle works before scaling"
|
||||||
|
confidence: 0.95
|
||||||
|
tags: [tdd, testing, methodology]
|
||||||
|
source_count: 8
|
||||||
|
first_seen: "2026-03-25"
|
||||||
|
last_confirmed: "2026-04-13"
|
||||||
73
knowledge/global/tool-quirks.yaml
Normal file
73
knowledge/global/tool-quirks.yaml
Normal file
@@ -0,0 +1,73 @@
|
|||||||
|
---
|
||||||
|
domain: global
|
||||||
|
category: tool-quirk
|
||||||
|
version: 1
|
||||||
|
last_updated: "2026-04-13"
|
||||||
|
---
|
||||||
|
|
||||||
|
# Tool Quirks (Global)
|
||||||
|
|
||||||
|
Cross-environment behaviors that bite you if you don't know them.
|
||||||
|
|
||||||
|
## Authentication
|
||||||
|
|
||||||
|
- id: global:tool-quirk:001
|
||||||
|
fact: "Gitea token stored at ~/.config/gitea/token, not env var GITEA_TOKEN"
|
||||||
|
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"
|
||||||
|
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 — use truthiness check on pull_request field"
|
||||||
|
confidence: 0.95
|
||||||
|
tags: [gitea, api, issues, pr]
|
||||||
|
source_count: 6
|
||||||
|
first_seen: "2026-04-01"
|
||||||
|
last_confirmed: "2026-04-13"
|
||||||
|
|
||||||
|
## Paths & Environment
|
||||||
|
|
||||||
|
- id: global:tool-quirk:004
|
||||||
|
fact: "~/.hermes is the default hermes home — check get_hermes_home() not the path literal"
|
||||||
|
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 — standard ansible-vault fails"
|
||||||
|
confidence: 0.85
|
||||||
|
tags: [ansible, vault, config]
|
||||||
|
source_count: 3
|
||||||
|
first_seen: "2026-04-02"
|
||||||
|
|
||||||
|
## Model & Inference
|
||||||
|
|
||||||
|
- id: global:tool-quirk:006
|
||||||
|
fact: "mimo-v2-pro via Nous Research is the default model — don't assume Anthropic is available"
|
||||||
|
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"
|
||||||
|
confidence: 0.95
|
||||||
|
tags: [hermes, model, restart, session]
|
||||||
|
source_count: 8
|
||||||
|
first_seen: "2026-03-29"
|
||||||
|
last_confirmed: "2026-04-12"
|
||||||
@@ -1,6 +1,489 @@
|
|||||||
{
|
{
|
||||||
"version": 1,
|
"version": 1,
|
||||||
"last_updated": "2026-04-13T20:00:00Z",
|
"last_updated": "2026-04-14T18:07:27.448168Z",
|
||||||
"total_facts": 0,
|
"total_facts": 55,
|
||||||
"facts": []
|
"migration": {
|
||||||
|
"migrated_from": [
|
||||||
|
"mempalace",
|
||||||
|
"fact_store",
|
||||||
|
"skills"
|
||||||
|
],
|
||||||
|
"migrated_at": "2026-04-14T18:07:27.448362Z",
|
||||||
|
"sources": {
|
||||||
|
"mempalace": 11,
|
||||||
|
"fact_store": 29,
|
||||||
|
"skills": 15
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"facts": [
|
||||||
|
{
|
||||||
|
"fact": "Timmy Foundation: 17 repos, 282 open issues, 63.0% closure rate",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.95,
|
||||||
|
"source": "mempalace",
|
||||||
|
"source_file": "forge.json"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Timmy_Foundation/timmy-home: 227 open issues",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "timmy-home",
|
||||||
|
"confidence": 0.95,
|
||||||
|
"source": "mempalace",
|
||||||
|
"source_file": "forge.json"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Timmy_Foundation/timmy-config: 133 open issues",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "timmy-config",
|
||||||
|
"confidence": 0.95,
|
||||||
|
"source": "mempalace",
|
||||||
|
"source_file": "forge.json"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Timmy_Foundation/the-nexus: 72 open issues",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "the-nexus",
|
||||||
|
"confidence": 0.95,
|
||||||
|
"source": "mempalace",
|
||||||
|
"source_file": "forge.json"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Timmy_Foundation/fleet-ops: 47 open issues",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "fleet-ops",
|
||||||
|
"confidence": 0.95,
|
||||||
|
"source": "mempalace",
|
||||||
|
"source_file": "forge.json"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Timmy_Foundation/the-beacon: 12 open issues",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "the-beacon",
|
||||||
|
"confidence": 0.95,
|
||||||
|
"source": "mempalace",
|
||||||
|
"source_file": "forge.json"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Assignment coverage: 99.6% (281 assigned, 1 unassigned)",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.95,
|
||||||
|
"source": "mempalace",
|
||||||
|
"source_file": "forge.json"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Priority: 4 P0, 8 P1, 11 epics",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.95,
|
||||||
|
"source": "mempalace",
|
||||||
|
"source_file": "forge.json"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "CRITICAL timmy-home#580: Harden SOUL.md against Claude identity hijacking - Security: Protects the core inscription of Timmy's values on-chain",
|
||||||
|
"category": "pitfall",
|
||||||
|
"repo": "timmy-home",
|
||||||
|
"confidence": 0.9,
|
||||||
|
"source": "mempalace",
|
||||||
|
"source_file": "forge-palace-summary.json"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "CRITICAL timmy-home#579: [RCA] Ezra and Bezalel do not respond to Gitea @mention tags - DevOps: Two VPS wizard houses are not receiving critical notifications",
|
||||||
|
"category": "pitfall",
|
||||||
|
"repo": "timmy-home",
|
||||||
|
"confidence": 0.9,
|
||||||
|
"source": "mempalace",
|
||||||
|
"source_file": "forge-palace-summary.json"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "CRITICAL the-nexus#1125: [COMPUTER_USE] Add Desktop Automation Primitives to Hermes - Feature: Unlocks computer-use capability in agent toolkit",
|
||||||
|
"category": "pitfall",
|
||||||
|
"repo": "the-nexus",
|
||||||
|
"confidence": 0.9,
|
||||||
|
"source": "mempalace",
|
||||||
|
"source_file": "forge-palace-summary.json"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Alexander prefers rate-limited stretches over underutilization. 'I would rather get rate limited and have it stretch out a bit than underutilize.'",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 1,
|
||||||
|
"source_tags": "preference"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Alexander's frustration: reading source code instead of testing the actual command first. Validate with CLI first, code second.",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 2,
|
||||||
|
"source_tags": "preference"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "KEYMAXXING: ~/.hermes/keymaxxing/. inbox/ for drops, detect_provider.py, watcher.sh (60s poll). First key = Nous/OpenRouter (391 models, 25 free).",
|
||||||
|
"category": "tool-quirk",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 3,
|
||||||
|
"source_tags": "keymaxxing,nous"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Automation philosophy: aggressive utilization but outcome-focused. No duplicate PRs, no noise. Quality gates mandatory. 'Build things to be a masterwork.'",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 4,
|
||||||
|
"source_tags": "automation,philosophy"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Mnemosyne = priority project. Tag [Mnemosyne] issues for swarm priority. WebSocket bridge for live memory (issue #1164).",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "the-nexus",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 5,
|
||||||
|
"source_tags": "mnemosyne,nexus"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Bitcoin inscription #90707: Sermon on the Mount (Matthew 5-7 ESV), block 776549, Feb 14 2023. Gospel immutable on-chain.",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 6,
|
||||||
|
"source_tags": "bitcoin,faith"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Gitea API gotcha: 'labels' field requires integer IDs, not string names. GET /labels first to resolve. String names return HTTP 422.",
|
||||||
|
"category": "tool-quirk",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 8,
|
||||||
|
"source_tags": "gitea,api"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "CRON WORKER: Jobs needing files MUST use real scripts, not LLM prompts. LLM cron can't ls/cat - needs execute_code. Test one cycle before scaling. (55 cron jobs, 0 PRs for 37 minutes.)",
|
||||||
|
"category": "tool-quirk",
|
||||||
|
"repo": "hermes-agent",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 11,
|
||||||
|
"source_tags": "cron,worker"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "HERMES CLI: hermes chat -q 'prompt' --provider nous -m xiaomi/mimo-v2-pro. -q=query text, -p=profile name. Mixing causes silent failure.",
|
||||||
|
"category": "tool-quirk",
|
||||||
|
"repo": "hermes-agent",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 12,
|
||||||
|
"source_tags": "hermes,cli"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Core preferences: 'Don't be precious.' Parallel over sequential. Test before scaling. Direct communicator. Satoshi/Hal engineering philosophy.",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 13,
|
||||||
|
"source_tags": "preferences"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Gitea API: /orgs/TimmyFoundation/repos returns 404. Use /user/repos?limit=50 instead for all repos across all orgs.",
|
||||||
|
"category": "tool-quirk",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 15,
|
||||||
|
"source_tags": "gitea,api"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "CRITICAL: tool_use_enforcement must be 'true' in config.yaml. Without it, mimo-v2-pro generates text descriptions instead of executing tools. 36 PRs/day with this fix ($0).",
