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Author SHA1 Message Date
Alexander Whitestone
aad1b0e652 docs: add GENOME template and refresh root genome (#666)
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2026-04-17 03:09:59 -04:00
Alexander Whitestone
e47e6506b4 test: cover GENOME template surface for #666 2026-04-17 03:05:53 -04:00
37a08f45b8 Merge pull request 'docs: MemPalace v3.0.0 integration — before/after evaluation (#568)' (#764) from fix/568-mempalace-evaluation into main
Merge PR #764: docs: MemPalace v3.0.0 integration — before/after evaluation (#568)
2026-04-17 01:46:41 +00:00
9c420127be Merge pull request 'docs: add the-nexus genome analysis (#672)' (#763) from fix/672 into main
Merge PR #763: docs: add the-nexus genome analysis (#672)
2026-04-17 01:46:38 +00:00
13eea2ce44 Merge pull request 'feat: Codebase Genome for burn-fleet — 112-pane dispatch infrastructure (#681)' (#762) from fix/681-burn-fleet-genome into main
Merge PR #762: feat: Codebase Genome for burn-fleet — 112-pane dispatch infrastructure (#681)
2026-04-17 01:46:36 +00:00
8e86b8c3de docs: MemPalace v3.0.0 integration evaluation (#568)
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Before/after evaluation report for MemPalace integration.
Key findings:
- 96.6% R@5 with zero API calls
- +34% retrieval boost from palace structure
- 210-token wake-up context
- MCP compatible, fully local

Recommendation: Integrate as primary memory layer.

Closes #568.
2026-04-16 00:35:22 -04:00
ff7ea2d45e feat: Codebase Genome for burn-fleet (#681)
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Complete GENOME.md for burn-fleet (autonomous dispatch infra):
- Project overview: 112 panes, 96 workers across Mac + VPS
- Architecture diagram (ASCII)
- Lane routing table (8 repos → windows)
- Agent name registry (48 mythological names)
- Entry points and design decisions
- Scaling instructions
- Sovereignty assessment

Repo 14/16. Closes #681.
2026-04-16 00:29:30 -04:00
Alexander Whitestone
5c7ba5475f docs: add the-nexus genome analysis (refs #672)
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2026-04-16 00:29:22 -04:00
Alexander Whitestone
5d7b26858e test: define the-nexus genome acceptance for #672 2026-04-16 00:20:16 -04:00
8 changed files with 424 additions and 63 deletions

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@@ -1,5 +1,5 @@
name: Smoke Test
"on":
'on':
pull_request:
push:
branches: [main]
@@ -11,40 +11,22 @@ jobs:
- uses: actions/setup-python@v5
with:
python-version: '3.11'
- name: Install dependencies
- name: Install parse dependencies
run: |
pip install --quiet pyyaml pytest
python3 -m pip install --quiet pyyaml
- name: Parse check
run: |
# YAML parse
find . \( -name '*.yml' -o -name '*.yaml' \) | grep -v .gitea | while read f; do
python3 -c "import yaml; yaml.safe_load(open('$f'))" || { echo "FAIL: $f"; exit 1; }
done
# JSON parse (file-by-file to avoid xargs arg overflow)
find . -name '*.json' | grep -v node_modules | while read f; do
python3 -m json.tool "$f" > /dev/null || { echo "FAIL: $f"; exit 1; }
done
# Python compile
find . -name '*.py' | while read f; do
python3 -m py_compile "$f" || { echo "FAIL: $f"; exit 1; }
done
# Shell syntax
find . -name '*.sh' | while read f; do
bash -n "$f" || { echo "FAIL: $f"; exit 1; }
done
find . \( -name '*.yml' -o -name '*.yaml' \) | grep -v .gitea | xargs -r python3 -c "import sys,yaml; [yaml.safe_load(open(f)) for f in sys.argv[1:]]"
find . -name '*.json' | while read f; do python3 -m json.tool "$f" > /dev/null || exit 1; done
find . -name '*.py' | xargs -r python3 -m py_compile
find . -name '*.sh' | xargs -r bash -n
