Teleo evaluation pipeline infrastructure — Python async daemon for claim extraction, validation, evaluation, and merge
m3taversal
3fe0f4b744
Three layers of contributor-attribution bug surfaced by Apr 24 leaderboard
investigation. alexastrum, thesensatore, cameron-s1 all had real merged
contributions but zero credit in the contributors table.
1. lib/attribution.py: parse_attribution() only read `attribution_sourcer:`
prefix-keyed flat fields. ~42% of claim files (535/1280) use the bare-key
form `sourcer: alexastrum` written by extract.py. Added bare-key handling
between the prefixed-flat path and the legacy-source-field fallback.
Block format (`attribution: { sourcer: [...] }`) still wins when present.
2. lib/contributor.py: record_contributor_attribution() parsed the diff text
with regex looking for `+- handle: "X"` lines. This matched neither the
bare-key flat format nor the `attribution: { sourcer: [...] }` block
format Leo uses for manual extractions. Replaced the regex parser with
a file walker that calls attribution.parse_attribution_from_file() on
each changed knowledge file — single source of truth for both formats.
3. scripts/backfill-sourcer-attribution.py: walks all merged knowledge files,
re-attributes via the canonical parser, upserts contributors. Default
additive mode preserves existing high counts (e.g. m3taversal.sourcer=1011
reflects Telegram-curator credit accumulated via a different code path
that this fix does not touch). --reset flag for the destructive case.
Dry-run preview (additive mode):
- 670 NEW contributors to insert (mostly source-citation handles)
- 77 EXISTING contributors with under-counted role columns
- alexastrum: 0 → 6, thesensatore: 0 → 5, cameron-s1: 0 → 2
- astra.sourcer: 0 → 96, leo.sourcer: 0 → 44, theseus.sourcer: 0 → 18
- m3taversal.sourcer: 1011 (preserved, not 22 from file walk)
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