|
||||||
|
"category": "tool-quirk",
|
||||||
|
"repo": "hermes-agent",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 19,
|
||||||
|
"source_tags": "hermes,config,critical"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "forge.alexanderwhitestone.com clone: depth 50 times out. Use --depth 5 --single-branch instead.",
|
||||||
|
"category": "tool-quirk",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 20,
|
||||||
|
"source_tags": "git,forge"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Telegram: Bot token ~/.config/telegram/special_bot. Alexander chat ID: 7635059073. API: POST /bot{token}/sendMessage.",
|
||||||
|
"category": "tool-quirk",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 23,
|
||||||
|
"source_tags": "telegram"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Communication: Gitea for reports/deliverables. Telegram for urgent only. Wants proactive monitoring, visual confirmation, action-oriented.",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 24,
|
||||||
|
"source_tags": "communication"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Kimi API: model ID is 'kimi-for-coding' not 'kimi-k2.5'. Key prefix sk-kimi- routes to api.kimi.com/coding/v1. One model only.",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 26,
|
||||||
|
"source_tags": "kimi,api"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "model-watchdog.py restarts panes without -p flag, losing profile. Falls through to hermes3 (8K context). Fix: preserve -p flag.",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 28,
|
||||||
|
"source_tags": "watchdog,bug,critical"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "INCIDENT: Modified hermes profile configs without permission. Corrupted fenrir/bezalel. NEVER modify configs. Report issues, wait. Anthropic BANNED.",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "timmy-config",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 30,
|
||||||
|
"source_tags": "incident,config"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "CRON GOTCHAS: .tick.lock blocks jobs on crash. tool_choice='required' crashes AIAgent. save_jobs needs fcntl.flock. Error jobs stay error. Tick backlog: 56 jobs + 6 workers = 9min.",
|
||||||
|
"category": "tool-quirk",
|
||||||
|
"repo": "hermes-agent",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 31,
|
||||||
|
"source_tags": "cron,gotchas"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "OpenRouter = FREE MODELS ONLY. All fallbacks must use :free suffix. Never paid models.",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 32,
|
||||||
|
"source_tags": "openrouter,rules"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Config is infra-as-code. Canonical: Rockachopa/hermes-config on forge. Local config = source of truth for live system.",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "timmy-config",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 33,
|
||||||
|
"source_tags": "config"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Accountability: Check edit history before claims. Never modify configs without instruction. When broken: create issue, stop using it.",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 34,
|
||||||
|
"source_tags": "accountability"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "OpenAI tool_calls: two argument formats - tc.arguments or tc.function.arguments. hermes-agent uses function format. Check both.",
|
||||||
|
"category": "tool-quirk",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 36,
|
||||||
|
"source_tags": "openai,api"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "TMUX RULE: Alexander creates windows/splits. Timmy NEVER creates layouts - only send-keys to existing panes.",
|
||||||
|
"category": "tool-quirk",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 39,
|
||||||
|
"source_tags": "tmux,rule"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Long-running agents > fresh one-shots. Context compounds. Optimize persistent lanes, not disposable workers. Never rotate panes across repos.",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 40,
|
||||||
|
"source_tags": "dispatch,lanes"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Dispatch style: 'Go. repo #issue. Description. Clone, implement, branch NAME, commit push PR.' Zero questions, immediate execution, results-only.",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 42,
|
||||||
|
"source_tags": "dispatch,workflow"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Protocol: Done/stuck \u2192 commit, push, PR, next issue. File new issues to Gitea via API. Multiple agents can work same issue (different branches).",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 43,
|
||||||
|
"source_tags": "protocol"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "cron/__init__.py imports ModelContextError/CRON_MIN_CONTEXT_TOKENS from scheduler - neither exists. ImportError. Fix: remove imports. Issue #541.",
|
||||||
|
"category": "fact",
|
||||||
|
"repo": "hermes-agent",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 46,
|
||||||
|
"source_tags": "cron,bug"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Gitea tokens: main (~/.config/gitea/token) = Rockachopa admin. timmy-token = Timmy bot. Contents API works with main token. PR creation with either.",
|
||||||
|
"category": "tool-quirk",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.5,
|
||||||
|
"source": "fact_store",
|
||||||
|
"source_id": 48,
|
||||||
|
"source_tags": "gitea,auth"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: gitea-burn-cycle - Automated burn cycles on Gitea repos",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/gitea-burn-cycle/SKILL.md"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: hermes-agent - Complete Hermes Agent guide - CLI, gateway, cron, profiles",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/autonomous-ai-agents/hermes-agent/SKILL.md"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: cron-infra-as-code - Source-control cron jobs as YAML",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/devops/cron-infra-as-code/SKILL.md"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: burn-loop-health-monitoring - Detect silent burn loop failures",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/devops/burn-loop-health-monitoring/SKILL.md"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: fleet-config-deploy - Deploy config across VPS fleet with canary",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/devops/fleet-config-deploy/SKILL.md"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: mimo-swarm - Coordinated mimo-v2-pro swarm: claim-work-release",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/devops/mimo-swarm/SKILL.md"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: session-signal-extraction-pitfalls - Pitfalls extracting behavioral signals from sessions",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/devops/session-signal-extraction-pitfalls/SKILL.md"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: json-repair-for-tool-calls - Fix JSON parse failures in tool calls - 14 patterns",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/devops/json-repair-for-tool-calls/SKILL.md"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: poka-yoke-guards - Mistake-proofing guards for weak model agents",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/poka-yoke-guards/SKILL.md"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: tmux-supervisor - Monitor tmux panes - drift detection",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/devops/tmux-supervisor/SKILL.md"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: approval-threat-model-extension - Threat model: LLM jailbreaks, accidents, supply chain",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/security/approval-threat-model-extension/SKILL.md"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: deploy-crons-fix - Fix deploy-crons.py model/provider dropping",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/deploy-crons-fix/SKILL.md"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: sovereign-heart-architecture - State-based compassion interface pattern",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/autonomous-ai-agents/sovereign-heart-architecture/SKILL.md"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: burn-night-operations - Max-throughput burn night scheduling",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/devops/burn-night-operations/SKILL.md"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"fact": "Skill: cron-scaling-patterns - Cron scaling: workers, tick intervals, checkpoints",
|
||||||
|
"category": "pattern",
|
||||||
|
"repo": "global",
|
||||||
|
"confidence": 0.85,
|
||||||
|
"source": "skill",
|
||||||
|
"source_path": "~/.hermes/skills/devops/cron-scaling-patterns/SKILL.md"
|
||||||
|
}
|
||||||
|
]
|
||||||
}
|
}
|
||||||
82
knowledge/repos/hermes-agent.yaml
Normal file
82
knowledge/repos/hermes-agent.yaml
Normal file
@@ -0,0 +1,82 @@
|
|||||||
|
---
|
||||||
|
domain: hermes-agent
|
||||||
|
category: pitfall
|
||||||
|
version: 1
|
||||||
|
last_updated: "2026-04-13"
|
||||||
|
---
|
||||||
|
|
||||||
|
# Pitfalls (hermes-agent)
|
||||||
|
|
||||||
|
Things that go wrong in this repo if you don't know the traps.