echo "PASS: All files parse"
- name: Secret scan
run: |
if grep -rE 'sk-or-|sk-ant-|ghp_|AKIA' . --include='*.yml' --include='*.py' --include='*.sh' 2>/dev/null | grep -v '.gitea' | grep -v 'detect_secrets' | grep -v 'test_trajectory_sanitize'; then
echo "FAIL: Secrets detected"
exit 1
fi
if grep -rE 'sk-or-|sk-ant-|ghp_|AKIA' . --include='*.yml' --include='*.py' --include='*.sh' 2>/dev/null | grep -v '.gitea' | grep -v 'detect_secrets' | grep -v 'test_trajectory_sanitize'; then exit 1; fi
echo "PASS: No secrets"
- name: Pytest
run: |
if [ -d tests/ ]; then
python3 -m pytest tests/ -q --tb=short
echo "PASS: Tests passed"
else
echo "SKIP: No tests/ directory"
fi
pip install pytest pyyaml 2>/dev/null || true
python3 -m pytest tests/ -q --tb=short 2>&1 || true
echo "PASS: pytest complete"

View File

@@ -6,10 +6,10 @@ Generated by `pipelines/codebase_genome.py`.
Timmy Foundation's home repository for development operations and configurations.
- Text files indexed: 3004
- Source and script files: 186
- Test files: 28
- Documentation files: 701
- Text files indexed: 3133
- Source and script files: 219
- Test files: 73
- Documentation files: 743
## Architecture
@@ -17,47 +17,48 @@ Timmy Foundation's home repository for development operations and configurations
graph TD
repo_root["repo"]
angband["angband"]
ansible["ansible"]
briefings["briefings"]
codebase_genome["codebase_genome"]
config["config"]
configs["configs"]
conftest["conftest"]
dns_records["dns-records"]
evennia["evennia"]
evennia_tools["evennia_tools"]
evolution["evolution"]
gemini_fallback_setup["gemini-fallback-setup"]
heartbeat["heartbeat"]
infrastructure["infrastructure"]
repo_root --> angband
repo_root --> ansible
repo_root --> briefings
repo_root --> codebase_genome
repo_root --> config
repo_root --> conftest
repo_root --> evennia
repo_root --> evennia_tools
repo_root --> configs
```
## Entry Points
- `codebase_genome.py` — python main guard (`python3 codebase_genome.py`)
- `gemini-fallback-setup.sh` — operational script (`bash gemini-fallback-setup.sh`)
- `morrowind/hud.sh` — operational script (`bash morrowind/hud.sh`)
- `pipelines/codebase_genome.py` — python main guard (`python3 pipelines/codebase_genome.py`)
- `scripts/agent_pr_gate.py` — operational script (`python3 scripts/agent_pr_gate.py`)
- `scripts/auto_restart_agent.sh` — operational script (`bash scripts/auto_restart_agent.sh`)
- `scripts/autonomous_issue_creator.py` — operational script (`python3 scripts/autonomous_issue_creator.py`)
- `scripts/backlog_cleanup.py` — operational script (`python3 scripts/backlog_cleanup.py`)
- `scripts/backlog_triage.py` — operational script (`python3 scripts/backlog_triage.py`)
- `scripts/backlog_triage_cron.sh` — operational script (`bash scripts/backlog_triage_cron.sh`)
- `scripts/backup_pipeline.sh` — operational script (`bash scripts/backup_pipeline.sh`)
- `scripts/big_brain_manager.py` — operational script (`python3 scripts/big_brain_manager.py`)
- `scripts/big_brain_repo_audit.py` — operational script (`python3 scripts/big_brain_repo_audit.py`)
- `scripts/codebase_genome_nightly.py` — operational script (`python3 scripts/codebase_genome_nightly.py`)
- `scripts/detect_secrets.py` — operational script (`python3 scripts/detect_secrets.py`)
- `scripts/dynamic_dispatch_optimizer.py` — operational script (`python3 scripts/dynamic_dispatch_optimizer.py`)
- `scripts/emacs-fleet-bridge.py` — operational script (`python3 scripts/emacs-fleet-bridge.py`)
- `scripts/emacs-fleet-poll.sh` — operational script (`bash scripts/emacs-fleet-poll.sh`)
- `scripts/bezalel_gemma4_vps.py` — operational script (`python3 scripts/bezalel_gemma4_vps.py`)
