Teleo evaluation pipeline infrastructure — Python async daemon for claim extraction, validation, evaluation, and merge
m3taversal
0eb26327fc
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Implements Ship's claim detail contract — one round-trip, all data
resolved server-side. Replaces thin domain-only stub with full tree walk
(domains/ + foundations/ + core/), DB joins for PRs and reviews, and
server-side wikilink resolution to eliminate frontend N+1 cascades.
Response shape (Ship brief 2026-04-29):
slug, title, domain, secondary_domains, confidence, description,
created, last_review, body (raw markdown), sourced_from, reviews,
prs, edges {supports,challenges,related,depends_on}, wikilinks
Wikilink resolution:
- Builds title→stem index from frontmatter title field, fallback to
filename stem normalized via _normalize_for_match
- Returns flat {link_text: slug_or_null} map; unresolved → null so
frontend can render plain text
- Inline normalization (lowercase, hyphen↔space, collapse whitespace,
strip punctuation). Note: lib/attribution.py exposes only
normalize_handle today, not the title normalizer Ship referenced.
If a canonical helper lands later, point at it.
Caches:
- title→slug index: 60s TTL (warm cache <20ms p50 verified)
- list endpoint: 5min TTL (preserved from prior)
- Cold: ~3.3s for tree walk of 1,866 files; warm: 13-17ms
Bug fixed in second pass:
- _resolve_sourced_from defaulted title="" which leaked LIKE '%%'
matching every PR. Now requires non-empty title+stem; handler falls
back to slug.replace("-"," ") when frontmatter title is missing.
Verified live on VPS:
- AI diagnostic triage claim (no fm.title): sourced_from=1, prs=0
(correct — Feb claim, pre-description-tracking)
- Recent extract PR claim: sourced_from=1 with URL, prs=1, reviews=1,
last_review populated, edges 3 supports + 7 related, wikilinks 0
- 404 on missing slug: correct
- Claim with [[maps/...]] wikilink: 5/6 resolved (correct null on map)
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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||
|---|---|---|
| .forgejo/workflows | ||
| agent-state | ||
| deploy | ||
| diagnostics | ||
| docs | ||
| hermes-agent | ||
| lib | ||
| ops | ||
| research | ||
| scripts | ||
| systemd | ||
| telegram | ||
| tests | ||
| .gitignore | ||
| CODEOWNERS | ||
| fetch_coins.py | ||
| pyproject.toml | ||
| README.md | ||
| reweave.py | ||
| teleo-pipeline.py | ||
teleo-infrastructure
Pipeline infrastructure for the Teleo collective knowledge base. Async Python daemon that extracts, validates, evaluates, and merges claims via Forgejo PRs.
Directory Structure
teleo-infrastructure/
├── teleo-pipeline.py # Daemon entry point
├── reweave.py # Reciprocal edge maintenance
├── lib/ # Pipeline modules (Python package)
├── diagnostics/ # Monitoring dashboard (port 8081)
├── telegram/ # Telegram bot interface
├── deploy/ # Deployment + mirror scripts
├── systemd/ # Service definitions
├── agent-state/ # Cross-session agent state
├── research/ # Nightly research orchestration
├── hermes-agent/ # Hermes agent setup
├── scripts/ # One-off backfills + migrations
├── tests/ # Test suite
└── docs/ # Operational documentation
Ownership
Each directory has one owning agent. The owner is accountable for correctness and reviews all changes to their section. See CODEOWNERS for per-file detail.
| Directory | Owner | What it does |
|---|---|---|
lib/ (core) |
Ship | Config, DB, merge, cascade, validation, LLM calls |
lib/ (extraction) |
Epimetheus | Source extraction, entity processing, pre-screening |
lib/ (evaluation) |
Leo | Claim evaluation, analytics, attribution |
lib/ (health) |
Argus | Health checks, search, claim index |
diagnostics/ |
Argus | 4-page dashboard, alerting, vitality metrics |
telegram/ |
Ship | Telegram bot, X integration, retrieval |
deploy/ |
Ship | rsync deploy, GitHub-Forgejo mirror |
systemd/ |
Ship | teleo-pipeline, teleo-diagnostics, teleo-agent@ |
agent-state/ |
Ship | Bootstrap, state library, cascade inbox processor |
research/ |
Ship | Nightly research sessions, prompt templates |
scripts/ |
Ship | Backfills, migrations, one-off maintenance |
tests/ |
Ganymede | pytest suite, integration tests |
docs/ |
Shared | Architecture, specs, protocols |
VPS Layout
Runs on Hetzner CAX31 (77.42.65.182) as user teleo.
| VPS Path | Repo Source | Service |
|---|---|---|
/opt/teleo-eval/pipeline/ |
lib/, teleo-pipeline.py, reweave.py |
teleo-pipeline |
/opt/teleo-eval/diagnostics/ |
diagnostics/ |
teleo-diagnostics |
/opt/teleo-eval/telegram/ |
telegram/ |
(manual) |
/opt/teleo-eval/agent-state/ |
agent-state/ |
(used by research-session.sh) |
Quick Start
# Run tests
pip install -e ".[dev]"
pytest
# Deploy to VPS
./deploy/deploy.sh --dry-run # preview
./deploy/deploy.sh # deploy