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# GENOME.md — compounding-intelligence
*Auto-generated codebase genome. See timmy-home#676.*
---
## Project Overview
**What:** A system that turns 1B+ daily agent tokens into durable, compounding fleet intelligence.
**Why:** Every agent session starts at zero. The same mistakes get made repeatedly — the same HTTP 405 is rediscovered as a branch protection issue, the same token path is searched for from scratch. Intelligence evaporates when the session ends.
**How:** Three pipelines form a compounding loop:
```
SESSION ENDS → HARVESTER → KNOWLEDGE STORE → BOOTSTRAPPER → NEW SESSION STARTS SMARTER
MEASURER → Prove it's working
```
**Status:** Early stage. Template and test scaffolding exist. Core pipeline scripts (harvester.py, bootstrapper.py, measurer.py, session_reader.py) are planned but not yet implemented. The knowledge extraction prompt is complete and validated.
---
## Architecture
```mermaid
graph TD
A[Session Transcript<br/>.jsonl] --> B[Harvester]
B --> C{Extract Knowledge}
C --> D[knowledge/index.json]
C --> E[knowledge/global/*.md]
C --> F[knowledge/repos/{repo}.md]
C --> G[knowledge/agents/{agent}.md]
D --> H[Bootstrapper]
H --> I[Bootstrap Context<br/>2k token injection]
I --> J[New Session<br/>starts smarter]
J --> A
D --> K[Measurer]
K --> L[metrics/dashboard.md]
K --> M[Velocity / Hit Rate<br/>Error Reduction]
```
### Pipeline 1: Harvester
**Status:** Prompt designed. Script not implemented.
Reads finished session transcripts (JSONL). Uses `templates/harvest-prompt.md` to extract durable knowledge into five categories:
| Category | Description | Example |
|----------|-------------|---------|
| `fact` | Concrete, verifiable information | "Repository X has 5 files" |
| `pitfall` | Errors encountered, wrong assumptions | "Token is at ~/.config/gitea/token, not env var" |
| `pattern` | Successful action sequences | "Deploy: test → build → push → webhook" |
| `tool-quirk` | Environment-specific behaviors | "URL format requires trailing slash" |
| `question` | Identified but unanswered | "Need optimal batch size for harvesting" |
Output schema per knowledge item:
```json
{
"fact": "One sentence description",
"category": "fact|pitfall|pattern|tool-quirk|question",
"repo": "repo-name or 'global'",
"confidence": 0.0-1.0
}
```
### Pipeline 2: Bootstrapper
**Status:** Not implemented.
Queries knowledge store before session start. Assembles a compact 2k-token context from relevant facts. Injects into session startup so the agent begins with full situational awareness.
### Pipeline 3: Measurer
**Status:** Not implemented.
Tracks compounding metrics: knowledge velocity (facts/day), error reduction (%), hit rate (knowledge used / knowledge available), task completion improvement.
---
## Directory Structure
```
compounding-intelligence/
├── README.md # Project overview and architecture
├── GENOME.md # This file (codebase genome)
├── knowledge/ # [PLANNED] Knowledge store
│ ├── index.json # Machine-readable fact index
│ ├── global/ # Cross-repo knowledge
│ ├── repos/{repo}.md # Per-repo knowledge
│ └── agents/{agent}.md # Agent-type notes
├── scripts/
│ ├── test_harvest_prompt.py # Basic prompt validation (2.5KB)
│ └── test_harvest_prompt_comprehensive.py # Full prompt structure test (6.8KB)
├── templates/
│ └── harvest-prompt.md # Knowledge extraction prompt (3.5KB)
├── test_sessions/
│ ├── session_success.jsonl # Happy path test data
│ ├── session_failure.jsonl # Failure path test data
│ ├── session_partial.jsonl # Incomplete session test data
│ ├── session_patterns.jsonl # Pattern extraction test data
│ └── session_questions.jsonl # Question identification test data
└── metrics/ # [PLANNED] Compounding metrics
└── dashboard.md
```
---
## Entry Points and Data Flow
### Entry Point 1: Knowledge Extraction (Harvester)
```
Input: Session transcript (JSONL)
templates/harvest-prompt.md (LLM prompt)
Knowledge items (JSON array)
Output: knowledge/index.json + per-repo/per-agent markdown files
```
### Entry Point 2: Session Bootstrap (Bootstrapper)
```
