AI System Overview (Flow Paths)

This page gives two views of GASCOIN AI operations: a plain-English path for newcomers, and a systems path for technical operators.

Model contract (clear boundaries)

• Deterministic policy layer: 13 sequential gates, thresholds, cooldown, queue rules, and payout state transitions
• Model-assisted layer (Gemini Vision + Grok Reasoning + Claude Oversight): Gemini extracts receipt data and flags tampering, Grok reasons across signals for high-risk cases, Claude runs later as the final reviewer before SOL dispatch
• Safety principle: model outputs inform decisions; deterministic policy enforces final pass/fail paths. Claude can only block or flag an already auto-approved claim — never unilaterally approve one the gates rejected

Newcomer Path (Simple)

• Submit wallet + tweet + receipt
• AI checks social proof and receipt authenticity
• Gate engine evaluates pass/fail sequence
• If approved, payout worker dispatches SOL
• If treasury is short, claim enters automatic retry queue

Technical Path (Detailed)

• Ingestion: form payload normalization + idempotency
• Signal extraction: X API validation + OCR + metadata extraction
• Scoring: AI probability, tamper score, duplicate fingerprints, account quality
• Policy: sequential gates and state transitions
• Execution: approval, payout queueing, retries, audit logging

  SIMPLE PATH (for users)              TECHNICAL PATH (for builders)
  ─────────────────────────            ──────────────────────────────

  Submit wallet + tweet + receipt      Form payload → normalize → idempotency key
          │                                    │
          ▼                                    ▼
  AI checks social proof + receipt     X API validation + OCR + metadata extraction
          │                                    │
          ▼                                    ▼
  Gate engine: pass or fail            AI score + tamper score + pHash + account quality
          │                                    │
          ▼                                    ▼
  Approved → SOL sent to wallet        Sequential gates → state transition → audit log
  Rejected → see which gate failed     Payout queue → retry loop → SOL dispatch

ASCII quick map (GitHub-style)

Inputs(wallet,tweet,receipt)
    -> Extract(X API + Gemini Vision OCR)
    -> Score(AI-likelihood, tamper, pHash, account quality)
    -> Fraud(Grok cross-signal reasoning, conditional)
    -> Policy(gates 1..13)
    -> Persist(DB + audit log + mem0 signals)
    -> [async boundary — cron worker]
    -> Oversight(Claude final reviewer + KB + mem0 profile)
    -> Payout(re-verify X, re-check mem0 rings, sendSolPayout)
    -> Audit(log every privileged/system action)