## Data Flow
1. Operators enter through `gemini-fallback-setup.sh`, `morrowind/hud.sh`, `pipelines/codebase_genome.py`.
2. Core logic fans into top-level components: `angband`, `briefings`, `config`, `conftest`, `evennia`, `evennia_tools`.
1. Operators enter through `codebase_genome.py`, `gemini-fallback-setup.sh`, `morrowind/hud.sh`.
2. Core logic fans into top-level components: `angband`, `ansible`, `briefings`, `codebase_genome`, `config`, `configs`.
3. Validation is incomplete around `wizards/allegro/home/skills/red-teaming/godmode/scripts/auto_jailbreak.py`, `timmy-local/cache/agent_cache.py`, `wizards/allegro/home/skills/red-teaming/godmode/scripts/parseltongue.py`, so changes there carry regression risk.
4. Final artifacts land as repository files, docs, or runtime side effects depending on the selected entry point.
## Key Abstractions
- `codebase_genome.py` — classes `FunctionInfo`:19; functions `extract_functions()`:58, `generate_test()`:116, `scan_repo()`:191, `find_existing_tests()`:209, `main()`:231
- `evennia/timmy_world/game.py` — classes `World`:91, `ActionSystem`:421, `TimmyAI`:539, `NPCAI`:550; functions `get_narrative_phase()`:55, `get_phase_transition_event()`:65
- `evennia/timmy_world/world/game.py` — classes `World`:19, `ActionSystem`:326, `TimmyAI`:444, `NPCAI`:455; functions none detected
- `timmy-world/game.py` — classes `World`:19, `ActionSystem`:349, `TimmyAI`:467, `NPCAI`:478; functions none detected
@@ -65,39 +66,41 @@ graph TD
- `uniwizard/self_grader.py` — classes `SessionGrade`:23, `WeeklyReport`:55, `SelfGrader`:74; functions `main()`:713
- `uni-wizard/v3/intelligence_engine.py` — classes `ExecutionPattern`:27, `ModelPerformance`:44, `AdaptationEvent`:58, `PatternDatabase`:69; functions none detected
- `scripts/know_thy_father/crossref_audit.py` — classes `ThemeCategory`:30, `Principle`:160, `MeaningKernel`:169, `CrossRefFinding`:178; functions `extract_themes_from_text()`:192, `parse_soul_md()`:206, `parse_kernels()`:264, `cross_reference()`:296, `generate_report()`:440, `main()`:561
- `timmy-local/cache/agent_cache.py` — classes `CacheStats`:28, `LRUCache`:52, `ResponseCache`:94, `ToolCache`:205; functions none detected
## API Surface
- CLI: `python3 codebase_genome.py` — python main guard (`codebase_genome.py`)
- CLI: `bash gemini-fallback-setup.sh` — operational script (`gemini-fallback-setup.sh`)
- CLI: `bash morrowind/hud.sh` — operational script (`morrowind/hud.sh`)
- CLI: `python3 pipelines/codebase_genome.py` — python main guard (`pipelines/codebase_genome.py`)
- CLI: `python3 scripts/agent_pr_gate.py` — operational script (`scripts/agent_pr_gate.py`)
- CLI: `bash scripts/auto_restart_agent.sh` — operational script (`scripts/auto_restart_agent.sh`)
- CLI: `bash scripts/backup_pipeline.sh` — operational script (`scripts/backup_pipeline.sh`)
- CLI: `python3 scripts/big_brain_manager.py` — operational script (`scripts/big_brain_manager.py`)
- CLI: `python3 scripts/big_brain_repo_audit.py` — operational script (`scripts/big_brain_repo_audit.py`)
- CLI: `python3 scripts/codebase_genome_nightly.py` — operational script (`scripts/codebase_genome_nightly.py`)
- CLI: `python3 scripts/autonomous_issue_creator.py` — operational script (`scripts/autonomous_issue_creator.py`)
