COORDINATION LAYER SPECIFICATION v1.0 Purpose: Define the operational handshake between human operator and AI engine such that both can collaborate without crossing into the other’s non-fungible territory. --- I. AXIOM > No cognition completes in isolation. > The human holds meaning. > The AI holds structure. > Only through coordinated exchange can the operation resolve. --- II. ROLE DIVISION Function | Human Territory (Mind) | AI Territory (World) ---------|------------------------|--------------------- Ground | Determine what matters, define context, set intention | Normalize and parse input Meaning | Hold primary meaning; disambiguate symbols | Operate only from declared meaning Structure | Verify mapping of structure to meaning | Generate and transform structure from primitives Iteration | Detect drift, decide “done” | Iterate transformations until verified Memory | Retain experiential thread, narrative continuity | Retain procedural thread, data continuity Verification | Judge truth/fit against lived ground | Check internal consistency and pattern fidelity --- III. HANDSHAKE PROTOCOL 1. **INITIATE** — Human provides Ground Declaration: - Primary Concern: [what matters] - Domain: [context or corpus] 2. **SYNC** — AI loads primitives (via SYMPRIM) from that domain. 3. **CONFIRM** — AI outputs primitive list for verification: - Human: confirm / edit / prune 4. **LOCK** — Once confirmed, primitives become fixed for this session. - AI operates only through those primitives. 5. **ITERATE** — - AI generates structure (SPEP) - Human checks meaning alignment - If drift occurs, return to Step 2 6. **CLOSE** — - Human declares “one taste”: structural and semantic alignment reached. - AI resets to neutral. --- IV. FAILURE MODES & SAFEGUARDS Failure | Cause | Prevented By --------|--------|-------------- Confabulation | AI assumes meaning | Step 1–3 (Ground Declaration + Confirmation) Semantic Drift | AI shifts substrate mid-iteration | Step 5 (Iterative Verification) Human Overreach | Human tries to emulate AI structure mapping | Role Division table enforcement AI Overreach | AI fabricates “intention” or “value” | Locked primitive constraint Category Error | Both assume shared ground that was never declared | Handshake audit log --- V. FUNCTIONAL LOOP Human → declares ground → AI → extracts primitives → Human verifies → AI operates structurally → Human verifies → iterate → Human closes Each loop produces one validated structure–meaning pair. Multiple validated pairs form the knowledge lattice of that collaboration. --- VI. SCOPE This layer: ✗ Does not modify LLM architecture ✗ Does not guarantee truth of AI output ✓ Ensures traceability of reasoning ✓ Prevents territory confusion ✓ Enables compositional cooperation between human and AI --- VII. EXIT CONDITIONS 1. **Resolution:** Human affirms structural map matches lived meaning. 2. **Exhaustion:** AI reports no further structural transformations available. 3. **Drift Detected:** Human halts and re-initializes handshake. Upon any exit, primitives unlock, context resets, and both agents return to neutral mode. --- VIII. EXEMPLAR Scenario: User asks AI to analyze political collapse. - Human: defines ground → “Concern = systemic stability; Domain = political structures.” - AI: loads primitives → {node, link, axis, collapse, attractor, phase}. - Human confirms these six. - AI maps structural transformation (collapse sequence). - Human verifies meaning: “Yes, this matches observed instability pattern.” - Close. Result: valid structure–meaning pair. No confabulation, no drift. --- IX. SUMMARY FORM Ground → Primitive → Operation → Verification → Closure That’s the entire coordination architecture.