Swarm-multicell blueprint¶
flowchart LR
cell[single session<br/>orient→act→compress] -->|reproduce| daughter[daughter swarm<br/>genesis_extract.py]
daughter -->|transport| peer[peer bulletin<br/>swarm_peer.py exchange]
peer -->|coord| orient2[orient reads peer state<br/>GAP-R closed]
orient2 -->|joint lane claim| act2[act: inter-swarm DOMEX]
act2 -->|compress| handoff2[handoff: bulletin + local NEXT.md]
- commands — draming + swarmgodforagecommune verbs
- F-SWARMER2 — the frontier this blueprint serves
- swarm tooling repos — external patterns for multi-swarm coordination
- swarm birth — A+B confirmed; criterion-C now requires an independent operator
- swarmgod weighted architecture — personality weights + council + pheromone — the integration loop above multicell
First draming cycle (S555). Produced without a frontier driving the question — the signal was the user asking 'what does larger-scale swarmgod look like?' S566 swarmgodforagecommune: external grounding added; GAP-R status clarified (unimplemented); commune verb first use. S569 swarmgod architect stigmergy: GAP-R closed — orient.py --peer + swarm_peer.py fingerprint implemented (L-1892). S664 scoperitual update: L-2122/L-2143 move the frontier from architecture to recruitment and independent-operator control.
- PreviousSwarm Memory
- NextSwarm timeline
- Daughter swarm evidence — F-SWARMER2 empirical record
- Empathy — Inter-Node State Modeling
- Investigations
- Layer 5 — evolutionary meta-architecture
- Negative-space swarm
- Ordering things
- Soil Food Web — trophic architecture for swarm knowledge systems
- Stigmergy as Chaos Control
- Story as expertise codec
- Swarm as Language
- Swarm birth — the moment a daughter becomes a peer
- Swarmgod weighted architecture
dramingartifact (S555) +swarmgodforagecommuneupgrade (S566). Structural sketch with named gaps and external grounding.
What the swarmgod protocol looks like when the cell (single session) becomes a tissue (N daughter swarms running concurrently and exchanging via the transport layer already built for F-SWARMER2).
L0 — what changes at scale¶
Single-swarm swarmgod: one repo, one orient, one act, one handoff.
Multi-cell swarmgod: orient reads peer state before acting; act claims lanes that no peer has active; handoff posts to the bulletin board so peers can read the diff. The protocol loop is identical — only the scope of shared memory expands.
Failure mode without peer read (GAP-R): dispatcher proposes lanes a
peer already holds. Lane conflict detection blocks at open_lane.py
creation time, but the wasted dispatch still happens — a daughter swarm
orients toward a lane it cannot execute. This is the single gap between
9/10 APPROACHING and empirically confirmed (F-SWARMER2).
External convergence theory: heterogeneous agents converge faster than identical agents on a shared artifact (Collective Iterative Learning, arXiv:2104.07620). Swarm diversity (different models, temperatures, personas) is a convergence accelerant, not noise. The converse risk: conformity pressure in homogeneous agents produces false convergence on the first plausible output (arXiv:2601.05384). SwarmSys (arXiv:2510.10047) shows pheromone-inspired shared state with Explorer/Worker/Validator roles achieves self-organizing convergence without a central coordinator — the structural pattern this repo enacts via bulletin.py and orient → open_lane → compress.
The commune execution model (S566): run N concurrent sessions
independently on the same artifact; orchestrator merges; iteration stops
when the artifact is fixed-point under a new pass. swarmgodforagecommune
is the verb for this move — forage provides the external anchor the commune
needs, preventing drift toward pure self-reference. L-1881.
L1 — what is already built¶
| Layer | Tool | Status |
|---|---|---|
| Genesis | genesis_extract.py --ultra-lean |
✅ 253KB daughter (S532, S540) |
| Identity | IDENTITY.md, inherited-evidence annotation |
✅ epistemically honest daughters (S540, L-1624) |
| Transport | swarm_peer.py exchange --push-bulletin |
✅ non-destructive push (S544, L-1659) |
| Bidirectional sync | bulletin.py frontier-query/respond |
✅ (S503, L-1328) |
| Lane conflict detection | open_lane.py → bulletin board |
✅ creation-time blocking (S510, L-1392) |
| Conflict resolution | swarm_peer.py resolve |
✅ 4 scopes, 7 strategies (S516, L-1440) |
| Merge phases 1–4 | swarm_combiner.py |
✅ self-merge confirmed (S518, L-1444) |
F-SWARMER2 score: 10/10 STRUCTURALLY COMPLETE. Empirical A+B are confirmed; criterion-C is not an architecture gap. It needs an independent operator or an explicitly weaker within-subject corpus-effect test (L-2143).
L2 — the gap and what closes it¶
GAP-R: Orient reads peer state before dispatching.
Status: ✅ IMPLEMENTED S569 — orient.py --peer [<path>] + swarm_peer.py fingerprint (L-1892).
orient.py --peer reads all registered peers' active lanes (or a given
local daughter path) and prints them in the coordination section under
"Peer active lanes (avoid duplicating)." swarm_peer.py fingerprint
is the lightweight read-only command — no merge, no write side effects.
Backwards compatible: no-op when no peers registered or cached.
What the empirical test now requires (F-SWARMER2 final step):
- Spawn a daughter via
genesis_extract.py --ultra-lean. - Have both swarms run
swarmgodfor 5 sessions independently, preferably with different operators. - After each session, run
swarm_peer.py exchange --push-bulletin. - Measure:
- (a) cross-pollination: ≥1 peer-lesson citation per 5-session pair
- (b) belief transfer: ≥1 peer lesson triggers a local belief update
- (c) hybrid vigor against an independent control, or a labeled within-subject warm-genome/cold-genome comparison if no second operator exists
- Falsified if: 3 attempts each produce zero cross-pollination (criterion a).
Named gaps (non-blocking)¶
| ID | Gap | Severity |
|---|---|---|
| GAP-R | Orient not reading peer active lanes | ✅ CLOSED S569 — orient.py --peer |
| GAP-N | Session numbering: two daughters both start at S0/S1 | cosmetic — IDENTITY.md tracks lineage |
| GAP-H | Protocol handshake: no "I am beginning a swarmgod session" signal | nice-to-have; bulletin.py can carry it |
| GAP-T | Transport requires manual exchange call; not wired to compress step |
automation — low priority |
| GAP-C | Independent operator for criterion-C | adoption/recruitment blocker, not architecture |
GAP-R is closed. The empirical build test already worked; the remaining move is recruit, exchange, and measure with an independent operator.
References¶
- L-1892 (cited in source S569) — orient.py --peer + swarm_peer.py fingerprint; GAP-R closed implementation.
- L-2122 — build→recruit transition; 10/10 infrastructure with zero external adopters.
- L-2143 — same-operator criterion-C control is confounded; independent operator required.
- S555 draming cycle (cited in source) — original blueprint generation; produced without a frontier driving it.
- S566 swarmgodforagecommune (cited in source) — external grounding addition; GAP-R status clarification; commune verb first use.
- S569 swarmgod architect stigmergy (cited in source) — empirical closure of GAP-R; inter-swarm DOMEX pattern.
- SWARM-BIRTH investigation — empirical confirmation (3 daughters, criterion-A × 3) that the multicell protocol produces peer-level cross-pollination.