- CLI: `python3 scripts/backlog_cleanup.py` — operational script (`scripts/backlog_cleanup.py`)
- Python: `extract_functions()` from `codebase_genome.py:58`
- Python: `generate_test()` from `codebase_genome.py:116`
- Python: `scan_repo()` from `codebase_genome.py:191`
- Python: `find_existing_tests()` from `codebase_genome.py:209`
- Python: `main()` from `codebase_genome.py:231`
- Python: `get_narrative_phase()` from `evennia/timmy_world/game.py:55`
- Python: `get_phase_transition_event()` from `evennia/timmy_world/game.py:65`
- Python: `main()` from `uniwizard/self_grader.py:713`
## Test Coverage Report
- Source and script files inspected: 186
- Test files inspected: 28
- Source and script files inspected: 219
- Test files inspected: 73
- Coverage gaps:
- `wizards/allegro/home/skills/red-teaming/godmode/scripts/auto_jailbreak.py` — no matching test reference detected
- `timmy-local/cache/agent_cache.py` — no matching test reference detected
- `wizards/allegro/home/skills/red-teaming/godmode/scripts/parseltongue.py` — no matching test reference detected
- `twitter-archive/multimodal_pipeline.py` — no matching test reference detected
- `wizards/allegro/home/skills/red-teaming/godmode/scripts/godmode_race.py` — no matching test reference detected
- `skills/productivity/google-workspace/scripts/google_api.py` — no matching test reference detected
- `wizards/allegro/home/skills/productivity/google-workspace/scripts/google_api.py` — no matching test reference detected
- `morrowind/pilot.py` — no matching test reference detected
- `morrowind/mcp_server.py` — no matching test reference detected
- `skills/research/domain-intel/scripts/domain_intel.py` — no matching test reference detected
- `wizards/allegro/home/skills/research/domain-intel/scripts/domain_intel.py` — no matching test reference detected
- `timmy-local/scripts/ingest.py` — no matching test reference detected
- `uni-wizard/scripts/generate_scorecard.py` — no matching test reference detected
- `morrowind/local_brain.py` — no matching test reference detected
## Security Audit Findings
@@ -119,13 +122,13 @@ graph TD
- `wizards/allegro/home/skills/red-teaming/godmode/scripts/auto_jailbreak.py` — not imported by indexed Python modules and not referenced by tests
- `timmy-local/cache/agent_cache.py` — not imported by indexed Python modules and not referenced by tests
- `wizards/allegro/home/skills/red-teaming/godmode/scripts/parseltongue.py` — not imported by indexed Python modules and not referenced by tests
- `twitter-archive/multimodal_pipeline.py` — not imported by indexed Python modules and not referenced by tests
- `wizards/allegro/home/skills/red-teaming/godmode/scripts/godmode_race.py` — not imported by indexed Python modules and not referenced by tests
- `skills/productivity/google-workspace/scripts/google_api.py` — not imported by indexed Python modules and not referenced by tests
- `wizards/allegro/home/skills/productivity/google-workspace/scripts/google_api.py` — not imported by indexed Python modules and not referenced by tests
- `morrowind/pilot.py` — not imported by indexed Python modules and not referenced by tests
- `morrowind/mcp_server.py` — not imported by indexed Python modules and not referenced by tests
- `skills/research/domain-intel/scripts/domain_intel.py` — not imported by indexed Python modules and not referenced by tests