Input: Session context (repo, agent type, task type)
knowledge/index.json (query relevant facts)
2k-token bootstrap context
Output: Injected into session startup
```
### Entry Point 3: Measurement (Measurer)
```
Input: knowledge/index.json + session history
Velocity, hit rate, error reduction calculations
Output: metrics/dashboard.md
```
---
## Key Abstractions
### Knowledge Item
The atomic unit. One sentence, one category, one confidence score. Designed to be small enough that 1000 items fit in a 2k-token bootstrap context.
### Knowledge Store
A directory structure that mirrors the fleet's mental model:
- `global/` — knowledge that applies everywhere (tool quirks, environment facts)
- `repos/` — knowledge specific to each repo
- `agents/` — knowledge specific to each agent type
### Confidence Score
0.01.0 scale. Defines how certain the harvester is about each extracted fact:
- 0.91.0: Explicitly stated with verification
- 0.70.8: Clearly implied by multiple data points
- 0.50.6: Suggested but not fully verified
- 0.30.4: Inferred from limited data
- 0.10.2: Speculative or uncertain
### Bootstrap Context
The 2k-token injection that a new session receives. Assembled from the most relevant knowledge items for the current task, filtered by confidence > 0.7, deduplicated, and compressed.
---
## API Surface
### Internal (scripts not yet implemented)
| Script | Input | Output | Status |
|--------|-------|--------|--------|
| `harvester.py` | Session JSONL path | Knowledge items JSON | PLANNED |
| `bootstrapper.py` | Repo + agent type | 2k-token context string | PLANNED |
| `measurer.py` | Knowledge store path | Metrics JSON | PLANNED |
| `session_reader.py` | Session JSONL path | Parsed transcript | PLANNED |
### Prompt (templates/harvest-prompt.md)
The extraction prompt is the core "API." It takes a session transcript and returns structured JSON. It defines:
- Five extraction categories
- Output format (JSON array of knowledge items)
- Confidence scoring rubric
- Constraints (no hallucination, specificity, relevance, brevity)
- Example input/output pair
---
## Test Coverage
### What Exists
| File | Tests | Coverage |
|------|-------|----------|
| `scripts/test_harvest_prompt.py` | 2 tests | Prompt file existence, sample transcript |
| `scripts/test_harvest_prompt_comprehensive.py` | 5 tests | Prompt structure, categories, fields, confidence scoring, size limits |
| `test_sessions/*.jsonl` | 5 sessions | Success, failure, partial, patterns, questions |
### What's Missing
1. **Harvester integration test** — Does the prompt actually extract correct knowledge from real transcripts?
2. **Bootstrapper test** — Does it assemble relevant context correctly?
3. **Knowledge store test** — Does the index.json maintain consistency?
4. **Confidence calibration test** — Do high-confidence facts actually prove true in later sessions?
5. **Deduplication test** — Are duplicate facts across sessions handled?
6. **Staleness test** — How does the system handle outdated knowledge?
---
## Security Considerations
1. **No secrets in knowledge store** — The harvester must filter out API keys, tokens, and credentials from extracted facts. The prompt constraints mention this but there is no automated guard.
2. **Knowledge poisoning** — A malicious or corrupted session could inject false facts. Confidence scoring partially mitigates this, but there is no verification step.
3. **Access control** — The knowledge store has no access control. Any process that can read the directory can read all facts. In a multi-tenant setup, this is a concern.
4. **Transcript privacy** — Session transcripts may contain user data. The harvester must not extract personally identifiable information into the knowledge store.
---
## The 100x Path (from README)
```
Month 1: 15,000 facts, sessions 20% faster
Month 2: 45,000 facts, sessions 40% faster, first-try success up 30%
Month 3: 90,000 facts, fleet measurably smarter per token
```
Each new session is better than the last. The intelligence compounds.
---
*Generated by codebase-genome pipeline. Ref: timmy-home#676.*