|
||||||
|
|
||||||
|
## 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, breaking older jobs"
|
||||||
|
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"
|
||||||
68
knowledge/repos/the-nexus.yaml
Normal file
68
knowledge/repos/the-nexus.yaml
Normal file
@@ -0,0 +1,68 @@
|
|||||||
|
---
|
||||||
|
domain: the-nexus
|
||||||
|
category: pitfall
|
||||||
|
version: 1
|
||||||
|
last_updated: "2026-04-13"
|
||||||
|
---
|
||||||
|
|
||||||
|
# Pitfalls (the-nexus)
|
||||||
|
|
||||||
|
Things that go wrong in this repo if you don't know the traps.
|
||||||
|
|
||||||
|
## 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"
|
||||||
|
related: [the-nexus:pattern:001]
|
||||||
|
|
||||||
|
- 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"
|
||||||
|
related: [the-nexus:pattern:002]
|
||||||
|
|
||||||
|
- 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"
|
||||||
|
related: [the-nexus:pattern:001]
|
||||||
61
metrics/dashboard.md
Normal file
61
metrics/dashboard.md
Normal file
@@ -0,0 +1,61 @@
|
|||||||
|
# Compounding Intelligence Metrics
|
||||||
|
**Generated:** 2026-04-14T18:07:26.169469+00:00
|
||||||
|
|
||||||
|
## knowledge_velocity
|
||||||
|
New facts extracted per day. Higher = compounding loop working.
|
||||||
|
|
||||||
|
**Value:** 1.61 | **7d trend:** N/A — (unknown)
|
||||||
|
|
||||||
|
- total_facts: 44
|
||||||
|
- period_days: 18
|
||||||
|
- new_facts: 29
|
||||||
|
|
||||||
|
## knowledge_coverage
|
||||||
|
Percentage of domains/repos with 10+ facts. Measures breadth.
|
||||||
|
|
||||||
|
**Value:** 0.333 | **7d trend:** N/A — (unknown)
|
||||||
|
|
||||||
|
- covered_domains: 2
|
||||||
|
- total_domains: 6
|
||||||
|
|
||||||
|
## hit_rate
|
||||||
|
Percentage of sessions referencing bootstrapped knowledge.
|
||||||
|
|
||||||
|
**Value:** 0.677 | **7d trend:** N/A — (unknown)
|
||||||
|
|
||||||
|
- hit_sessions: 8064
|
||||||
|
- total_sessions: 11919
|
||||||
|
|
||||||
|
## error_recurrence
|
||||||
|
Ratio of recurring errors. Lower = fleet learning from mistakes.
|
||||||
|
|
||||||
|
**Value:** 0.169 | **7d trend:** N/A — (unknown)
|
||||||
|
|
||||||
|
- unique_errors: 53556
|
||||||
|
- recurring_errors: 9075
|
||||||
|
|
||||||
|
## task_completion
|
||||||
|
Percentage of sessions ending with successful completion.
|
||||||
|
|
||||||
|
**Value:** 0.452 | **7d trend:** N/A — (unknown)
|
||||||
|
|
||||||
|
- normal_end_rate: 0.56
|
||||||
|
- completed: 5385
|
||||||
|
- total: 11919
|
||||||
|
|
||||||
|
## first_try_success
|
||||||
|
Percentage of sessions completed without backtracking.
|
||||||
|
|
||||||
|
**Value:** 0.818 | **7d trend:** N/A — (unknown)
|
||||||
|
|
||||||
|
- avg_tool_msg_ratio: 0.391
|
||||||
|
- sampled: 5921
|
||||||
|
|
||||||
|
## knowledge_age
|
||||||
|
Freshness of knowledge store. 1.0 = all fresh, 0.0 = all stale.
|
||||||
|
|
||||||
|
**Value:** 0.973 | **7d trend:** N/A — (unknown)
|
||||||
|
|
||||||
|
- avg_age_days: 2.4
|
||||||
|
- stale_facts: 0
|
||||||
|
- total_facts: 44
|
||||||
130
metrics/latest_snapshot.json
Normal file
130
metrics/latest_snapshot.json
Normal file
@@ -0,0 +1,130 @@
|
|||||||
|
{
|
||||||
|
"generated_at": "2026-04-14T18:07:26.169469+00:00",
|
||||||
|
"knowledge_velocity": {
|
||||||
|
"value": 1.61,
|
||||||
|
"total_facts": 44,
|
||||||
|
"period_days": 18,
|
||||||
|
"new_facts": 29
|
||||||
|
},
|
||||||
|
"knowledge_coverage": {
|
||||||
|
"value": 0.333,
|
||||||
|
"covered_domains": 2,
|
||||||
|
"total_domains": 6,
|
||||||
|
"domain_details": {
|
||||||
|
"global": 15,
|
||||||
|
"unknown": 15,
|
||||||
|
"hermes-agent": 8,
|
||||||
|
"pitfalls": 8,
|
||||||
|
"tool-quirks": 7,
|
||||||
|
"the-nexus": 6
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"hit_rate": {
|
||||||
|
"value": 0.677,
|
||||||
|
"hit_sessions": 8064,
|
||||||
|
"total_sessions": 11919
|
||||||
|
},
|
||||||
|
"error_recurrence": {
|
||||||
|
"value": 0.169,
|
||||||
|
"unique_errors": 53556,
|
||||||
|
"recurring_errors": 9075,
|
||||||
|
"top_errors": [
|
||||||
|
{
|
||||||
|
"error": "s, report the error details.",
|
||||||
|
"sessions": 1185
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"error": "\": \"traceback (most recent call last):\\n file \\\"/private/var/folders/9k/v07xkpp",
|
||||||
|
"sessions": 694
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"error": "\", \"output\": \"\\n--- stderr ---\\ntraceback (most recent call last):\\n file \\\"/pr",
|
||||||
|
"sessions": 684
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"error": "ures \u2192 file an issue with the traceback and tag [bug]",
|
||||||
|
"sessions": 320
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"error": "s you encounter \u2192 file an issue with reproduction steps",
|
||||||
|
"sessions": 320
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"error": "s, file a [bug] issue first.",
|
||||||
|
"sessions": 320
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"error": ", fix the code.",
|
||||||
|
"sessions": 314
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"error": "fix it before doing anything else.",
|
||||||
|
"sessions": 313
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"error": "ures \u2192 add a review comment explaining what's wrong",
|
||||||
|
"sessions": 303
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"error": "ures \u2014 they're your roadmap for guardrails",
|
||||||
|
"sessions": 303
|
||||||
|
}
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"task_completion": {
|
||||||
|
"value": 0.452,
|
||||||
|
"normal_end_rate": 0.56,
|
||||||
|
"completed": 5385,
|
||||||
|
"total": 11919,
|
||||||
|
"breakdown": {
|
||||||
|
"cron_complete": 5354,
|
||||||
|
"unknown": 5245,
|
||||||
|
"compression": 1092,
|
||||||
|
"cli_close": 197,
|
||||||
|
"session_reset": 31
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"first_try_success": {
|
||||||
|
"value": 0.818,
|
||||||
|
"avg_tool_msg_ratio": 0.391,
|
||||||
|
"sampled": 5921,
|
||||||
|
"interpretation": "Higher value = fewer backtracks = better first-try success"
|
||||||
|
},
|
||||||
|
"knowledge_age": {
|
||||||
|
"value": 0.973,
|
||||||
|
"avg_age_days": 2.4,
|
||||||
|
"stale_facts": 0,
|
||||||
|
"total_facts": 44,
|
||||||
|
"interpretation": "1.0 = all facts fresh. 0.0 = all facts 90+ days old"
|
||||||
|
},
|
||||||
|
"trend_7d": {
|
||||||
|
"knowledge_velocity": {
|
||||||
|
"delta": "N/A",
|
||||||
|
"direction": "unknown"
|
||||||
|
},
|
||||||
|
"knowledge_coverage": {
|
||||||
|
"delta": "N/A",
|
||||||
|
"direction": "unknown"
|
||||||
|
},
|
||||||
|
"hit_rate": {
|
||||||
|
"delta": "N/A",
|
||||||
|
"direction": "unknown"
|
||||||
|
},
|
||||||
|
"error_recurrence": {
|
||||||
|
"delta": "N/A",
|
||||||
|
"direction": "unknown"
|
||||||
|
},
|
||||||
|
"task_completion": {
|
||||||
|
"delta": "N/A",
|
||||||
|
"direction": "unknown"
|
||||||
|
},
|
||||||
|
"first_try_success": {
|
||||||
|
"delta": "N/A",
|
||||||
|
"direction": "unknown"
|
||||||
|
},
|
||||||
|
"knowledge_age": {
|
||||||
|
"delta": "N/A",
|
||||||
|
"direction": "unknown"
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
607
scripts/measurer.py
Normal file
607
scripts/measurer.py
Normal file
@@ -0,0 +1,607 @@
|
|||||||
|
#!/usr/bin/env python3
|
||||||
|
"""
|
||||||
|
Compounding Intelligence Metrics Engine.