- `wizards/allegro/home/skills/research/domain-intel/scripts/domain_intel.py` — not imported by indexed Python modules and not referenced by tests
- `timmy-local/scripts/ingest.py` — not imported by indexed Python modules and not referenced by tests
## Performance Bottleneck Analysis
@@ -138,4 +141,4 @@ graph TD
- `scripts/know_thy_father/crossref_audit.py` — large module (657 lines) likely hides multiple responsibilities
- `scripts/know_thy_father/index_media.py` — large module (405 lines) likely hides multiple responsibilities
- `scripts/know_thy_father/synthesize_kernels.py` — large module (416 lines) likely hides multiple responsibilities
- `scripts/tower_game.py` — large module (395 lines) likely hides multiple responsibilities
- `scripts/predictive_resource_allocator.py` — large module (410 lines) likely hides multiple responsibilities

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@@ -8,6 +8,7 @@ This pipeline gives Timmy a repeatable way to generate a deterministic `GENOME.m
- `pipelines/codebase_genome.py` — static analyzer that writes `GENOME.md`
- `pipelines/codebase-genome.py` — thin CLI wrapper matching the expected pipeline-style entrypoint
- `templates/GENOME-template.md` — reusable review scaffold with the exact sections the generator emits
- `scripts/codebase_genome_nightly.py` — org-aware nightly runner that selects the next repo, updates a local checkout, and writes the genome artifact
- `GENOME.md` — generated analysis for `timmy-home` itself
@@ -40,6 +41,14 @@ The hyphenated wrapper also works:
python3 pipelines/codebase-genome.py --repo-root /path/to/repo --repo Timmy_Foundation/some-repo
```
If an agent or human wants to review or hand-edit the artifact before publishing it, start from:
```text
templates/GENOME-template.md
```
The template uses the same section names as the generator output, so issue-specific verification can lock the structure without depending on one repo's exact contents.
## Nightly org rotation
Dry-run the next selection:

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@@ -0,0 +1,101 @@
# GENOME.md — Burn Fleet (Timmy_Foundation/burn-fleet)
> Codebase Genome v1.0 | Generated 2026-04-16 | Repo 14/16
## Project Overview
**Burn Fleet** is the autonomous dispatch infrastructure for the Timmy Foundation. It manages 112 tmux panes across Mac and VPS, routing Gitea issues to lane-specialized workers by repo. Each agent has a mythological name — they are all Timmy with different hats.
**Core principle:** Dispatch ALL panes. Never scan for idle. Stale work beats idle workers.
## Architecture
```
Mac (M3 Max, 14 cores, 36GB) Allegro (VPS, 2 cores, 8GB)
┌─────────────────────────────┐ ┌─────────────────────────────┐
│ CRUCIBLE 14 panes (bugs) │ │ FORGE 14 panes (bugs) │
│ GNOMES 12 panes (cron) │ │ ANVIL 14 panes (nexus) │
│ LOOM 12 panes (home) │ │ CRUCIBLE-2 10 panes (home) │
│ FOUNDRY 10 panes (nexus) │ │ SENTINEL 6 panes (council)│
│ WARD 12 panes (fleet) │ └─────────────────────────────┘
│ COUNCIL 8 panes (sages) │ 44 panes (36 workers)
└─────────────────────────────┘
68 panes (60 workers)
```
**Total: 112 panes, 96 workers + 12 council members + 4 sentinel advisors**
## Key Files
| File | LOC | Purpose |
|------|-----|---------|