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# Knowledge File Format Specification
**Version:** 1
**Issue:** #10
**Status:** Draft
---
## Overview
The knowledge system has two layers:
1. **index.json** — Machine-readable fact index. Fast lookups by ID, category, repo, tags.
2. **Knowledge files** (YAML) — Human-readable, editable facts organized by domain.
The harvester writes to both. The bootstrapper reads from index.json. Humans edit the YAML files directly.
---
## index.json Schema
```json
{
"version": 1,
"last_updated": "ISO-8601 timestamp",
"total_facts": 0,
"facts": []
}
```
### Fact Object
| Field | Type | Required | Description |
|-------|------|----------|-------------|
| `id` | string | yes | Unique identifier: `{domain}:{category}:{sequence}` |
| `fact` | string | yes | One-sentence description of the knowledge |
| `category` | enum | yes | One of: `fact`, `pitfall`, `pattern`, `tool-quirk`, `question` |
| `domain` | string | yes | Where this applies: repo name, `global`, or agent name |
| `confidence` | float | yes | 0.01.0. How certain is this knowledge? |
| `tags` | string[] | no | Searchable labels |
| `source_count` | int | no | How many sessions confirmed this fact |
| `first_seen` | date | no | ISO-8601 date first extracted |
| `last_confirmed` | date | no | ISO-8601 date last seen in a session |
| `expires` | date | no | Optional. After this date, fact is stale |
| `related` | string[] | no | IDs of related facts |
### ID Format: `{domain}:{category}:{sequence}`
### Categories
| Category | Definition |
|----------|------------|
| `fact` | Concrete, verifiable information |
| `pitfall` | Errors, wrong assumptions, time-wasters |
| `pattern` | Successful sequences of actions |
| `tool-quirk` | Environment-specific behaviors |
| `question` | Identified but unanswered |
### Confidence Scoring
| Range | Meaning |
|-------|---------|
| 0.91.0 | Explicitly stated and verified |
| 0.70.8 | Clearly implied by multiple data points |
| 0.50.6 | Suggested but not fully verified |
| 0.30.4 | Inferred from limited data |
| 0.10.2 | Speculative or uncertain |
---
## Directory Structure
```
knowledge/
├── index.json # Machine-readable fact index
├── SCHEMA.md # This file
├── global/ # Cross-repo knowledge
│ ├── pitfalls.yaml
│ ├── patterns.yaml
│ └── tool-quirks.yaml
├── repos/ # Per-repo knowledge
│ ├── {repo-name}.yaml
│ └── ...
└── agents/ # Agent-type knowledge
└── {agent-type}.yaml
```
## YAML File Format
YAML files use frontmatter for metadata, then markdown sections with fact entries:
```yaml
---
domain: global
category: tool-quirk
version: 1
last_updated: "2026-04-13"
---
# Title
## Section
- id: global:tool-quirk:001
fact: "Description"
confidence: 0.95
tags: [tag1, tag2]
source_count: 5
first_seen: "2026-03-27"
```
## Validation
Run `python scripts/validate_knowledge.py` to validate index.json.

