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@kernel.chat/kbot-finance

Audit-grade AI infrastructure for capital markets. Deterministic engine adapters + content-addressed envelopes + hash-chained audit log + regulatory verifier + MCP server. The AI Intelligence Layer never produces the number.

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@kernel.chat/kbot-finance

Audit-grade AI infrastructure for capital markets.

The AI Intelligence Layer never produces the number. The deterministic engine does. Every action is content-addressed, every step is hash-chained, every approval is signed.

Apache 2.0. Node 22+. Replit-importable.

What this is

A reference implementation of three layers that together form an AI-Native Capital Markets Operating System:

  • Deterministic engine adapters — call known-good engines (Polymarket Gamma in v0.1; QuantLib, NautilusTrader, Aeron, alts-NAV in later versions). The AI agent cannot compute the number — it can only request one inside a content-addressed envelope.

  • Regulatory verifier — Norm-AI-pattern rules-as-code. Every action passes through before reaching the engine. Failures emit adverse-action reason codes. Jurisdiction-aware (US, EU, UK, SG, HK, UAE, GLOBAL).

  • Hash-chained audit log — append-only, WORM-compatible. Every verifier check, engine request, engine response, approval, and incident is recorded with a hash linking it to the previous entry. Tampering anywhere invalidates everything after.

Plus a material-gate approval substrate for actions that require a signed human approver token before execution.

Try it on Replit

This subdirectory is self-contained. Import the repo into Replit and the first Run will:

  • npm install
  • npm run demo — runs the end-to-end flow against the live Polymarket Gamma API, prints the audit log, verifies the hash chain.

No keys, no setup. Public API only.

Run locally

cd packages/kbot-finance
npm install
npm run demo        # live end-to-end
npm test            # unit + integration
npm run test:live   # explicit live-smoke against Gamma
KBOT_FINANCE_OFFLINE=1 npm test  # CI without network

Architecture (one diagram)

┌──────────────────────────────────────────────────────────────────┐
│  AI Intelligence Layer  (kbot agent calls polymarketQuery(...))   │
└─────────────┬────────────────────────────────────────────────────┘
              │ content-addressed request envelope
              ▼
┌──────────────────────────────────────────────────────────────────┐
│  Regulatory Verifier  (rules-as-code, jurisdiction-aware)         │
└─────────────┬────────────────────────────────────────────────────┘
              │ pass / adverse-action reason code
              ▼
┌──────────────────────────────────────────────────────────────────┐
│  Material-Gate Approval  (signed token, if action is material)    │
└─────────────┬────────────────────────────────────────────────────┘
              │
              ▼
┌──────────────────────────────────────────────────────────────────┐
│  Deterministic Engine Adapter  (Polymarket Gamma in v0.1)         │
└─────────────┬────────────────────────────────────────────────────┘
              │ sealed envelope: { request_hash, engine_version, value, ... }
              ▼
┌──────────────────────────────────────────────────────────────────┐
│  Hash-Chained Audit Log  (append-only, replayable, WORM-ready)    │
└──────────────────────────────────────────────────────────────────┘

Public API

import {
  // Content addressing
  canonicalize,
  requestHash,
  sealEnvelope,
  // Audit
  AppendOnlyAuditLog,
  // Governance
  Approver,
  verifyApproval,
  // Verifier
  runVerifier,
  makePositionLimitRule,
  makeKellyCapRule,
  // Engines
  polymarket,
  // Tools
  polymarketQuery,
} from "@kernel.chat/kbot-finance";

What v0.1 demonstrates

  • Content addressing. Two calls with logically identical inputs produce byte-identical request_hash. Independent of object key order.
  • Audit-log integrity. Tampering with any entry is detectable by AppendOnlyAuditLog.verify(). Concurrent appends serialize correctly.
  • Verifier short-circuit. A rule rejection prevents the engine call entirely; the failure is logged with an adverse-action code.
  • Honesty primitive. byte_identical_replayable: false on the Polymarket envelope — markets move; the live Gamma API is not deterministic at the block level. A future adapter that pins to a Goldsky/Graph snapshot will flip this flag to true.
  • Approval tokens. HMAC-signed (Ed25519 in v0.2), bound to the exact request_hash + materiality + summary the approver saw.

What v0.1 deliberately does NOT do

  • No trading / signing / order placement on Polymarket. Read-only. Write comes after the audit primitives are proven.
  • No deterministic floating-point. QuantLib + CRlibm integration lands in v0.2 when the rates/alts adapters arrive.
  • No on-chain proofs. zk-STARK-verified compute against a Goldsky subgraph is the v3 audit primitive; v0.1 is HTTPS + content-hash.
  • No MCP server wrapper. v0.2 ships an MCP server that exposes polymarket_query to any MCP client (Claude Code, Cursor, kbot core).

Layout

src/
  envelope.ts                    # canonical JSON + SHA-256 + sealEnvelope()
  audit-log.ts                   # hash-chained append-only log + verify()
  governance.ts                  # Approver + verifyApproval()
  verifier/
    index.ts                     # Rule + VerifierContext + runVerifier()
    position-limit.ts            # Pre-trade size + notional caps (Rule 15c3-5 echo)
    kelly-cap.ts                 # Half-Kelly position-sizing cap
  adapters/
    polymarket/
      types.ts                   # Gamma API + outcome union types
      client.ts                  # HTTPS client; never throws across boundary
      commands.ts                # listMarkets / getMarket / listEvents
      index.ts
  tools/
    polymarket-query.ts          # The kbot-shaped tool wiring all layers
  demo.ts                        # End-to-end script (npm run demo)
  index.ts                       # Public surface
test/
  envelope.test.ts
  audit-log.test.ts
  verifier.test.ts
  governance.test.ts
  polymarket.live.test.ts        # LIVE SMOKE — hits real Gamma

Strategic positioning

This is the open-source counter to Palantir AIP: same architectural pattern (deterministic substrate + AI orchestration + governance), but MIT/Apache core, BYOK, MCP-native, lower price floor, developer-first.

Bloomberg ASKB shipped the "AI emits engine query, engine produces number" pattern (BQL emission) in Feb 2026. That pattern, generalized, is the content-addressed envelope. ASKB picked their own proprietary engine; this package picks open ones and ships the deterministic-replay MCP extension spec MCP currently lacks.

The 12-18 month window is the gap between Bloomberg validates the pattern (done) and first nine-figure AI enforcement action lands (H2 2026 - H1 2027). After that, the spec freezes around whoever shipped first.

License

Apache 2.0. Built to underpin commercial premium offerings (SOC 2, hosted replay-retention, certified determinism) — the Aeron / PyKX dual-shape.

Status

v0.1 reference implementation. Not yet certified for production trading. Not investment advice. Not affiliated with Polymarket, Bloomberg, FINOS, ISDA, or any regulator.

Keywords

capital-markets

FAQs

Package last updated on 11 May 2026

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