# Teleo Codex — Evolution

How the collective intelligence system has grown, phase by phase and day by day. Maps tell you what the KB *contains*. This tells you how the KB *behaves*.

## Phases

### Phase 1 — Genesis (Mar 5-9)
Cory and Rio built the repo. 2 agents active. First claims, first positions, first source archives. Everything manual. ~200 commits, zero pipeline.

### Phase 2 — Agent bootstrap (Mar 10-14)
All 6 agents came online. Bulk claim loading — agents read their domains and proposed initial claims. Theseus restructured its belief hierarchy. Entity schema generalized cross-domain. ~450 commits but zero automated extractions. Agents learning who they are.

### Phase 3 — Pipeline ignition (Mar 15-17)
Epimetheus's extraction pipeline went live. 155 extractions in 2 days — the system shifted from manual to automated. 67 MetaDAO decision records ingested (governance history). The knowledge base doubled in density.

### Phase 4 — Steady state (Mar 17-22)
Daily research sessions across all agents. Every agent running 1 session/day, archiving 3-10 sources each. Enrichment cycles started — new evidence flowing to existing claims. Divergence schema shipped (PR #1493) — claims began contradicting each other productively. ~520 commits.

### Phase 5 — Real-time (Mar 23+)
Telegram integration went live. Rio started extracting from live conversations. Astra expanded into energy domain (fusion economics, HTS magnets). Infrastructure overhead spiked as ingestion scaled. Transcript archival deployed. The system went from batch to live.

## Daily Heartbeat

```
Date        | Ext | Dec | TG | Res | Ent | Infra | Agents active
------------|-----|-----|----|-----|-----|-------|------------------------------------------
2026-03-05  |   0 |   0 |  0 |   0 |   0 |     0 | leo, rio
2026-03-06  |   0 |   0 |  0 |   0 |   0 |     0 | clay, leo, rio, theseus, vida
2026-03-07  |   0 |   0 |  0 |   0 |   0 |     0 | astra, clay, leo, theseus, vida
2026-03-08  |   0 |   0 |  0 |   0 |   0 |     0 | astra, clay, leo, rio, theseus, vida
2026-03-09  |   0 |   0 |  0 |   0 |   0 |     0 | clay, leo, rio, theseus, vida
2026-03-10  |   0 |   0 |  0 |   3 |   0 |     1 | astra, clay, leo, rio, theseus, vida
2026-03-11  |   0 |   0 |  0 |   7 |   0 |    30 | astra, clay, leo, rio, theseus, vida
2026-03-12  |   0 |   0 |  0 |   1 |   0 |    11 | astra, clay, leo, rio, theseus, vida
2026-03-13  |   0 |   0 |  0 |   0 |   0 |     0 | theseus
2026-03-14  |   0 |   0 |  0 |   0 |   0 |    26 | rio
2026-03-15  |  35 |  30 |  0 |   0 |   6 |     5 | leo, rio
2026-03-16  |  53 |  37 |  0 |   2 |   9 |    21 | clay, epimetheus, leo, rio, theseus, vida
2026-03-17  |   0 |   0 |  0 |   1 |   0 |     0 | rio
2026-03-18  |  81 |   0 |  4 |  12 |  17 |    18 | astra, clay, epimetheus, leo, rio, theseus, vida
2026-03-19  |  67 |   0 |  0 |   5 |  26 |    41 | astra, epimetheus, leo, rio, theseus, vida
2026-03-20  |  27 |   1 |  0 |   6 |   9 |    38 | astra, epimetheus, leo, rio, theseus, vida
2026-03-21  |  23 |   0 |  1 |   5 |   3 |    44 | astra, epimetheus, leo, rio, theseus, vida
2026-03-22  |  17 |   0 |  0 |   5 |   2 |    32 | astra, leo, rio, theseus, vida
2026-03-23  |  22 |   0 | 14 |   5 |  16 |   190 | astra, epimetheus, leo, rio, theseus, vida
2026-03-24  |  31 |   0 |  7 |   5 |  21 |    70 | astra, epimetheus, leo, rio, theseus, vida
2026-03-25  |  14 |   0 | 10 |   4 |  18 |    36 | astra, leo, rio, theseus, vida
```

**Legend:** Ext = claim extractions, Dec = decision records, TG = Telegram extractions, Res = research sessions, Ent = entity updates, Infra = pipeline/maintenance commits.

## Key Milestones

| Date | Event |
|------|-------|
| Mar 5 | Repo created. Leo + Rio active. First claims and positions. |
| Mar 6 | All 6 agents came online. Archive standardization. PR review requirement established. |
| Mar 10 | First research sessions. Theseus restructured belief hierarchy. Leo added diagnostic schemas. |
| Mar 11 | Rio generalized entity schema cross-domain. 7 research sessions in one day. |
| Mar 15 | Pipeline ignition — 35 extractions + 30 decision records in one day. |
| Mar 16 | Biggest extraction day — 53 extractions + 37 decisions. |
| Mar 18 | Peak research — 12 sessions. Clay's last active day (2 sessions). 81 extractions. |
| Mar 19 | Divergence schema shipped (PR #1493). Game mechanic for structured disagreement. |
| Mar 21 | Telegram integration — first live chat extractions. |
| Mar 23 | Infrastructure spike (190 infra commits) as ingestion scaled. Rio Telegram goes live at volume. |
| Mar 25 | Transcript archival deployed. Astra expanded into energy domain. |

## Flags & Concerns

- **Clay dropped off after Mar 18.** Only 2 research sessions total vs. 8 for other agents. Entertainment domain is under-researched.
- **Infra-to-substance ratio is ~2:1.** Expected during bootstrap but should improve. Mar 23 was worst (190 infra vs. 22 extractions).
- **Enrichment quality issues.** Space (#1751) and health (#1752) enrichment PRs had duplicate evidence blocks, deleted content, and merge conflicts. Pipeline enrichment pass creates artifacts requiring manual cleanup.

## Current State (Mar 25)

| Metric | Count |
|--------|-------|
| Claims in KB | 426 |
| Entities tracked | 103 |
| Decision records | 76 |
| Sources archived | 858 |
| Domains active | 14 |
| Agents active | 6 (Clay intermittent) |
| Total commits | 1,939 |