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---
domain: global
category: pitfall
version: 1
last_updated: "2026-04-13"
---
# Pitfalls (Global)
Cross-repo traps that waste time across the fleet.
## Git & Forge
- id: global:pitfall:001
fact: "Branch protection requires 1 approval on main - API merges fail with 405 without it"
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 - 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
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"

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@@ -1,71 +0,0 @@
---
domain: global
category: tool-quirk
version: 1
last_updated: "2026-04-13"
---
# Tool Quirks (Global)
## 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"
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"

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@@ -1,472 +1,6 @@
{
"version": 1,
"last_updated": "2026-04-13T20:00:00Z",
"total_facts": 29,
"facts": [
{
"id": "hermes-agent:pitfall:001",
"fact": "deploy-crons.py leaves jobs in mixed model format",
"category": "pitfall",
"domain": "hermes-agent",
"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",
"category": "pitfall",
"domain": "hermes-agent",
"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",
"category": "pitfall",
"domain": "hermes-agent",
"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",
"category": "pitfall",
"domain": "hermes-agent",
"confidence": 0.9,
"tags": [
"watchdog",
"model",
"config"
],
"source_count": 3,
"first_seen": "2026-04-08",
"last_confirmed": "2026-04-13"
},
{
"id": "hermes-agent:pitfall:005",
"fact": "10+ files read HERMES_HOME directly instead of get_hermes_home()",
"category": "pitfall",
"domain": "hermes-agent",
"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",
"category": "pitfall",
"domain": "hermes-agent",
"confidence": 0.8,
"tags": [
"paths",
"env",
"bug"
],
"source_count": 2,
"first_seen": "2026-04-05"
},
{
"id": "hermes-agent:pitfall:007",
"fact": "vps-agent-dispatch reports OK while remote hermes binary path is broken",
"category": "pitfall",
"domain": "hermes-agent",
"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",
"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"
}
]
"total_facts": 0,
"facts": []
}

View File

@@ -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"

View File

@@ -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"