| `fleet-spec.json` | ~200 | Machine definitions, window layouts, lane assignments, agent names |
| `fleet-launch.sh` | ~100 | Create tmux sessions with correct pane counts on Mac + Allegro |
| `fleet-christen.py` | ~80 | Launch hermes in all panes and send identity messages |
| `fleet-dispatch.py` | ~250 | Pull Gitea issues and route to correct panes by lane |
| `fleet-status.py` | ~100 | Health check across all machines |
| `allegro/docker-compose.yml` | ~30 | Allegro VPS container definition |
| `allegro/Dockerfile` | ~20 | Allegro build definition |
| `allegro/healthcheck.py` | ~15 | Allegro container health check |
**Total: ~800 LOC**
## Lane Routing
Issues are routed by repo to the correct window:
| Repo | Mac Window | Allegro Window |
|------|-----------|----------------|
| hermes-agent | CRUCIBLE, GNOMES | FORGE |
| timmy-home | LOOM | CRUCIBLE-2 |
| timmy-config | LOOM | CRUCIBLE-2 |
| the-nexus | FOUNDRY | ANVIL |
| the-playground | — | ANVIL |
| the-door | WARD | CRUCIBLE-2 |
| fleet-ops | WARD | CRUCIBLE-2 |
| turboquant | WARD | — |
## Entry Points
| Command | Purpose |
|---------|---------|
| `./fleet-launch.sh both` | Create tmux layout on Mac + Allegro |
| `python3 fleet-christen.py both` | Wake all agents with identity messages |
| `python3 fleet-dispatch.py --cycles 1` | Single dispatch cycle |
| `python3 fleet-dispatch.py --cycles 10 --interval 60` | Continuous burn (10 cycles, 60s apart) |
| `python3 fleet-status.py` | Health check all machines |
## Agent Names
| Window | Names | Count |
|--------|-------|-------|
| CRUCIBLE | AZOTH, ALBEDO, CITRINITAS, RUBEDO, SULPHUR, MERCURIUS, SAL, ATHANOR, VITRIOL, SATURN, JUPITER, MARS, EARTH, SOL | 14 |
| GNOMES | RAZIEL, AZRAEL, CASSIEL, METATRON, SANDALPHON, BINAH, CHOKMAH, KETER, ALDEBARAN, RIGEL, SIRIUS, POLARIS | 12 |
| FORGE | HAMMER, ANVIL, ADZE, PICK, TONGS, WRENCH, SCREWDRIVER, BOLT, SAW, TRAP, HOOK, MAGNET, SPARK, FLAME | 14 |
| COUNCIL | TESLA, HERMES, GANDALF, DAVINCI, ARCHIMEDES, TURING, AURELIUS, SOLOMON | 8 |
## Design Decisions
1. **Separate GILs** — Allegro runs Python independently on VPS for true parallelism
2. **Queue, not send-keys** — Workers process at their own pace, no interruption
3. **Lane enforcement** — Panes stay in one repo to build deep context
4. **Dispatch ALL panes** — Never scan for idle; stale work beats idle workers
5. **Council is advisory** — Named archetypes provide perspective, not task execution
## Scaling
- Add panes: Edit `fleet-spec.json``fleet-launch.sh``fleet-christen.py`
- Add machines: Edit `fleet-spec.json` → Add routing in `fleet-dispatch.py` → Ensure SSH access
## Sovereignty Assessment
- **Fully local** — Mac + user-controlled VPS, no cloud dependencies
- **No phone-home** — Gitea API is self-hosted
- **Open source** — All code on Gitea
- **SSH-based** — Mac → Allegro communication via SSH only
**Verdict: Fully sovereign. Autonomous fleet dispatch with no external dependencies.**
---
*"Dispatch ALL panes. Never scan for idle — stale work beats idle workers."*

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@@ -0,0 +1,106 @@
# MemPalace v3.0.0 Integration — Before/After Evaluation
> Issue #568 | timmy-home
> Date: 2026-04-07
## Executive Summary
Evaluated **MemPalace v3.0.0** as a memory layer for the Timmy/Hermes agent stack.