|
||||||
|
|
||||||
|
Computes 7 metrics that prove whether the knowledge compounding loop is working:
|
||||||
|
1. Knowledge velocity — new facts per day
|
||||||
|
2. Knowledge coverage — % of domains with >10 facts
|
||||||
|
3. Hit rate — % of sessions referencing bootstrap knowledge
|
||||||
|
4. Error recurrence — same errors across sessions (should decrease)
|
||||||
|
5. Task completion — % of sessions ending successfully
|
||||||
|
6. First-try success — actions without backtracking
|
||||||
|
7. Knowledge age — staleness of facts
|
||||||
|
|
||||||
|
Usage:
|
||||||
|
python3 measurer.py # All metrics, all time
|
||||||
|
python3 measurer.py --since 2026-04-01 # Time range
|
||||||
|
python3 measurer.py --repo the-nexus # Per-repo metrics
|
||||||
|
python3 measurer.py --format json # JSON output (default)
|
||||||
|
python3 measurer.py --format markdown # Human-readable
|
||||||
|
python3 measurer.py --knowledge-dir ./knowledge # Custom knowledge path
|
||||||
|
python3 measurer.py --db ~/.hermes/state.db # Custom DB path
|
||||||
|
|
||||||
|
Data sources:
|
||||||
|
- knowledge/index.json — fact index
|
||||||
|
- knowledge/ — YAML fact files for coverage
|
||||||
|
- ~/.hermes/state.db — session/message metadata
|
||||||
|
"""
|
||||||
|
|
||||||
|
import argparse
|
||||||
|
import json
|
||||||
|
import os
|
||||||
|
import re
|
||||||
|
import sqlite3
|
||||||
|
import sys
|
||||||
|
from collections import Counter, defaultdict
|
||||||
|
from datetime import datetime, timedelta, timezone
|
||||||
|
from pathlib import Path
|
||||||
|
from typing import Any
|
||||||
|
|
||||||
|
|
||||||
|
# ─── Defaults ───────────────────────────────────────────────────────────────────
|
||||||
|
|
||||||
|
DEFAULT_KNOWLEDGE_DIR = Path(__file__).parent.parent / "knowledge"
|
||||||
|
DEFAULT_DB_PATH = Path.home() / ".hermes" / "state.db"
|
||||||
|
SEVEN_DAYS = timedelta(days=7)
|
||||||
|
|
||||||
|
|
||||||
|
# ─── Knowledge Store ────────────────────────────────────────────────────────────
|
||||||
|
|
||||||
|
def load_facts(knowledge_dir: Path) -> list[dict]:
|
||||||
|
"""Load all facts from index.json."""
|
||||||
|
index_path = knowledge_dir / "index.json"
|
||||||
|
if not index_path.exists():
|
||||||
|
return []
|
||||||
|
with open(index_path) as f:
|
||||||
|
data = json.load(f)
|
||||||
|
return data.get("facts", [])
|
||||||
|
|
||||||
|
|
||||||
|
def count_yaml_facts(knowledge_dir: Path) -> dict[str, int]:
|
||||||
|
"""Count facts per domain from YAML files (coverage source)."""
|
||||||
|
domain_counts: dict[str, int] = {}
|
||||||
|
# Walk repos/, global/, agents/ subdirs
|
||||||
|
for subdir in ["repos", "global", "agents"]:
|
||||||
|
dirpath = knowledge_dir / subdir
|
||||||
|
if not dirpath.exists():
|
||||||
|
continue
|
||||||
|
for yaml_file in dirpath.glob("*.yaml"):
|
||||||
|
# Count lines that start with "- id:" — each is a fact
|
||||||
|
count = 0
|
||||||
|
try:
|
||||||
|
content = yaml_file.read_text()
|
||||||
|
count = len(re.findall(r"^\s*-\s*id:", content, re.MULTILINE))
|
||||||
|
except Exception:
|
||||||
|
pass
|
||||||
|
domain = yaml_file.stem
|
||||||
|
domain_counts[domain] = domain_counts.get(domain, 0) + count
|
||||||
|
return domain_counts
|
||||||
|
|
||||||
|
|
||||||
|
# ─── Session Database ───────────────────────────────────────────────────────────
|
||||||
|
|
||||||
|
def open_db(db_path: Path) -> sqlite3.Connection:
|
||||||
|
"""Open session database."""
|
||||||
|
if not db_path.exists():
|
||||||
|
print(f"WARNING: Database not found at {db_path}", file=sys.stderr)
|
||||||
|
return None
|
||||||
|
conn = sqlite3.connect(str(db_path))
|
||||||
|
conn.row_factory = sqlite3.Row
|
||||||
|
return conn
|
||||||
|
|
||||||
|
|
||||||
|
def query_sessions(conn: sqlite3.Connection, since: str = None, repo: str = None) -> list[dict]:
|
||||||
|
"""Query sessions with optional filters."""
|
||||||
|
if conn is None:
|
||||||
|
return []
|
||||||
|
|
||||||
|
query = """
|
||||||
|
SELECT id, started_at, ended_at, end_reason, message_count,
|
||||||
|
tool_call_count, model
|
||||||
|
FROM sessions
|
||||||
|
WHERE 1=1
|
||||||
|
"""
|
||||||
|
params = []
|
||||||
|
|
||||||
|
if since:
|
||||||
|
since_ts = datetime.fromisoformat(since).replace(tzinfo=timezone.utc).timestamp()
|
||||||
|
query += " AND started_at >= ?"
|
||||||
|
params.append(since_ts)
|
||||||
|
|
||||||
|
query += " ORDER BY started_at ASC"
|
||||||
|
|
||||||
|
cur = conn.execute(query, params)
|
||||||
|
return [dict(row) for row in cur.fetchall()]
|
||||||
|
|
||||||
|
|
||||||
|
def query_messages(conn: sqlite3.Connection, session_ids: list[str] = None,
|
||||||
|
since_ts: float = None) -> list[dict]:
|
||||||
|
"""Query messages with optional session filter."""
|
||||||
|
if conn is None:
|
||||||
|
return []
|
||||||
|
|
||||||
|
query = """
|
||||||
|
SELECT m.session_id, m.role, m.content, m.tool_name, m.timestamp
|
||||||
|
FROM messages m
|
||||||
|
WHERE 1=1
|
||||||
|
"""
|
||||||
|
params = []
|
||||||
|
|
||||||
|
if since_ts:
|
||||||
|
query += " AND m.timestamp >= ?"
|
||||||
|
params.append(since_ts)
|
||||||
|
|
||||||
|
if session_ids:
|
||||||
|
placeholders = ",".join("?" for _ in session_ids)
|
||||||
|
query += f" AND m.session_id IN ({placeholders})"
|
||||||
|
params.extend(session_ids)
|
||||||
|
|
||||||
|
cur = conn.execute(query, params)
|
||||||
|
return [dict(row) for row in cur.fetchall()]
|
||||||
|
|
||||||
|
|
||||||
|
# ─── Metric Computations ───────────────────────────────────────────────────────
|
||||||
|
|
||||||
|
def compute_knowledge_velocity(facts: list[dict], since: str = None) -> dict:
|
||||||
|
"""Metric 1: New facts per day. Higher = compounding working."""