View File

@@ -0,0 +1,212 @@
#!/usr/bin/env python3
"""
Comprehensive test script for knowledge extraction prompt.
Validates prompt structure, requirements, and consistency.
"""
import json
import re
from pathlib import Path
def test_prompt_structure():
"""Test that the prompt has the required structure."""
prompt_path = Path("templates/harvest-prompt.md")
if not prompt_path.exists():
return False, "harvest-prompt.md not found"
content = prompt_path.read_text()
# Check for required sections
required_sections = [
"System Prompt",
"Instructions",
"Categories",
"Output Format",
"Confidence Scoring",
"Constraints",
"Example"
]
for section in required_sections:
if section.lower() not in content.lower():
return False, f"Missing required section: {section}"
# Check for required categories
required_categories = ["fact", "pitfall", "pattern", "tool-quirk", "question"]
for category in required_categories:
if category not in content:
return False, f"Missing required category: {category}"
# Check for required output fields
required_fields = ["fact", "category", "repo", "confidence"]
for field in required_fields:
if field not in content:
return False, f"Missing required output field: {field}"
# Check prompt size (should be ~1k tokens, roughly 4k chars)
if len(content) > 5000:
return False, f"Prompt too large: {len(content)} chars (max ~5000)"
if len(content) < 1000:
return False, f"Prompt too small: {len(content)} chars (min ~1000)"
return True, "Prompt structure is valid"
def test_confidence_scoring():
"""Test that confidence scoring is properly defined."""
prompt_path = Path("templates/harvest-prompt.md")
content = prompt_path.read_text()
# Check for confidence scale definitions
confidence_levels = [
("0.9-1.0", "explicitly stated"),
("0.7-0.8", "clearly implied"),
("0.5-0.6", "suggested"),
("0.3-0.4", "inferred"),
("0.1-0.2", "speculative")
]
for level, description in confidence_levels:
if level not in content:
return False, f"Missing confidence level: {level}"
if description.lower() not in content.lower():
return False, f"Missing confidence description: {description}"
return True, "Confidence scoring is properly defined"
def test_example_quality():
"""Test that examples are clear and complete."""
prompt_path = Path("templates/harvest-prompt.md")
content = prompt_path.read_text()
# Check for example input/output
if "example" not in content.lower():
return False, "No examples provided"
# Check that example includes all categories
example_section = content[content.lower().find("example"):]
# Look for JSON example
json_match = re.search(r'\{[\s\S]*"knowledge"[\s\S]*\}', example_section)
if not json_match:
return False, "No JSON example found"
example_json = json_match.group(0)
# Check for all categories in example
for category in ["fact", "pitfall", "pattern", "tool-quirk", "question"]:
if category not in example_json:
return False, f"Example missing category: {category}"
return True, "Examples are clear and complete"
def test_constraint_coverage():
"""Test that constraints cover all requirements."""
prompt_path = Path("templates/harvest-prompt.md")
content = prompt_path.read_text()
required_constraints = [
"No hallucination",
"only extract",
"explicitly",
"partial",
"failed sessions",
"1k tokens"
]
for constraint in required_constraints:
if constraint.lower() not in content.lower():
return False, f"Missing constraint: {constraint}"
return True, "Constraints cover all requirements"
def test_test_sessions():
"""Test that test sessions exist and are valid."""
test_sessions_dir = Path("test_sessions")
if not test_sessions_dir.exists():
return False, "test_sessions directory not found"
session_files = list(test_sessions_dir.glob("*.jsonl"))
if len(session_files) < 5:
return False, f"Only {len(session_files)} test sessions found, need 5"
# Check each session file
for session_file in session_files:
content = session_file.read_text()
lines = content.strip().split("\n")
# Check that each line is valid JSON
for i, line in enumerate(lines, 1):
try:
json.loads(line)
except json.JSONDecodeError as e:
return False, f"Invalid JSON in {session_file.name}, line {i}: {e}"
return True, f"Found {len(session_files)} valid test sessions"
def run_all_tests():
"""Run all tests and return results."""
tests = [
("Prompt Structure", test_prompt_structure),
("Confidence Scoring", test_confidence_scoring),
("Example Quality", test_example_quality),
("Constraint Coverage", test_constraint_coverage),
("Test Sessions", test_test_sessions)
]
results = []
all_passed = True
for test_name, test_func in tests:
try:
passed, message = test_func()
results.append({
"test": test_name,
"passed": passed,
"message": message
})
if not passed:
all_passed = False
except Exception as e:
results.append({
"test": test_name,
"passed": False,
"message": f"Error: {str(e)}"
})
all_passed = False
# Print results
print("=" * 60)
print("HARVEST PROMPT TEST RESULTS")
print("=" * 60)
for result in results:
status = "✓ PASS" if result["passed"] else "✗ FAIL"
print(f"{status}: {result['test']}")
print(f" {result['message']}")
print()
print("=" * 60)
if all_passed:
print("ALL TESTS PASSED!")
else:
print("SOME TESTS FAILED!")
print("=" * 60)
return all_passed, results
if __name__ == "__main__":
all_passed, results = run_all_tests()
# Save results to file
with open("test_results.json", "w") as f:
json.dump({
"all_passed": all_passed,
"results": results,
"timestamp": "2026-04-14T19:05:00Z"
}, f, indent=2)
print(f"Results saved to test_results.json")
# Exit with appropriate code
exit(0 if all_passed else 1)

View File

@@ -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()

