Documentation Index
Fetch the complete documentation index at: https://docs.10et.ai/llms.txt
Use this file to discover all available pages before exploring further.
Get TENET running on your project in under 2 minutes. By tomorrow morning, your codebase will have improved itself.
Install
Initialize
cd your-project
tenet init
This creates:
.tenet/config.json — project configuration
.tenet/journal/ — session journals
.mcp.json — MCP server config for your agent
CLAUDE.md — agent instructions
knowledge/ — living documents (VISION, THESIS, ARCHITECTURE)
Setup agents
TENET scans your codebase and auto-creates agents with gradient:
Detected: TypeScript, 1,414 tests, jest
Created agent: test-coverage (baseline: 12.8%)
Created agent: code-quality (baseline: 0.485)
✓ 2 agents with gradient — ready to improve
Each agent gets a TOML config and an eval script that measures a real metric.
Run your first loop
tenet peter agent test-coverage --rounds 3
Watch it work:
Round 1 Baseline: 12.8%
Agent: added 48 test cases for config loader
After: 13.1% (+0.3%) KEPT ✓
Round 2 Baseline: 13.1%
Agent: added tests but broke type checking
After: 12.9% (-0.2%) REVERTED ✗
Round 3 Baseline: 13.1%
Agent: added edge case tests for API client
After: 13.5% (+0.4%) KEPT ✓
PR #1 created automatically.
Set up the nightly loop
Or add to cron:
# Run every night at 2 AM
0 2 * * * cd /path/to/project && tenet peter daily >> .tenet/logs/nightly.log 2>&1
Check results tomorrow
Coverage: 12.8% → 13.5% overnight
Code quality: 0.485 → 0.51 +3 issues fixed
Tests: 1,414 → 1,493 +79 new
2 PRs merged while you were asleep.
What happens over time
| Week | What changes |
|---|
| 1 | Journals accumulate. Memory indexes patterns. |
| 2 | Agents remember past decisions. “It recalled that architecture choice from last week.” |
| Month 1 | Policy head trained. Agents try smarter experiments. |
| Month 3 | World model understands your project. New team members inherit full context. |