First Inference Work — Cost-Algebra-Governed Smoke Run
Goal. Drive the first end-to-end inference request through the cost-algebra-governed mesh and observe each gate firing on the expected fingerprints. Not a benchmark — a witness that the formal algebra and the runtime agree on every trace.
Scope
- One coordinator + two layer-nodes (smallest non-trivial Hexon configuration: phase-6 cycle = 2 attention heads × 3 Bule faces).
- One model: any GGUF-shaped Qwen2-style under 1B parameters; the model identity does not matter for this run because the gate firings are derived from the layer-node traces, not from the output tokens.
- One short prompt; greedy decoding for ~16 tokens.
What this run proves
For each tick:
- The coordinator constructs a
LayerNodeTracewith concretelatencyMs,requestEntropy,boundaryLimit. - The monitor classifies the trace into a
BuleyProjectionviameasureBuley, and aSpectralNoiseFingerprintviareduceTraceFingerprint. - The fingerprint also projects to a
BuleyProjectionviafingerprintBuleyProjection. This is where Lean'sGnosis.TopologicalMetabolismBuleyBridge.fingerprintBuleyUnitlives in Rust asBuleyProjection's constructor on(low_band, high_band, slope_magnitude). - The monitor evaluates
selfSimilarityViolationagainst the default Hexon ceiling (= 6). - If a Hot-Replica request arises (e.g., a node hits the boundary
limit and needs a sister), the coordinator calls
requireBuleHotReplicaAdmission(TS) orrequire_bule_hot_replica_admission(Rust). The decision is logged with{admitted, totalHeat, ceiling, deficit}. - After every tick, the coordinator runs
threePillarReport(buley)on the layer-node's evolving Bule projection and emits the report to the trace stream.
Concrete success criteria (deterministic)
| Phase | Trace shape | Expected gate firing |
|---|---|---|
| 1: Normal carrier | latency ≤ expectedLatencyMs, entropy ≤ boundary | white fingerprint, state='normal_carrier', no governance violation |
| 2: Saturated brown | latency ≥ 2× expected, score=7 (4+1+2) | brown fingerprint, governance violation with correctiveContractCount=1 |
| 3: Pre-collapse | repeated brown across preCollapseWindow, score still ≤ boundary |
state='pre_collapse', action='recommend_reshard', governance violation persists |
| 4: Boundary collapse | requestEntropy > boundaryLimit |
state='boundary_collapse', action='recommend_recovery' |
| 5: Hot replica | score=18 (Trihexon-pressure), k=2, ceiling=Hexon |
requireBuleHotReplicaAdmission throws CostAlgebraViolation with gate='hot-replica-admission', deficit=30 |
These five phases are the deterministic phase-ladder mirrored at every layer in the calculus. Hitting all five in a single run is the witness that the formal algebra and the runtime are score-isomorphic.
Build of materials
apps/edge-workers/src/lib/distributed-inference/(existing) — the coordinator code.open-source/gnosis/distributed-inference-host/src/spectral-noise-monitor.ts(extended) — the monitor with governance.open-source/gnosis/distributed-inference-host/src/cost-algebra*.ts(new) — the cost-algebra runtime core.open-source/gnosis/distributed-inference/src/cost_algebra.rs(new) — Rust mirror with strict-by-default enforcement.
Run-time wiring (proposed)
// Per-layer-node tick handler
const trace = makeTrace({ ... });
const assessment = monitor.ingest(trace);
// Past + Present always enforced
const report = requireOperationalPillars(
assessment.buley,
TOWER_CEILINGS.hexon,
);
// Future pillar reported, not enforced (most non-vacuum states fail it)
if (report.future.cloningEntropy > 0) {
log.info('future', {
cloning_entropy: report.future.cloningEntropy,
free_duplication: report.future.freeDuplication,
});
}
// Governance violation triggers re-shard recommendation
if (assessment.governanceViolation) {
log.warn('governance', assessment.governanceViolation);
// The corrective-contract count is deterministic
}// Per-layer-node tick handler (Rust kernel)
let buley = BuleyProjection { waste, opportunity, diversity };
let report = require_operational_pillars(buley, tower_ceilings::HEXON)
.map_err(|v| LayerError::CostAlgebra(v))?;
// Hot-replica admission strict
let admission = require_bule_hot_replica_admission(buley, k_replicas, ceiling)
.map_err(|v| LayerError::CostAlgebra(v))?;What's intentionally not in scope for this first run
- No Workers AI / paid AI bindings (per repo policy).
- No min-instances bump on Cloud Run (per cost-control memory).
- No new Cloud Run services. The smoke runs against an existing
inference-deepseek-r1-1-5b-coordinatoror local edge-worker coordinator. - No Lean re-verification — the modules are already green; the runtime mirror is what's exercised.
- No commitment of cost values to the FORMAL_LEDGER per-tick — only pillar firings and gate decisions. (The ledger is for derived invariants, not per-request log lines.)
Verification checkpoints
- TS tests — already 53/53 green for cost-algebra primitives, enforcement gates, and pillar anchors.
- Rust tests — already 14/14 green for the equivalent surface.
- Smoke run — pending. Expected output: 5-phase trace as above.
Next steps after smoke
If the 5-phase trace fires as expected:
- Promote the gate enforcement from
cost-algebra-enforcement.tsinto the existingPipelineandPneumaPipelineclasses. - Add a
--strict/--advisoryflag at the coordinator entrypoint. - Wire the Rust gate into the matvec-memo path in
distributed-inference/src/matvec_memo.rsso per-token cost is charged to the Bule unit at the kernel boundary. - Update FORMAL_LEDGER with the smoke-run trace (the first cost-algebra-governed inference request).
Cost-algebra invariants the run will exhibit
- No-cloning theorem — the future pillar reports cloning entropy on every non-vacuum state.
- Replication entropy =
(k-1) × score(s)— visible whenever a Hot-Replica request is made and reported in the gate decision. - Self-similarity remediation — corrective-contract count appears deterministically when the score exceeds the ceiling.
- Score conservation —
validateCostHomover the assessment stream reports zero failures. - Big-bang reach —
pillarPastAnchorreturnstrueon every observed Bule projection.