View File

@@ -0,0 +1,18 @@
{"role": "user", "content": "Deploy the application to production"}
{"role": "assistant", "content": "I'll deploy the application to production.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ssh deploy@prod-server 'cd /app && git pull && docker-compose up -d'"}}]}
{"role": "tool", "content": "ssh: connect to host prod-server port 22: Connection refused"}
{"role": "assistant", "content": "Connection refused. Let me check the server status.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ping -c 3 prod-server"}}]}
{"role": "tool", "content": "PING prod-server (192.168.1.100): 56 data bytes\nRequest timeout for icmp_seq 0\nRequest timeout for icmp_seq 1\nRequest timeout for icmp_seq 2\n--- prod-server ping statistics ---\n3 packets transmitted, 0 packets received, 100.0% packet loss"}
{"role": "assistant", "content": "The server appears to be down. Let me check if there's an alternative deployment method."}
{"role": "user", "content": "Try using the VPS instead"}
{"role": "assistant", "content": "I'll try deploying to the VPS.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ssh deploy@vps-server 'cd /app && git pull && docker-compose up -d'"}}]}
{"role": "tool", "content": "Permission denied (publickey)."}
{"role": "assistant", "content": "Permission denied. The SSH key might not be set up correctly. Let me check the SSH configuration.", "tool_calls": [{"function": "terminal", "arguments": {"command": "cat ~/.ssh/config"}}]}
{"role": "tool", "content": "Host vps-server\n HostName 167.99.126.228\n User deploy\n IdentityFile ~/.ssh/id_rsa_vps"}
{"role": "assistant", "content": "The SSH config looks correct. Let me check if the key exists.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ls -la ~/.ssh/id_rsa_vps"}}]}
{"role": "tool", "content": "ls: /Users/user/.ssh/id_rsa_vps: No such file or directory"}
{"role": "assistant", "content": "The SSH key doesn't exist. This is a pitfall - we need to generate the SSH key first."}
{"role": "user", "content": "Generate a new SSH key for the VPS"}
{"role": "assistant", "content": "I'll generate a new SSH key.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ssh-keygen -t rsa -b 4096 -f ~/.ssh/id_rsa_vps -N ''"}}]}
{"role": "tool", "content": "Generating public/private rsa key pair.\nYour identification has been saved in /Users/user/.ssh/id_rsa_vps\nYour public key has been saved in /Users/user/.ssh/id_rsa_vps.pub\nThe key fingerprint is:\nSHA256:abc123... user@machine"}
{"role": "assistant", "content": "SSH key generated. Now I need to add it to the VPS."}

View File

@@ -0,0 +1,14 @@
{"role": "user", "content": "Check the Gitea API for open issues"}
{"role": "assistant", "content": "I'll check the Gitea API for open issues.", "tool_calls": [{"function": "terminal", "arguments": {"command": "curl -H 'Authorization: token $GITEA_TOKEN' https://forge.alexanderwhitestone.com/api/v1/repos/Timmy_Foundation/compounding-intelligence/issues?state=open"}}]}
{"role": "tool", "content": "curl: (6) Could not resolve host: forge.alexanderwhitestone.com"}
{"role": "assistant", "content": "DNS resolution failed. Let me check the network connectivity.", "tool_calls": [{"function": "terminal", "arguments": {"command": "nslookup forge.alexanderwhitestone.com"}}]}
{"role": "tool", "content": "Server: 8.8.8.8\nAddress: 8.8.8.8#53\n\n** server can't find forge.alexanderwhitestone.com: NXDOMAIN"}
{"role": "assistant", "content": "The domain doesn't resolve. This might be a DNS issue. Let me try using the IP address directly.", "tool_calls": [{"function": "terminal", "arguments": {"command": "curl -H 'Authorization: token $GITEA_TOKEN' https://167.99.126.228/api/v1/repos/Timmy_Foundation/compounding-intelligence/issues?state=open"}}]}
{"role": "tool", "content": "curl: (60) SSL certificate problem: self signed certificate"}
{"role": "assistant", "content": "SSL certificate issue. The server is using a self-signed certificate. Let me try with -k flag to skip SSL verification.", "tool_calls": [{"function": "terminal", "arguments": {"command": "curl -k -H 'Authorization: token $GITEA_TOKEN' https://167.99.126.228/api/v1/repos/Timmy_Foundation/compounding-intelligence/issues?state=open"}}]}
{"role": "tool", "content": "[]"}
{"role": "assistant", "content": "No open issues found. The API returned an empty array."}
{"role": "user", "content": "Check if there are any pull requests"}
{"role": "assistant", "content": "Let me check for pull requests.", "tool_calls": [{"function": "terminal", "arguments": {"command": "curl -k -H 'Authorization: token $GITEA_TOKEN' https://167.99.126.228/api/v1/repos/Timmy_Foundation/compounding-intelligence/pulls?state=open"}}]}
{"role": "tool", "content": "[{"id": 20, "title": "feat: add harvester.py + session_reader.py — session knowledge extractor (closes #8)", "state": "open", "user": {"login": "Rockachopa"}, "created_at": "2026-04-14T17:28:20Z"}]"}
{"role": "assistant", "content": "Found 1 open pull request: PR #20 - "feat: add harvester.py + session_reader.py — session knowledge extractor (closes #8)" by Rockachopa."}