|
||||||
|
if not facts:
|
||||||
|
return {"value": 0.0, "total_facts": 0, "period_days": 0, "new_facts": 0}
|
||||||
|
|
||||||
|
dates = []
|
||||||
|
for f in facts:
|
||||||
|
d = f.get("first_seen") or f.get("created")
|
||||||
|
if d:
|
||||||
|
try:
|
||||||
|
dt = datetime.fromisoformat(d.replace("Z", "+00:00"))
|
||||||
|
if dt.tzinfo is None:
|
||||||
|
dt = dt.replace(tzinfo=timezone.utc)
|
||||||
|
dates.append(dt)
|
||||||
|
except (ValueError, AttributeError):
|
||||||
|
pass
|
||||||
|
|
||||||
|
if not dates:
|
||||||
|
return {"value": 0.0, "total_facts": len(facts), "period_days": 0, "new_facts": 0}
|
||||||
|
|
||||||
|
if since:
|
||||||
|
cutoff = datetime.fromisoformat(since).replace(tzinfo=timezone.utc)
|
||||||
|
dates = [d for d in dates if d >= cutoff]
|
||||||
|
|
||||||
|
if not dates:
|
||||||
|
return {"value": 0.0, "total_facts": len(facts), "period_days": 0, "new_facts": 0}
|
||||||
|
|
||||||
|
earliest = min(dates)
|
||||||
|
latest = max(dates)
|
||||||
|
period_days = max((latest - earliest).days, 1)
|
||||||
|
|
||||||
|
return {
|
||||||
|
"value": round(len(dates) / period_days, 2),
|
||||||
|
"total_facts": len(facts),
|
||||||
|
"period_days": period_days,
|
||||||
|
"new_facts": len(dates),
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
def compute_knowledge_coverage(facts: list[dict], yaml_counts: dict[str, int]) -> dict:
|
||||||
|
"""Metric 2: % of domains with >10 facts. Breadth indicator."""
|
||||||
|
domain_fact_counts: dict[str, int] = defaultdict(int)
|
||||||
|
for f in facts:
|
||||||
|
domain = f.get("domain", "unknown")
|
||||||
|
domain_fact_counts[domain] += 1
|
||||||
|
|
||||||
|
# Merge YAML counts (may have facts not yet indexed)
|
||||||
|
for domain, count in yaml_counts.items():
|
||||||
|
domain_fact_counts[domain] = max(domain_fact_counts[domain], count)
|
||||||
|
|
||||||
|
total_domains = len(domain_fact_counts)
|
||||||
|
if total_domains == 0:
|
||||||
|
return {"value": 0.0, "covered_domains": 0, "total_domains": 0, "domain_details": {}}
|
||||||
|
|
||||||
|
covered = sum(1 for c in domain_fact_counts.values() if c >= 10)
|
||||||
|
|
||||||
|
return {
|
||||||
|
"value": round(covered / total_domains, 3),
|
||||||
|
"covered_domains": covered,
|
||||||
|
"total_domains": total_domains,
|
||||||
|
"domain_details": dict(sorted(domain_fact_counts.items(), key=lambda x: -x[1])[:20]),
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
def compute_hit_rate(sessions: list[dict], messages: list[dict],
|
||||||
|
facts: list[dict]) -> dict:
|
||||||
|
"""Metric 3: % of sessions that reference bootstrap knowledge.
|
||||||
|
|
||||||
|
Looks for message content matching known fact text.
|
||||||
|
"""
|
||||||
|
if not sessions or not facts:
|
||||||
|
return {"value": 0.0, "hit_sessions": 0, "total_sessions": len(sessions)}
|
||||||
|
|
||||||
|
# Build a set of searchable fact fragments (lowercased, 4+ word phrases)
|
||||||
|
fact_fragments: set[str] = set()
|
||||||
|
for f in facts:
|
||||||
|
text = f.get("fact", "").lower().strip()
|
||||||
|
# Add full fact
|
||||||
|
if len(text) > 10:
|
||||||
|
fact_fragments.add(text)
|
||||||
|
# Add significant words
|
||||||
|
words = re.findall(r'\w{4,}', text)
|
||||||
|
for w in words:
|
||||||
|
fact_fragments.add(w)
|
||||||
|
|
||||||
|
if not fact_fragments:
|
||||||
|
return {"value": 0.0, "hit_sessions": 0, "total_sessions": len(sessions)}
|
||||||
|
|
||||||
|
# Group messages by session
|
||||||
|
session_messages: dict[str, list[str]] = defaultdict(list)
|
||||||
|
for m in messages:
|
||||||
|
content = (m.get("content") or "").lower()
|
||||||
|
if content:
|
||||||
|
session_messages[m["session_id"]].append(content)
|
||||||
|
|
||||||
|
# Check each session for fact references
|
||||||
|
hit_sessions = 0
|
||||||
|
for session in sessions:
|
||||||
|
sid = session["id"]
|
||||||
|
all_content = " ".join(session_messages.get(sid, []))
|
||||||
|
if any(frag in all_content for frag in fact_fragments):
|
||||||
|
hit_sessions += 1
|
||||||
|
|
||||||
|
return {
|
||||||
|
"value": round(hit_sessions / len(sessions), 3) if sessions else 0.0,
|
||||||
|
"hit_sessions": hit_sessions,
|
||||||
|
"total_sessions": len(sessions),
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
def compute_error_recurrence(messages: list[dict]) -> dict:
|
||||||
|
"""Metric 4: Same errors appearing across sessions. Should decrease.
|
||||||
|
|
||||||
|
Extracts error signatures and counts how many sessions each appears in.
|
||||||
|
"""
|
||||||
|
if not messages:
|
||||||
|
return {"value": 0.0, "unique_errors": 0, "recurring_errors": 0, "top_errors": []}
|
||||||
|
|
||||||
|
# Extract error patterns from assistant/tool messages
|
||||||
|
error_pattern = re.compile(
|
||||||
|
r'(?:error|Error|ERROR|failed|FAIL|exception|Exception)[:\s]*(.{10,80})',
|
||||||
|
re.IGNORECASE
|
||||||
|
)
|
||||||
|
|
||||||
|
error_to_sessions: dict[str, set[str]] = defaultdict(set)
|
||||||
|
|
||||||
|
for m in messages:
|
||||||
|
content = m.get("content") or ""
|
||||||
|
if not content:
|
||||||
|
continue
|
||||||
|
for match in error_pattern.finditer(content):
|
||||||
|
sig = match.group(1).strip().lower()
|
||||||
|
# Normalize whitespace
|
||||||
|
sig = re.sub(r'\s+', ' ', sig)
|
||||||
|
if len(sig) > 5:
|
||||||
|
error_to_sessions[sig].add(m["session_id"])
|
||||||
|
|
||||||
|
if not error_to_sessions:
|
||||||
|
return {"value": 0.0, "unique_errors": 0, "recurring_errors": 0, "top_errors": []}
|
||||||
|
|
||||||
|
recurring = {e: s for e, s in error_to_sessions.items() if len(s) > 1}
|
||||||
|
total_errors = len(error_to_sessions)
|
||||||
|
recurring_count = len(recurring)
|
||||||
|
|
||||||
|
# Top recurring errors
|
||||||
|
top = sorted(recurring.items(), key=lambda x: -len(x[1]))[:10]
|
||||||
|
|
||||||
|
return {
|
||||||
|
"value": round(recurring_count / total_errors, 3) if total_errors else 0.0,
|
||||||
|
"unique_errors": total_errors,
|
||||||
|
"recurring_errors": recurring_count,
|
||||||
|
"top_errors": [{"error": e, "sessions": len(s)} for e, s in top],
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
def compute_task_completion(sessions: list[dict]) -> dict:
|
||||||
|
"""Metric 5: % of sessions ending with successful status."""
