Teleo evaluation pipeline infrastructure — Python async daemon for claim extraction, validation, evaluation, and merge
m3taversal
2d332c66d4
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Two-part fix for a bug where every claim extracted from agent overnight
research sessions was being credited to m3taversal in contribution_events
(visible in the activity feed as "@m3taversal" on agent-derived claims).
Forward fix (research/research-session.sh):
The frontmatter template the agent prompt instructs Claude to use now
includes `proposed_by: ${AGENT}` and `intake_tier: research-task`. With
those fields present, extract.py path 1 (line 687) takes precedence and
sets prs.submitted_by to the agent handle, which then propagates into
contribution_events as a kind='agent' author event for the agent.
Without the fields, extract.py fell through to the default branch on
line 695 and set submitted_by='@m3taversal'.
Backfill (scripts/backfill-research-session-attribution.py):
Identifies research-session-derived PRs by finding teleo-codex commits
matching `^<agent>: research session YYYY-MM-DD —`, listing the
inbox/queue/*.md files added in each commit's diff, and matching those
filename basenames against prs.source_path. Only PRs currently
submitted_by='@m3taversal' AND merged within the configurable window
are touched. Default --dry-run; --apply to commit.
For each match the script:
1. UPDATE prs SET submitted_by = '<agent> (self-directed)'
2. INSERT OR IGNORE the agent author event (kind='agent', weight=0.30)
with the original PR's domain, channel, merged_at preserved
3. DELETE the misattributed m3taversal author event
Applied 30-day backfill on VPS:
- 304 PRs re-attributed (rio 74, clay 70, astra 53, vida 48,
theseus 30, leo 29)
- 297 m3taversal author events deleted, 304 agent author events
inserted (delta of 7 = pre-v24 PRs that never had m3ta events
in the first place; we still create the new agent event)
- m3taversal author count: 1368 → 1071 (−22%)
- Pre-backfill DB snapshot: pipeline.db.bak-pre-research-attribution
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