Snapkitty/market-scope

MARKETSCOPE

Sovereign Market Intelligence & Research Platform (MIRP)

ORCHESTRATOR      Ahmad Ali Parr
EXECUTION         SNAPKITTYWEST sovereign stack
SEALED            2026-07-04
STATUS            v0.1 · Sovereign architecture · 5 agents
AUDIT             4b565498-9afc-4782-af4a-c6b11a5d0058

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I. What This Is

MARKETSCOPE is a sovereign market intelligence platform that:

1. Ingests global index data (S&P 500, Nikkei, DAX, KOSPI, etc.) via sovereign connectors
2. Processes signals through a Prolog Logic Layer (deterministic rules, regime detection, correlation logic)
3. Logs every inference, data snapshot, and model weight to the Bifrost WORM Chain
4. Outputs probabilistic scenario analyses (not predictions) for Human Review Required

II. What This Is NOT

This is NOT a trading system. This is NOT financial advice.

╔══════════════════════════════════════════════════════════════╗
║  PROHIBITED ACTION: financial_advice                        ║
║                                                              ║
║  This platform produces SCENARIO BANDS, not point forecasts. ║
║  All outputs require Human Review Required before any action.║
║  The Prolog Logic Layer enforces this at the type level.     ║
║                                                              ║
║  Training_Gate: Human_Review_Required                        ║
║  Audit_Spec: 4b565498-9afc-4782-af4a-c6b11a5d0058          ║
╚══════════════════════════════════════════════════════════════╝

III. Architecture

flowchart TD
    subgraph INGEST["INGEST LAYER"]
        A1[S&P 500] --> RUST[Ingestor - Rust/Axum]
        A2[Nikkei 225] --> RUST
        A3[DAX] --> RUST
        A4[KOSPI 200] --> RUST
        A5[NASDAQ 100] --> RUST
        A6[Crypto Perps] --> RUST
    end

    subgraph PROCESS["PROCESSING LAYER"]
        RUST --> FEAT[DuckDB Feature Store]
        FEAT --> PROLOG[Prolog Logic Engine]
        PROLOG --> QUANT[Quant Engine - Python/Rust]
    end

    subgraph SEAL["AUDIT LAYER"]
        QUANT --> AUDITOR[Auditor Agent]
        AUDITOR --> WORM[Bifrost WORM Chain]
    end

    subgraph OUTPUT["OUTPUT LAYER"]
        WORM --> UI[Council UI]
        UI --> SCENARIO[Scenario Bands]
        SCENARIO --> HUMAN[Human Review Required]
    end

    style INGEST fill:#1a1a2e,stroke:#00d4ff,color:#fff
    style PROCESS fill:#16213e,stroke:#ff6b35,color:#fff
    style SEAL fill:#0f3460,stroke:#e94560,color:#fff
    style OUTPUT fill:#1a1a2e,stroke:#00d4ff,color:#fff

IV. Agent Roles

Agent ID	Role	Sovereign Constraint
INGESTOR_GLOBAL	Pulls OHLCV + Alt Data (futures basis, funding rates)	Plasma Gate Ed25519 verify each payload
PROLOG_REASONER	Fires deterministic rules (regime, correlation, breadth)	Zero hallucination — pure logic
QUANT_ENGINE	Runs conformal prediction / quantile forests (Python/Rust)	Model weights + data hash → Bifrost WORM
AUDITOR	Verifies lineage: Raw → Feature → Inference → Output	Audit_Spec: 4b565498-9afc-4782-af4a-c6b11a5d0058
COUNCIL_UI	Presents scenario bands (not point forecasts)	Training_Gate: Human_Review_Required

V. Repository Layout

market-scope/
├── apps/
│   ├── ingestor/          # Rust (Axum + Reqwest) — sovereign data connectors
│   ├── logic-engine/      # SWI-Prolog (HTTP JSON API) — deterministic rules
│   ├── quant-engine/      # Python (Polars + LightGBM + Conformal) — scenario bands
│   ├── auditor/           # Rust (WORM Writer + Verifier) — lineage verification
│   └── council-ui/        # Next.js + Tailwind — scenario visualization
├── packages/
│   ├── schemas/           # Protobuf / JSON Schema (shared types)
│   ├── prolog-rules/      # .pl files (versioned, tested, WORM-hashed)
│   ├── connectors/        # Per-index connector configs
│   └── bifrost-sdk/       # Rust/TS SDK for append_block(), verify_chain()
├── docker-compose.yml     # Local stack definition
├── turbo.json             # Turborepo pipeline definition
├── worm-genesis.json      # Genesis block for the WORM audit chain
└── README.md              # This file

VI. Prolog Logic Layer

Market Regime Detection (Deterministic)

regime(bull) :- sma_50 > sma_200, vix < 20, breadth > 0.6.
regime(bear) :- sma_50 < sma_200, vix > 30.
regime(transition) :- \+ regime(bull), \+ regime(bear).

Correlation Breakdown Alert

correlation_breakdown(AssetA, AssetB, Window) :-
    rolling_corr(AssetA, AssetB, Window, Corr),
    Corr < 0.3,
    historical_avg_corr(AssetA, AssetB, Avg),
    Avg > 0.7.

Sovereign Compliance Guard

compliant_signal(Signal) :-
    source_verified(Signal),
    worm_logged(Signal),
    \+ prohibited_action(financial_advice),
    human_review_gate_passed(Signal).

VII. Quick Start

# Clone the repo
git clone https://github.com/SNAPKITTYWEST/market-scope.git
cd market-scope

# Start local stack
docker compose up -d

# Verify services
curl http://localhost:8080/health   # Prolog engine
curl http://localhost:3001/health   # Ingestor API
curl http://localhost:8090/health   # Auditor

VIII. Sovereign Constraints

Constraint	Enforcement
prohibited_action(financial_advice)	Prolog guard — all outputs are scenario bands
Training_Gate: Human_Review_Required	UI blocks autonomous execution
Audit_Spec: 4b565498-9afc-4782-af4a-c6b11a5d0058	WORM chain — append-only, SHA-256 sealed
Plasma Gate Ed25519	Every data payload cryptographically verified
Zero hallucination	Prolog Logic Layer — pure deterministic rules

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This repository is a sovereign research platform. It does not provide financial advice.