If you've been building agents, designing skills, and wiring up MCP servers — and you've hit the limits of generic copilots for production work — we'd like to talk. Context engineering, tool design, evals, tracing, cost. * You've been building agents long enough to have opinions — about context engineering, tool design, when to use a skill vs. a tool, what evals catch and miss, and where popular frameworks break down. You've shipped them and dealt with the failure modes. * Experience designing skills (Markdown-based workflow encodings, Anthropic-style or similar) and a clear view on when a skill, a tool, or both is the right fit. * Experience with MCP: building servers, designing tools, and thinking through auth, scoping, and observability for agentic systems.
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