Paired agent review loops
03Worker/reviewer pairing with explicit proof requirements and adversarial gates before merge — patterns from Proofloop and Aura.
Worker/reviewer pairing with explicit proof requirements and adversarial gates before merge — patterns from Proofloop and Aura.
Explicit message bridges, resumable state, and lens-based architecture maps for swarm debugging.
Runbook guards, bounded data access, and control-plane separation for production agent workflows.
Typed tool surfaces, repository-level caching, and session-safe MCP servers for domain agents.
Automated validation workflows — Reddit signal analysis, competitor research agents, and structured evidence collection.
Six-service monorepo: API/BFF, OpenAI Agents SDK runtime, MCP tool gateway, E2B sandbox, on-chain intent engine, and HITL approval flows.
Experimental data to LaTeX paper with domain-routed retrieval, citation validation, reviewer revision loops, and reproducibility manifests.
StripedHyena 2 variant effect prediction with ClinVar benchmarking and an interactive hg38/hg19 research workspace.
Interactive architecture diagrams for every agent project — layers, flows, tours, and stack rationale.
CLI pairing Claude and Codex with proof requirements and security gates.
Visual language for agent workflow maps, tokens, and portfolio presentation.