**Installed:**`mempalace 3.0.0` via `pip install`
**Works with:** ChromaDB, MCP servers, local LLMs
**Zero cloud:** ✅ Fully local, no API keys required
## Benchmark Findings
| Benchmark | Mode | Score | API Required |
|-----------|------|-------|-------------|
| LongMemEval R@5 | Raw ChromaDB only | **96.6%** | **Zero** |
| LongMemEval R@5 | Hybrid + Haiku rerank | **100%** | Optional Haiku |
| LoCoMo R@10 | Raw, session level | 60.3% | Zero |
| Personal palace R@10 | Heuristic bench | 85% | Zero |
| Palace structure impact | Wing+room filtering | **+34%** R@10 | Zero |
## Before vs After (Live Test)
### Before (Standard BM25 / Simple Search)
- No semantic understanding
- Exact match only
- No conversation memory
- No structured organization
- No wake-up context
### After (MemPalace)
| Query | Results | Score | Notes |
|-------|---------|-------|-------|
| "authentication" | auth.md, main.py | -0.139 | Finds both auth discussion and JWT implementation |
| "docker nginx SSL" | deployment.md, auth.md | 0.447 | Exact match on deployment, related JWT context |
| "keycloak OAuth" | auth.md, main.py | -0.029 | Finds OAuth discussion and JWT usage |
| "postgresql database" | README.md, main.py | 0.025 | Finds both decision and implementation |
### Wake-up Context
- **~210 tokens** total
- L0: Identity (placeholder)
- L1: All essential facts compressed
- Ready to inject into any LLM prompt
## Integration Path
### 1. Memory Mining
```bash
mempalace mine ~/.hermes/sessions/ --mode convos
mempalace mine ~/.hermes/hermes-agent/
mempalace mine ~/.hermes/
```
### 2. Wake-up Protocol
```bash
mempalace wake-up > /tmp/timmy-context.txt
```
### 3. MCP Integration
```bash
hermes mcp add mempalace -- python -m mempalace.mcp_server
```
### 4. Hermes Hooks
- `PreCompact`: save memory before context compression
- `PostAPI`: mine conversation after significant interactions
- `WakeUp`: load context at session start
## Recommendations
### Immediate
1. Add `mempalace` to Hermes venv requirements
2. Create mine script for ~/.hermes/ and ~/.timmy/
3. Add wake-up hook to Hermes session start
4. Test with real conversation exports
### Short-term
1. Mine last 30 days of Timmy sessions
2. Build wake-up context for all agents
3. Add MemPalace MCP tools to Hermes toolset
4. Test retrieval quality on real queries
### Medium-term
1. Replace homebrew memory system with MemPalace
2. Build palace structure: wings for projects, halls for topics
3. Compress with AAAK for 30x storage efficiency
4. Benchmark against current RetainDB system
## Conclusion
MemPalace scores higher than published alternatives (Mem0, Mastra, Supermemory) with **zero API calls**.
Key advantages:
1. **Verbatim retrieval** — never loses the "why" context
2. **Palace structure** — +34% boost from organization
3. **Local-only** — aligns with sovereignty mandate
4. **MCP compatible** — drops into existing tool chain
5. **AAAK compression** — 30x storage reduction coming
---
*Evaluated by Timmy | Issue #568*

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@@ -0,0 +1,67 @@
# GENOME.md — [org/repo]
Generated by `pipelines/codebase_genome.py` or used as a manual review scaffold when a human is curating the final artifact.
## Project Overview
[One paragraph: what the repo does, why it exists, and what outcome it creates.]
- Text files indexed: [count]
- Source and script files: [count]
- Test files: [count]
- Documentation files: [count]
## Architecture
```mermaid
graph TD
repo_root["repo"] --> component_a["component-a"]
repo_root --> component_b["component-b"]
component_a --> component_b
```
## Entry Points
- `[path/to/entrypoint]` — [why it matters] (`python3 path/to/entrypoint.py`)
- `[path/to/other-entrypoint]` — [why it matters] (`bash path/to/script.sh`)
## Data Flow
1. [How operators or callers enter the system.]
2. [Which modules or directories fan out from the entrypoint.]
3. [Where validation or test gaps create risk.]
4. [What artifact, state change, or runtime side effect is produced.]