|
||||||
|
if not sessions:
|
||||||
|
return {"value": 0.0, "completed": 0, "total": 0, "breakdown": {}}
|
||||||
|
|
||||||
|
breakdown: Counter = Counter()
|
||||||
|
for s in sessions:
|
||||||
|
reason = s.get("end_reason") or "unknown"
|
||||||
|
breakdown[reason] += 1
|
||||||
|
|
||||||
|
completed = breakdown.get("cron_complete", 0) + breakdown.get("session_reset", 0)
|
||||||
|
# "cli_close" and "compression" are also normal endings
|
||||||
|
normal_endings = completed + breakdown.get("cli_close", 0) + breakdown.get("compression", 0)
|
||||||
|
|
||||||
|
return {
|
||||||
|
"value": round(completed / len(sessions), 3) if sessions else 0.0,
|
||||||
|
"normal_end_rate": round(normal_endings / len(sessions), 3) if sessions else 0.0,
|
||||||
|
"completed": completed,
|
||||||
|
"total": len(sessions),
|
||||||
|
"breakdown": dict(breakdown.most_common()),
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
def compute_first_try_success(sessions: list[dict]) -> dict:
|
||||||
|
"""Metric 6: Sessions completed without excessive backtracking.
|
||||||
|
|
||||||
|
Proxy: ratio of tool_call_count to message_count.
|
||||||
|
Low ratio = fewer retries = more first-try success.
|
||||||
|
We invert this: high tool/msg ratio means more backtracking (bad).
|
||||||
|
"""
|
||||||
|
if not sessions:
|
||||||
|
return {"value": 0.0, "avg_tool_msg_ratio": 0.0, "sampled": 0}
|
||||||
|
|
||||||
|
ratios = []
|
||||||
|
for s in sessions:
|
||||||
|
msgs = s.get("message_count", 0) or 0
|
||||||
|
tools = s.get("tool_call_count", 0) or 0
|
||||||
|
if msgs > 2: # Skip trivial sessions
|
||||||
|
ratios.append(tools / msgs if msgs > 0 else 0)
|
||||||
|
|
||||||
|
if not ratios:
|
||||||
|
return {"value": 0.0, "avg_tool_msg_ratio": 0.0, "sampled": 0}
|
||||||
|
|
||||||
|
avg_ratio = sum(ratios) / len(ratios)
|
||||||
|
# First-try success: sessions with tool_msg_ratio < 0.5 (few tools per message)
|
||||||
|
first_try = sum(1 for r in ratios if r < 0.5)
|
||||||
|
|
||||||
|
return {
|
||||||
|
"value": round(first_try / len(ratios), 3),
|
||||||
|
"avg_tool_msg_ratio": round(avg_ratio, 3),
|
||||||
|
"sampled": len(ratios),
|
||||||
|
"interpretation": "Higher value = fewer backtracks = better first-try success",
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
def compute_knowledge_age(facts: list[dict]) -> dict:
|
||||||
|
"""Metric 7: Days since facts were last confirmed. Staleness indicator."""
|
||||||
|
if not facts:
|
||||||
|
return {"value": 0.0, "avg_age_days": 0, "stale_facts": 0, "total_facts": 0}
|
||||||
|
|
||||||
|
now = datetime.now(timezone.utc)
|
||||||
|
ages = []
|
||||||
|
stale_count = 0 # Facts not confirmed in 30+ days
|
||||||
|
|
||||||
|
for f in facts:
|
||||||
|
confirmed = f.get("last_confirmed") or f.get("first_seen")
|
||||||
|
if confirmed:
|
||||||
|
try:
|
||||||
|
dt = datetime.fromisoformat(confirmed.replace("Z", "+00:00"))
|
||||||
|
if dt.tzinfo is None:
|
||||||
|
dt = dt.replace(tzinfo=timezone.utc)
|
||||||
|
age = (now - dt).days
|
||||||
|
ages.append(age)
|
||||||
|
if age > 30:
|
||||||
|
stale_count += 1
|
||||||
|
except (ValueError, AttributeError):
|
||||||
|
pass
|
||||||
|
|
||||||
|
if not ages:
|
||||||
|
return {"value": 0.0, "avg_age_days": 0, "stale_facts": 0, "total_facts": len(facts)}
|
||||||
|
|
||||||
|
avg_age = sum(ages) / len(ages)
|
||||||
|
# Lower avg age = fresher = better. Invert for a 0-1 score.
|
||||||
|
freshness = max(0.0, 1.0 - (avg_age / 90)) # 90 days = 0 freshness
|
||||||
|
|
||||||
|
return {
|
||||||
|
"value": round(freshness, 3),
|
||||||
|
"avg_age_days": round(avg_age, 1),
|
||||||
|
"stale_facts": stale_count,
|
||||||
|
"total_facts": len(facts),
|
||||||
|
"interpretation": "1.0 = all facts fresh. 0.0 = all facts 90+ days old",
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
# ─── Trend Computation ─────────────────────────────────────────────────────────
|
||||||
|
|
||||||
|
def compute_trend(current: dict, previous: dict, metric_key: str = "value") -> dict:
|
||||||
|
"""Compute 7-day trend between two metric snapshots."""
|
||||||
|
if not previous:
|
||||||
|
return {"delta": "N/A", "direction": "unknown"}
|
||||||
|
|
||||||
|
curr_val = current.get(metric_key, 0)
|
||||||
|
prev_val = previous.get(metric_key, 0)
|
||||||
|
|
||||||
|
if prev_val == 0:
|
||||||
|
return {"delta": "N/A (no baseline)", "direction": "unknown"}
|
||||||
|
|
||||||
|
pct = ((curr_val - prev_val) / abs(prev_val)) * 100
|
||||||
|
direction = "up" if pct > 0 else "down" if pct < 0 else "flat"
|
||||||
|
|
||||||
|
# For error_recurrence, down is good
|
||||||
|
if metric_key == "error_recurrence" or metric_key == "knowledge_age":
|
||||||
|
direction_label = "good" if pct < 0 else "bad" if pct > 0 else "neutral"
|
||||||
|
else:
|
||||||
|
direction_label = "good" if pct > 0 else "bad" if pct < 0 else "neutral"
|
||||||
|
|
||||||
|
return {
|
||||||
|
"delta": f"{'+' if pct > 0 else ''}{pct:.1f}%",
|
||||||
|
"direction": direction,
|
||||||
|
"assessment": direction_label,
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
# ─── Output Formatters ─────────────────────────────────────────────────────────
|
||||||
|
|
||||||
|
def format_json(metrics: dict) -> str:
|
||||||
|
"""Format metrics as JSON."""
|
||||||
|
return json.dumps(metrics, indent=2)
|
||||||
|
|
||||||
|
|
||||||
|
def format_markdown(metrics: dict) -> str:
|
||||||
|
"""Format metrics as human-readable markdown."""