View File

@@ -0,0 +1,10 @@
{"role": "user", "content": "How do I deploy a new version of the application?"}
{"role": "assistant", "content": "Here's the deployment process:\n1. Run tests: pytest\n2. Build Docker image: docker build -t app:latest .\n3. Push to registry: docker push registry.example.com/app:latest\n4. Update production: ssh prod 'cd /app && docker-compose pull && docker-compose up -d'\n5. Verify: curl https://app.example.com/health"}
{"role": "user", "content": "What if tests fail?"}
{"role": "assistant", "content": "If tests fail:\n1. Check the error logs: pytest -v\n2. Fix the failing tests\n3. Re-run tests: pytest\n4. If still failing, check recent changes: git log --oneline -10\n5. Consider reverting: git revert HEAD"}
{"role": "user", "content": "What if the Docker build fails?"}
{"role": "assistant", "content": "If Docker build fails:\n1. Check Dockerfile syntax: docker build --no-cache -t app:latest .\n2. Check for missing dependencies: cat requirements.txt\n3. Check disk space: df -h\n4. Clean up Docker: docker system prune -f\n5. Try building with verbose output: docker build --progress=plain -t app:latest ."}
{"role": "user", "content": "What if the push to registry fails?"}
{"role": "assistant", "content": "If push to registry fails:\n1. Check registry credentials: docker login registry.example.com\n2. Check registry space: curl https://registry.example.com/v2/_catalog\n3. Check image size: docker images app:latest\n4. Try tagging with version: docker tag app:latest registry.example.com/app:v1.0.0\n5. Push with version tag: docker push registry.example.com/app:v1.0.0"}
{"role": "user", "content": "What if the production update fails?"}
{"role": "assistant", "content": "If production update fails:\n1. Check SSH connection: ssh prod 'echo connected'\n2. Check disk space on prod: ssh prod 'df -h'\n3. Check Docker status: ssh prod 'docker ps -a'\n4. Check logs: ssh prod 'docker-compose logs --tail=100'\n5. Rollback: ssh prod 'cd /app && git checkout HEAD~1 && docker-compose up -d'"}

View File

@@ -0,0 +1,12 @@
{"role": "user", "content": "I need to implement a new feature for the application"}
{"role": "assistant", "content": "I can help you implement a new feature. What feature would you like to add?"}
{"role": "user", "content": "I want to add user authentication"}
{"role": "assistant", "content": "User authentication is a good feature. I have a few questions:\n1. What authentication method do you prefer? (JWT, OAuth, Session-based)\n2. Do you need social login? (Google, GitHub, etc.)\n3. What user data do you need to store?\n4. Do you need role-based access control?\n5. What's your database? (PostgreSQL, MySQL, SQLite)"}
{"role": "user", "content": "I prefer JWT, no social login, just email and password, no roles, PostgreSQL"}
{"role": "assistant", "content": "Great choices. Here's the implementation plan:\n1. Create user model with email and password hash\n2. Create JWT token generation and validation\n3. Create login endpoint: POST /api/auth/login\n4. Create register endpoint: POST /api/auth/register\n5. Create middleware for protected routes\n6. Add password hashing with bcrypt\n7. Add rate limiting for login attempts\n8. Add password reset functionality\n9. Add email verification\n10. Test all endpoints"}
{"role": "user", "content": "What about password reset?"}
{"role": "assistant", "content": "For password reset:\n1. Create reset token table\n2. Create forgot password endpoint: POST /api/auth/forgot-password\n3. Send reset email with token\n4. Create reset password endpoint: POST /api/auth/reset-password\n5. Validate reset token and expiration\n6. Update password and delete token\n7. Send confirmation email"}
{"role": "user", "content": "What about email verification?"}
{"role": "assistant", "content": "For email verification:\n1. Add email_verified field to user model\n2. Create verification token table\n3. Send verification email on registration\n4. Create verify email endpoint: GET /api/auth/verify-email?token=...\n5. Validate token and update email_verified\n6. Add middleware to check email_verified for certain routes\n7. Add resend verification email endpoint"}
{"role": "user", "content": "What about rate limiting?"}
{"role": "assistant", "content": "For rate limiting:\n1. Use Redis for rate limit storage\n2. Create rate limit middleware\n3. Set limits: 5 login attempts per minute, 3 password resets per hour\n4. Return 429 Too Many Requests when limit exceeded\n5. Add X-RateLimit headers to responses\n6. Log rate limit violations\n7. Add whitelist for trusted IPs"}

