Insights on AI orchestration, multi-agent workflows, and the future of developer tooling.
Most AI agents lose context between sessions. Ours doesn't. Here's how we built a dual-tier memory architecture that persists 14,000+ memories across restarts.
ArchitectureProgressive MCP tool routing: how we inject only the 3 most relevant tools per request instead of dumping the entire catalog into context.
TechnicalWhen OpenAI rate-limits you, we cascade to OpenRouter, then to local Ollama. Here's how the 3-tier fallback chain works.
InfrastructureClaude Code, Cursor, Codex, Gemini CLI, Copilot, Windsurf — byte-for-byte identical tool signatures. No vendor lock-in.
IntegrationYour team's knowledge stays on your machines. No cloud dependency. Here's why local-first matters for enterprise AI adoption.
Philosophy