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SDD reflection — same talk different world

March 16, 2026 · LinkedIn

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Tomorrow I'm presenting Skill-Driven-Development again. This time for Fremra and Clave.                        

 When I first ran the presentation, I had a methodology. That turned out to be just the start.

Since then I've built four things I didn't anticipate needing:

Synthesis — because agents navigating large codebases were flying blind.
 KCP — because there was no standard for what an agent should know before it acts.
 kcp-commands — because 289 CLI tools were silent knowledge gaps.
 kcp-memory — because agents also need temporal context, not just structure.

Now I'm watching the MCP ecosystem grow fast. Tools, orchestration, agent loops everywhere.

But most of what I see is focused on actions — what agents do. Very little on knowledge — what they know before they act. The structured context layer that tells an agent what exists, what the conventions are, what scope it's operating in.

A few people are starting to notice the gap. Public sector architects. Infrastructure teams. Developers tired of agents guessing.

That's the piece I keep coming back to.

Curious how others are thinking about this.

SDD #KCP #ClaudeCode #AgentArchitecture


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