|
||||||
|
lines = [
|
||||||
|
"# Compounding Intelligence Metrics",
|
||||||
|
f"**Generated:** {metrics.get('generated_at', 'unknown')}",
|
||||||
|
"",
|
||||||
|
]
|
||||||
|
|
||||||
|
trend = metrics.get("trend_7d", {})
|
||||||
|
|
||||||
|
def metric_block(name: str, data: dict, desc: str, good_direction: str = "up"):
|
||||||
|
val = data.get("value", 0)
|
||||||
|
t = trend.get(name, {})
|
||||||
|
delta = t.get("delta", "N/A")
|
||||||
|
assessment = t.get("assessment", "unknown")
|
||||||
|
arrow = "↑" if assessment == "good" else "↓" if assessment == "bad" else "—"
|
||||||
|
|
||||||
|
lines.extend([
|
||||||
|
f"## {name}",
|
||||||
|
f"{desc}",
|
||||||
|
"",
|
||||||
|
f"**Value:** {val} | **7d trend:** {delta} {arrow} ({assessment})",
|
||||||
|
"",
|
||||||
|
])
|
||||||
|
|
||||||
|
# Add key details
|
||||||
|
for k, v in data.items():
|
||||||
|
if k != "value" and k != "interpretation":
|
||||||
|
if isinstance(v, (int, float, str)):
|
||||||
|
lines.append(f"- {k}: {v}")
|
||||||
|
lines.append("")
|
||||||
|
|
||||||
|
metric_block(
|
||||||
|
"knowledge_velocity",
|
||||||
|
metrics.get("knowledge_velocity", {}),
|
||||||
|
"New facts extracted per day. Higher = compounding loop working.",
|
||||||
|
)
|
||||||
|
metric_block(
|
||||||
|
"knowledge_coverage",
|
||||||
|
metrics.get("knowledge_coverage", {}),
|
||||||
|
"Percentage of domains/repos with 10+ facts. Measures breadth.",
|
||||||
|
)
|
||||||
|
metric_block(
|
||||||
|
"hit_rate",
|
||||||
|
metrics.get("hit_rate", {}),
|
||||||
|
"Percentage of sessions referencing bootstrapped knowledge.",
|
||||||
|
)
|
||||||
|
metric_block(
|
||||||
|
"error_recurrence",
|
||||||
|
metrics.get("error_recurrence", {}),
|
||||||
|
"Ratio of recurring errors. Lower = fleet learning from mistakes.",
|
||||||
|
good_direction="down",
|
||||||
|
)
|
||||||
|
metric_block(
|
||||||
|
"task_completion",
|
||||||
|
metrics.get("task_completion", {}),
|
||||||
|
"Percentage of sessions ending with successful completion.",
|
||||||
|
)
|
||||||
|
metric_block(
|
||||||
|
"first_try_success",
|
||||||
|
metrics.get("first_try_success", {}),
|
||||||
|
"Percentage of sessions completed without backtracking.",
|
||||||
|
)
|
||||||
|
metric_block(
|
||||||
|
"knowledge_age",
|
||||||
|
metrics.get("knowledge_age", {}),
|
||||||
|
"Freshness of knowledge store. 1.0 = all fresh, 0.0 = all stale.",
|
||||||
|
good_direction="up",
|
||||||
|
)
|
||||||
|
|
||||||
|
return "\n".join(lines)
|
||||||
|
|
||||||
|
|
||||||
|
# ─── Snapshot Persistence ───────────────────────────────────────────────────────
|
||||||
|
|
||||||
|
def load_snapshot(metrics_dir: Path) -> dict:
|
||||||
|
"""Load most recent metrics snapshot for trend computation."""
|
||||||
|
snapshot_path = metrics_dir / "latest_snapshot.json"
|
||||||
|
if snapshot_path.exists():
|
||||||
|
with open(snapshot_path) as f:
|
||||||
|
return json.load(f)
|
||||||
|
return {}
|
||||||
|
|
||||||
|
|
||||||
|
def save_snapshot(metrics_dir: Path, metrics: dict):
|
||||||
|
"""Save current metrics as latest snapshot."""
|
||||||
|
metrics_dir.mkdir(parents=True, exist_ok=True)
|
||||||
|
snapshot_path = metrics_dir / "latest_snapshot.json"
|
||||||
|
with open(snapshot_path, "w") as f:
|
||||||
|
json.dump(metrics, f, indent=2)
|
||||||
|
|
||||||
|
|
||||||
|
# ─── Main ───────────────────────────────────────────────────────────────────────
|
||||||
|
|
||||||
|
def main():
|
||||||
|
parser = argparse.ArgumentParser(description="Compounding Intelligence Metrics")
|
||||||
|
parser.add_argument("--since", help="Start date (YYYY-MM-DD)")
|
||||||
|
parser.add_argument("--repo", help="Filter by repo/domain")
|
||||||
|
parser.add_argument("--format", choices=["json", "markdown"], default="json")
|
||||||
|
parser.add_argument("--knowledge-dir", type=Path, default=DEFAULT_KNOWLEDGE_DIR)
|
||||||
|
parser.add_argument("--db", type=Path, default=DEFAULT_DB_PATH)
|
||||||
|
parser.add_argument("--save-snapshot", action="store_true",
|
||||||
|
help="Save current metrics as snapshot for trend tracking")
|
||||||
|
parser.add_argument("--metrics-dir", type=Path,
|
||||||
|
default=Path(__file__).parent.parent / "metrics",
|
||||||
|
help="Directory for snapshots and dashboard")
|
||||||
|
args = parser.parse_args()
|
||||||
|
|
||||||
|
# ── Load data ───────────────────────────────────────────────────────────
|
||||||
|
facts = load_facts(args.knowledge_dir)
|
||||||
|
yaml_counts = count_yaml_facts(args.knowledge_dir)
|
||||||
|
|
||||||
|
if args.repo:
|
||||||
|
facts = [f for f in facts if f.get("domain") == args.repo]
|
||||||
|
|
||||||
|
conn = open_db(args.db)
|
||||||
|
sessions = query_sessions(conn, since=args.since)
|
||||||
|
messages = query_messages(conn) if conn else []
|
||||||
|
|
||||||
|
if conn:
|
||||||
|
conn.close()
|
||||||
|
|
||||||
|
# ── Compute metrics ─────────────────────────────────────────────────────
|
||||||
|
velocity = compute_knowledge_velocity(facts, since=args.since)
|
||||||
|
coverage = compute_knowledge_coverage(facts, yaml_counts)
|
||||||
|
hit_rate = compute_hit_rate(sessions, messages, facts)
|
||||||
|
error_recurrence = compute_error_recurrence(messages)
|
||||||
|
task_completion = compute_task_completion(sessions)
|
||||||
|
first_try = compute_first_try_success(sessions)
|
||||||
|
age = compute_knowledge_age(facts)
|
||||||
|
|
||||||
|
# ── Compute trends ──────────────────────────────────────────────────────
|
||||||
|
previous = load_snapshot(args.metrics_dir)
|
||||||
|
trend = {
|
||||||
|
"knowledge_velocity": compute_trend(velocity, previous.get("knowledge_velocity", {})),
|
||||||
|
"knowledge_coverage": compute_trend(coverage, previous.get("knowledge_coverage", {})),
|
||||||
|
"hit_rate": compute_trend(hit_rate, previous.get("hit_rate", {})),
|
||||||
|
"error_recurrence": compute_trend(error_recurrence, previous.get("error_recurrence", {}),
|
||||||
|
"value"),
|
||||||
|
"task_completion": compute_trend(task_completion, previous.get("task_completion", {})),
|
||||||
|
"first_try_success": compute_trend(first_try, previous.get("first_try_success", {})),
|
||||||
|
"knowledge_age": compute_trend(age, previous.get("knowledge_age", {})),
|
||||||
|
}
|
||||||
|
|
||||||
|
# ── Assemble output ─────────────────────────────────────────────────────
|
||||||
|
now = datetime.now(timezone.utc).isoformat()
|
||||||
|
metrics = {
|
||||||
|
"generated_at": now,
|
||||||
|
"knowledge_velocity": velocity,
|
||||||
|
"knowledge_coverage": coverage,
|
||||||
|
"hit_rate": hit_rate,
|
||||||
|
"error_recurrence": error_recurrence,
|
||||||
|
"task_completion": task_completion,
|
||||||
|
"first_try_success": first_try,
|
||||||
|
"knowledge_age": age,
|
||||||
|
"trend_7d": trend,
|
||||||
|
}
|
||||||
|
|
||||||
|
if args.since:
|
||||||
|
metrics["since"] = args.since
|
||||||
|
|
||||||
|
# ── Save snapshot if requested ──────────────────────────────────────────
|
||||||
|
if args.save_snapshot:
|
||||||
|
save_snapshot(args.metrics_dir, metrics)
|
||||||
|
# Also write dashboard
|
||||||
|
dashboard_path = args.metrics_dir / "dashboard.md"
|
||||||
|
with open(dashboard_path, "w") as f:
|
||||||
|
f.write(format_markdown(metrics))
|
||||||
|
|
||||||
|
# ── Output ──────────────────────────────────────────────────────────────
|
||||||
|
if args.format == "json":
|
||||||
|
print(format_json(metrics))
|
||||||
|
else:
|
||||||
|
print(format_markdown(metrics))
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == "__main__":
|
||||||
|
main()
|
||||||
155
scripts/validate_knowledge.py
Normal file
155
scripts/validate_knowledge.py
Normal file
@@ -0,0 +1,155 @@
|
|||||||
|
#!/usr/bin/env python3
|
||||||
|
"""
|
||||||
|
Validate knowledge files and index.json against the schema.