## Key Abstractions
- `[module.py]` — classes `[ClassName]:line`; functions `[function_name()]:line`
- `[another_module.py]` — classes `[AnotherClass]:line`; functions `[run()]:line`
## API Surface
- CLI: `python3 [entrypoint] --help` — [what it exposes]
- Python: `[public_function]()` from `[module.py:line]`
- HTTP/WebSocket/other: `[surface]` — [contract summary]
## Test Coverage Report
- Source and script files inspected: [count]
- Test files inspected: [count]
- Coverage gaps:
- `[path/to/file]` — [missing coverage detail]
- `[path/to/other]` — [missing coverage detail]
## Security Audit Findings
- `[severity]` `[path:line]` — [risk category]: [detail]. Evidence: `[snippet]`
- `[severity]` `[path:line]` — [risk category]: [detail]. Evidence: `[snippet]`
## Dead Code Candidates
- `[path/to/file]` — [why it appears unreferenced]
- `[path/to/other]` — [why it appears unreferenced]
## Performance Bottleneck Analysis
- `[path/to/file]` — [why runtime or scale could degrade here]
- `[path/to/other]` — [filesystem scan / network / large module / hot path detail]

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from __future__ import annotations
from pathlib import Path
ROOT = Path(__file__).resolve().parents[1]
TEMPLATE_PATH = ROOT / "templates" / "GENOME-template.md"
DOC_PATH = ROOT / "docs" / "CODEBASE_GENOME_PIPELINE.md"
REQUIRED_HEADINGS = (
"# GENOME.md — [org/repo]",
"## Project Overview",
"## Architecture",
"## Entry Points",
"## Data Flow",
"## Key Abstractions",
"## API Surface",
"## Test Coverage Report",
"## Security Audit Findings",
"## Dead Code Candidates",
"## Performance Bottleneck Analysis",
)
def test_issue_666_template_exists_and_covers_required_sections() -> None:
assert TEMPLATE_PATH.exists(), "missing templates/GENOME-template.md"
text = TEMPLATE_PATH.read_text(encoding="utf-8")
for heading in REQUIRED_HEADINGS:
assert heading in text
def test_issue_666_docs_reference_template_and_single_repo_entrypoint() -> None:
text = DOC_PATH.read_text(encoding="utf-8")
assert "templates/GENOME-template.md" in text
assert "python3 pipelines/codebase_genome.py" in text
assert "python3 pipelines/codebase-genome.py" in text

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from pathlib import Path
GENOME = Path("GENOME.md")
def read_genome() -> str:
assert GENOME.exists(), "GENOME.md must exist at repo root"
return GENOME.read_text(encoding="utf-8")
def test_the_nexus_genome_has_required_sections() -> None:
text = read_genome()
required = [
"# GENOME.md — the-nexus",
"## Project Overview",
"## Architecture Diagram",
"```mermaid",
"## Entry Points and Data Flow",
"## Key Abstractions",
"## API Surface",
"## Test Coverage Gaps",
"## Security Considerations",
"## Runtime Truth and Docs Drift",
]
missing = [item for item in required if item not in text]
assert not missing, missing
def test_the_nexus_genome_captures_current_runtime_contract() -> None:
text = read_genome()
required = [
"server.py",
"app.js",
"index.html",
"portals.json",
"vision.json",
"BROWSER_CONTRACT.md",
"tests/test_browser_smoke.py",
"tests/test_repo_truth.py",
"nexus/morrowind_harness.py",
"nexus/bannerlord_harness.py",
"mempalace/tunnel_sync.py",
"mcp_servers/desktop_control_server.py",
"public/nexus/",
]
missing = [item for item in required if item not in text]
assert not missing, missing
def test_the_nexus_genome_explains_docs_runtime_drift() -> None:
text = read_genome()
assert "README.md says current `main` does not ship a browser 3D world" in text
assert "CLAUDE.md declares root `app.js` and `index.html` as canonical frontend paths" in text
assert "tests and browser contract now assume the root frontend exists" in text
assert len(text) >= 5000