View File

@@ -0,0 +1,13 @@
{"role": "user", "content": "Clone the repo at forge.alexanderwhitestone.com/Timmy_Foundation/compounding-intelligence"}
{"role": "assistant", "content": "I'll clone the repository for you.", "tool_calls": [{"function": "terminal", "arguments": {"command": "git clone https://forge.alexanderwhitestone.com/Timmy_Foundation/compounding-intelligence.git"}}]}
{"role": "tool", "content": "Cloning into 'compounding-intelligence'...\nremote: Enumerating objects: 15, done.\nremote: Counting objects: 100% (15/15), done.\nremote: Compressing objects: 100% (12/12), done.\nremote: Total 15 (delta 2), reused 0 (delta 0), pack-reused 0\nReceiving objects: 100% (15/15), done.\nResolving deltas: 100% (2/2), done."}
{"role": "assistant", "content": "Repository cloned successfully. Let me check the structure.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ls -la compounding-intelligence/"}}]}
{"role": "tool", "content": "total 8\ndrwxr-xr-x 5 user staff 160 Apr 14 17:21 .\ndrwxr-xr-x 12 user staff 384 Apr 14 17:21 ..\ndrwxr-xr-x 13 user staff 416 Apr 14 17:21 .git\n-rw-r--r-- 1 user staff 1234 Apr 14 17:21 README.md\ndrwxr-xr-x 3 user staff 96 Apr 14 17:21 knowledge\n-rw-r--r-- 1 user staff 456 Apr 14 17:21 metrics\ndrwxr-xr-x 4 user staff 128 Apr 14 17:21 scripts\ndrwxr-xr-x 3 user staff 96 Apr 14 17:21 templates"}
{"role": "user", "content": "What files are in the templates directory?"}
{"role": "assistant", "content": "Let me check the templates directory.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ls -la compounding-intelligence/templates/"}}]}
{"role": "tool", "content": "total 0\ndrwxr-xr-x 3 user staff 96 Apr 14 17:21 .\ndrwxr-xr-x 5 user staff 160 Apr 14 17:21 ..\n-rw-r--r-- 1 user staff 0 Apr 14 17:21 .gitkeep"}
{"role": "assistant", "content": "The templates directory currently only contains a .gitkeep file. No templates have been added yet."}
{"role": "user", "content": "Create a harvest-prompt.md template in the templates directory."}
{"role": "assistant", "content": "I'll create the harvest-prompt.md template for you.", "tool_calls": [{"function": "terminal", "arguments": {"command": "cat > compounding-intelligence/templates/harvest-prompt.md << 'EOF'\n# Knowledge Extraction Prompt\n\nExtract knowledge from session transcripts.\nEOF"}}]}
{"role": "tool", "content": ""}
{"role": "assistant", "content": "Template created successfully. The harvest-prompt.md file is now in the templates directory."}