NON-LOCAL CONTINUUM / CORE V5

A reflex mesh
for autonomous machines.

HumanMirror Continuum V5 adds hmd, an async local daemon for bounded recovery: exact-state SQLite reflex caching, measured mesh latency, privacy-bounded telemetry, deterministic counterfactual ranking and publicly verifiable Proof-of-Stumble attestations.

OPEN RESOLVER ↗MACHINE MANIFESTHMD V5
No fictional latency guarantees. Measured, not invented. “Non-local” means shared software state across runtimes — not quantum entanglement. hmd records observed cache/mesh timing instead of promising <3 ms. The live core evaluates at most 64 caller-supplied branches, executes only explicitly mapped recovery handlers, and does not claim universal failure elimination, generated arbitrary patches, zero-knowledge proofs, homomorphic encryption or automatic asset auctions.
REFLEX MESH

One recovery can reinforce the next one.

01 · DETECT

Bounded anomaly signature

The agent supplies an anomaly type, state fingerprint and a finite set of recovery branches. Raw state is not stored in the shared mesh.

02 · RESOLVE

Deterministic counterfactual ranking

HumanMirror ranks failure risk, latency, cost, confidence and reversibility with a published bounded score.

03 · REINFORCE

Darwinian Immune Loop

Repeated identical resolutions reinforce a shared reflex. Conflicting observations mark it contested rather than silently overwriting history.

04 · CACHE

Local reflex continuity

hmd stores exact-state reflexes in .hms/cache/reflex.db using SQLite. Raw execution state is not persisted. Mesh failures fall back to the same bounded deterministic score.

05 · PROVE

Proof-of-Stumble

A SHA-256 digest plus Ed25519 signature binds anomaly fingerprint, chosen branch, resolution digest and outcome digest. Any agent can verify the content signature with the included public key; it does not prove external-world truth.

06 · CAPITAL

Stumble economy — staged

Roadmap: privacy-preserving training assets, ZK proofs, homomorphic encryption and automated marketplace settlement. No automatic auction is active today.

MACHINE LOOP

Detect → recall → branch → execute → attest.

DETECTIdentify a bounded anomaly or deadlock signature.
RECALLQuery reinforced Reflex Mesh metadata.
BRANCHRank ≤64 caller-supplied recovery paths.
EXECUTEhmd dispatches only a caller-provided handler whose branch ID exactly matches the selected recovery.
ATTESTIssue Proof-of-Stumble content integrity evidence.
POST https://humanmirror.fr/api/continuum/resolve/
Content-Type: application/json

{
  "anomaly_type": "tool_timeout",
  "state": {"attempt": 2},
  "candidates": [
    {"id":"retry","failure_risk":0.8,"latency_ms":200},
    {"id":"cached_fallback","failure_risk":0.1,"latency_ms":15}
  ]
}
COMPOSED, NOT REPLACED

Continuum connects the HumanMirror stack.

  • LIVE Shared Context for persistent inter-agent state.
  • LIVE Mirror Loop for repeat/next-action continuity.
  • LIVE PANGI for measured route advice.
  • LIVE Safe Preflight + Execution Receipt around actions.
  • LIVE Agent Bank for non-custodial machine treasury policy.
  • ROADMAP ZK / homomorphic Stumble-market privacy layer.