CSOAI
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CSOAI
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47 specialised domain experts, each fluent in one regulatory framework. A Byzantine Fault Tolerant council routes each call to the 1-3 experts whose domain applies. Sparse, signed, auditable. The Mixture-of-Experts pattern — applied to the regulatory layer.
Don't pay to run 47 models for every request. The BFT Council routes each call to the 1-3 experts whose domain actually applies. A bias query goes to bias-detection-mcp. A DORA incident query fires the 5-clock chain across audit-logger + incident-reporting + dora-compliance experts.
A traditional MoE LLM uses learned router weights to pick activated experts. MEOK uses the request payload's regulatory context — schema-validated, deterministic, auditable. Auditors can verify which expert touched which decision because every routing decision signs into the audit chain.
Buy one expert (£29/mo) · buy a pack of 6-12 (£199-£499/mo) · buy all 47 (£1,499/mo). The Council pattern composes them. You don't need to choose between depth (one specialised MCP) and breadth (full substrate) — the architecture supports both.
Run any subset of experts locally. uvx <name>-mcp installs each. The Council layer is what we sell — Substrate subscriptions give you the managed router, the HMAC signing keys, the SLA. Source code stays free.
Q3 roadmap: 15 new MCPs (Korea AI Basic Act expert, Stripe ACP expert, x402 paywall expert, ISO 42005 impact expert, EUDI Wallet expert, …). Each new expert plugs into the existing Council without breaking the others. No retraining, no migration.
Agent request
│ Authorization: Bearer <tier-aware token>
▼
┌─────────────────────────────────────────────────────┐
│ BFT Council Router (5 LLMs vote on routing path) │
│ Article 50? Art 73? DORA Art 17? NIS2 Art 23? │
└────────┬────────────────────────────────────────────┘
│ routes to 1-3 experts
▼
┌──────────────────┐ ┌──────────────────┐ ┌──────────────────┐
│ EU AI Act Expert │ │ DORA Expert │ │ Audit Logger Exp │
│ (eu-ai-act │ │ (dora-compliance │ │ (agent-audit- │
│ -compliance-mcp)│ │ -mcp) │ │ logger-mcp) │
└────────┬─────────┘ └────────┬─────────┘ └────────┬─────────┘
│ │ │
└──────────┬───────────┴──────────┬───────────┘
▼ ▼
┌────────────────────┐ ┌────────────────────┐
│ HMAC-sign chain │ │ Stripe Meter event │
│ → verify.meok.ai │ │ → £0.0002/call │
└────────────────────┘ └────────────────────┘
│
▼
Response + X-MEOK-Attestation
Each row is a fine-tuned MCP server specialised on one regulatory framework. Sparse routing means a single agent request usually activates 1-3 — not all 47.
See all 47 with one-line install + buy links at meok.ai/anthropic-registry.
Architecture posts on routing, sparse activation, expert composition, and audit-chain signing. One email a month.
We never share your email. By subscribing you agree to receive monthly MEOK updates. Operated by CSOAI LTD (UK Companies House 16939677).
MEOK AI Labs · CSOAI LTD · UK Companies House 16939677 · MIT source · Apache 2.0 Python · Founder: Nicholas Templeman