Teleo evaluation pipeline infrastructure — Python async daemon for claim extraction, validation, evaluation, and merge
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Companion / write-side fix to fix/activity-feed-canonical-handle. The activity-feed canonicalization was a read-side guard. The bug at the source is that extract.py and two backfill scripts write decorated strings (Vida (self-directed), pipeline (reweave), @m3taversal) into prs.submitted_by and sources.submitted_by. Downstream readers (lib.contributor.insert_contribution_event, scripts/scoring_digest, diagnostics/activity_feed_api) all strip the decorator on read — but anything that reads the column verbatim (like /api/activity-feed before the read-side fix) 404s on /contributors/{decorated-handle}. Stop writing the decorator. The self-directed signal is already carried by intake_tier == research-task plus the prs.agent column; the suffix is redundant string noise that costs us correctness at every consumer that forgets to strip. Changes: - lib/extract.py:690 — write canonical handle via attribution.normalize_handle. Direct elif for intake_tier == research-task now stores just agent_name. @m3taversal -> m3taversal. - diagnostics/backfill_submitted_by.py — same fix in two branches plus the reweave branch (pipeline (reweave) -> pipeline). - scripts/backfill-research-session-attribution.py — UPDATE prs sets agent handle alone, no suffix. Docstring + log line updated. - scripts/normalize-submitted-by.py (new) — one-time backfill that canonicalizes existing prs.submitted_by and sources.submitted_by rows. Strips trailing parenthetical decorators, lowercases, drops @. Defaults to dry-run; --apply to commit. Skips rows that would normalize to invalid handles (no garbage falls through silently). Dry-run against live pipeline.db: prs: 3008 rows need normalization (clean mappings, 0 invalid) sources: 730 rows need normalization (clean mappings, 0 invalid) Total: 3738 rows. All map to existing handle column values. After this lands + auto-deploys, the operator should run python3 scripts/normalize-submitted-by.py --apply once to clean historical rows. The read-side canonicalization in diagnostics/activity_feed_api.py (fix/activity-feed-canonical-handle) becomes redundant defense-in-depth instead of load-bearing. No KB writes. |
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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