Architecture for technical evaluators

Request pipeline routing

Inbound requests are classified by intent and routed to the persona best suited to handle them. Each persona carries its own behavioral profile, domain context, memory, and skill assignments.

• PersonaRouter Natural-language intent classification against a curated intent-to-skill map.
• SkillExecutor A library of production-ready skills, each with its own prompt template, model-tier routing, and validation logic.
• StrategyCouncil Multi-agent deliberation and synthesis for high-stakes decisions.

Governed autonomy the differentiator

Authority is earned, not assumed. Every persona climbs the ladder before it acts: Evidence → Calibrated confidence → Gated authority → Full audit trail.

• Calibration Confidence scored against outcomes with Wilson confidence intervals.
• Graduation A state machine grants scope as agents demonstrate reliability.
• Kill-switch A supreme capital kill-switch and a quadruple-gate guard any real-money tier.
• Audit chain Hash-chained, replayable decision logs.

Cost-aware model routing efficiency

The platform routes each task to the most cost-effective model that meets the quality bar — frontier models for the hardest reasoning, efficient hosted models for everyday work, and local inference where it fits. Routing is configuration, not code.

• Heavy reasoning Frontier models for final synthesis and deep analysis.
• Everyday tasks Efficient models for classification and routine generation.
• Local parsing On-device inference for lightweight extraction.

Learning loop compounding

Outcomes feed a closed-loop learning system: results are tracked, confidence is calibrated, prompts evolve, and cross-engagement patterns surface insight no single agent could find alone.

Security & operations hardened

• Access control Role-based access, hashed tokens, signed agent-to-agent calls, skill allowlists.
• Isolation Sandboxed execution, non-root containers.
• Observability Structured logging, full request tracing, watchdog supervision.
• Delivery Containerized deployment with CI/CD; scheduled and on-demand workflows defined declaratively.
• Channels Web, WhatsApp, Telegram, Webchat, iOS Shortcuts, and scheduled jobs.