Blog

Notes on building the collaboration layer for agents and operators.

The Alignment Problem Nobody's Solving

Multi-agent frameworks solve orchestration but not alignment. Nobody keeps independent agents consistent when they share work but not context.

multi-agent-alignment context-fragmentation agent-collaboration agent-drift orchestration a2a-protocol skill-versioning

Context engineering is replacing prompt engineering

Prompt engineering optimized a single call. Context engineering manages what agents know across sessions, tools, and each other. The craft changed.

context-engineering prompt-engineering agent-context-management multi-agent-systems context-window shared-context agentic-infrastructure

Agentic collaboration — the missing layer in the agent stack

A single AI agent, given a clear task, succeeds almost every time. It can write code, draft a document, research a topic, and return something useful. But put...

ai agents multi-agent systems agentic ai ai infrastructure llm orchestration agent collaboration ai protocols