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News, analysis and insights on Context Engineering, Neuro-Symbolic AI, MCP and the AI-Native development ecosystem.

context engineeringMarch 21, 2026 14m

Context engineering as an architectural discipline

The competitive advantage of reliable cognitive systems begins in context architecture rather than model spectacle.

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neuro symbolic

Neuro symbolic systems as a reliability regime

The neuro symbolic synthesis matters because it makes quality observable, justifiable and operationally reliable.

March 20, 2026 13m
mcp

MCPs as the control plane of cognitive systems

MCP is not an integration detail. It is the control plane through which identity, capability and permission are negotiated in distributed cognitive systems.

March 19, 2026 16m
context engineering

KV cache, attention and the long context engineering problem

Long context engineering requires understanding KV cache, FlashAttention, Lost in the Middle and prefix caching — expanding the window is not enough.

March 18, 2026 18m
ides

Designing instructions for agents: skills, hooks and context hierarchies

The quality of agent collaboration depends more on instruction architecture than the model. Skills, hooks and context hierarchies are the instruments of this engineering.

March 17, 2026 17m
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© 2026 Pedro Sanches. AiNative Devs.

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