The LS and UI can communicate via RPC. The UI can be designed freely, but considering the connection with the AI harness, it should be MCP or CLI. This time, I adopted CLI. Specifically, rather than ...
AI-Protocol is a provider-agnostic specification for all AI models, standardizing how we interact with intelligence, regardless of modality (text, vision, audio, video). We decouple the "data-state ...
Software Architect with 20+ years of experience.
Software Architect with 20+ years of experience.
Comprehensive guide to AI agent engineering: how 30+ frameworks actually work under the hood. Context rot, compaction, system prompt assembly, SOUL.md, agent loops, memory systems, tool sprawl, MC ...
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