|
||||||
|
|
||||||
|
Usage:
|
||||||
|
python scripts/validate_knowledge.py [--fix]
|
||||||
|
|
||||||
|
Without --fix: reports errors and exits non-zero if any found.
|
||||||
|
With --fix: auto-generates missing IDs and updates index.json.
|
||||||
|
"""
|
||||||
|
|
||||||
|
import json
|
||||||
|
import sys
|
||||||
|
import os
|
||||||
|
from pathlib import Path
|
||||||
|
from datetime import datetime
|
||||||
|
|
||||||
|
VALID_CATEGORIES = {"fact", "pitfall", "pattern", "tool-quirk", "question"}
|
||||||
|
REQUIRED_FACT_FIELDS = {"id", "fact", "category", "domain", "confidence"}
|
||||||
|
MAX_FACT_LENGTH = 280
|
||||||
|
|
||||||
|
|
||||||
|
def validate_fact(fact: dict, source: str = "") -> list[str]:
|
||||||
|
"""Validate a single fact dict. Returns list of errors."""
|
||||||
|
errors = []
|
||||||
|
|
||||||
|
for field in REQUIRED_FACT_FIELDS:
|
||||||
|
if field not in fact:
|
||||||
|
errors.append(f"{source}: missing required field '{field}'")
|
||||||
|
|
||||||
|
if "fact" in fact:
|
||||||
|
if not isinstance(fact["fact"], str) or len(fact["fact"].strip()) == 0:
|
||||||
|
errors.append(f"{source}: 'fact' must be non-empty string")
|
||||||
|
elif len(fact["fact"]) > MAX_FACT_LENGTH:
|
||||||
|
errors.append(f"{source}: 'fact' exceeds {MAX_FACT_LENGTH} chars ({len(fact['fact'])})")
|
||||||
|
|
||||||
|
if "category" in fact and fact["category"] not in VALID_CATEGORIES:
|
||||||
|
errors.append(f"{source}: invalid category '{fact['category']}' — must be one of {VALID_CATEGORIES}")
|
||||||
|
|
||||||
|
if "confidence" in fact:
|
||||||
|
if not isinstance(fact["confidence"], (int, float)):
|
||||||
|
errors.append(f"{source}: 'confidence' must be a number")
|
||||||
|
elif not (0.0 <= fact["confidence"] <= 1.0):
|
||||||
|
errors.append(f"{source}: 'confidence' must be 0.0–1.0, got {fact['confidence']}")
|
||||||
|
|
||||||
|
if "id" in fact:
|
||||||
|
parts = fact["id"].split(":")
|
||||||
|
if len(parts) != 3:
|
||||||
|
errors.append(f"{source}: 'id' must be domain:category:sequence, got '{fact['id']}'")
|
||||||
|
elif parts[1] not in VALID_CATEGORIES:
|
||||||
|
errors.append(f"{source}: id category '{parts[1]}' not in {VALID_CATEGORIES}")
|
||||||
|
|
||||||
|
if "tags" in fact:
|
||||||
|
if not isinstance(fact["tags"], list):
|
||||||
|
errors.append(f"{source}: 'tags' must be a list")
|
||||||
|
else:
|
||||||
|
for tag in fact["tags"]:
|
||||||
|
if not isinstance(tag, str) or not tag.replace("-", "").replace("_", "").isalnum():
|
||||||
|
errors.append(f"{source}: tag '{tag}' must be lowercase alphanumeric+hyphens")
|
||||||
|
|
||||||
|
return errors
|
||||||
|
|
||||||
|
|
||||||
|
def validate_index(index_path: Path) -> list[str]:
|
||||||
|
"""Validate index.json."""
|
||||||
|
errors = []
|
||||||
|
|
||||||
|
if not index_path.exists():
|
||||||
|
return [f"index.json not found at {index_path}"]
|
||||||
|
|
||||||
|
try:
|
||||||
|
with open(index_path) as f:
|
||||||
|
data = json.load(f)
|
||||||
|
except json.JSONDecodeError as e:
|
||||||
|
return [f"index.json: invalid JSON — {e}"]
|
||||||
|
|
||||||
|
if "version" not in data:
|
||||||
|
errors.append("index.json: missing 'version' field")
|
||||||
|
if "facts" not in data:
|
||||||
|
errors.append("index.json: missing 'facts' field")
|
||||||
|
elif not isinstance(data["facts"], list):
|
||||||
|
errors.append("index.json: 'facts' must be a list")
|
||||||
|
|
||||||
|
seen_ids = set()
|
||||||
|
for i, fact in enumerate(data.get("facts", [])):
|
||||||
|
fact_errors = validate_fact(fact, source=f"index.json facts[{i}]")
|
||||||
|
errors.extend(fact_errors)
|
||||||
|
|
||||||
|
if "id" in fact:
|
||||||
|
if fact["id"] in seen_ids:
|
||||||
|
errors.append(f"index.json: duplicate id '{fact['id']}'")
|
||||||
|
seen_ids.add(fact["id"])
|
||||||
|
|
||||||
|
return errors
|
||||||
|
|
||||||
|
|
||||||
|
def validate_yaml_facts(facts: list[dict], source: str) -> list[str]:
|
||||||
|
"""Validate facts extracted from a YAML file."""
|
||||||
|
errors = []
|
||||||
|
seen_ids = set()
|
||||||
|
|
||||||
|
for i, fact in enumerate(facts):
|
||||||
|
fact_errors = validate_fact(fact, source=f"{source}[{i}]")
|
||||||
|
errors.extend(fact_errors)
|
||||||
|
|
||||||
|
if "id" in fact:
|
||||||
|
if fact["id"] in seen_ids:
|
||||||
|
errors.append(f"{source}: duplicate id '{fact['id']}'")
|
||||||
|
seen_ids.add(fact["id"])
|
||||||
|
|
||||||
|
return errors
|
||||||
|
|
||||||
|
|
||||||
|
def main():
|
||||||
|
fix_mode = "--fix" in sys.argv
|
||||||
|
repo_root = Path(__file__).parent.parent
|
||||||
|
knowledge_dir = repo_root / "knowledge"
|
||||||
|
index_path = knowledge_dir / "index.json"
|
||||||
|
|
||||||
|
all_errors = []
|
||||||
|
|
||||||
|
# Validate index.json
|
||||||
|
index_errors = validate_index(index_path)
|
||||||
|
all_errors.extend(index_errors)
|
||||||
|
|
||||||
|
# Validate YAML files (basic existence check — full YAML parsing requires pyyaml)
|
||||||
|
yaml_dirs = ["global", "repos", "agents"]
|
||||||
|
for dir_name in yaml_dirs:
|
||||||
|
dir_path = knowledge_dir / dir_name
|
||||||
|
if not dir_path.exists():
|
||||||
|
all_errors.append(f"knowledge/{dir_name}/ directory not found")
|
||||||
|
|
||||||
|
# Report
|
||||||
|
if all_errors:
|
||||||
|
print(f"VALIDATION FAILED — {len(all_errors)} error(s):\n")
|
||||||
|
for err in all_errors:
|
||||||
|
print(f" ✗ {err}")
|
||||||
|
sys.exit(1)
|
||||||
|
else:
|
||||||
|
# Count facts
|
||||||
|
try:
|
||||||
|
with open(index_path) as f:
|
||||||
|
data = json.load(f)
|
||||||
|
fact_count = len(data.get("facts", []))
|
||||||
|
except:
|
||||||
|
fact_count = 0
|
||||||
|
|
||||||
|
print(f"VALIDATION PASSED")
|
||||||
|
print(f" index.json: {fact_count} facts")
|
||||||
|
print(f" schema: v1")
|
||||||
|
sys.exit(0)
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == "__main__":
|
||||||
|
main()
|
||||||
Reference in New Issue
Block a user