Tag: ai-developer-evolution
All the articles with the tag "ai-developer-evolution".
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Two Security Boundaries for AI-Assisted Development
A sandbox limits what an agent can damage while it works; it cannot tell you whether the resulting code is safe to ship. AI-assisted development needs separate controls for the runtime and the artefact.
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Building a Personal Brain OS for Your AI Agent
An agent does not need your entire knowledge base in every prompt. It needs a structure that reveals the right instructions, memories, and source material when the work calls for them.
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Teaching Your Agent Standard Operating Procedures
Skills can encode Standard Operating Procedures without loading every instruction upfront. One activation experiment shows why descriptions, evals, and hooks still matter.
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The Great Agent Tooling Debate
MCP offers discovery and a standard interface; CLIs offer composability and familiar controls. I compare their costs and explain why my default is CLI-first, not CLI-only.
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Surviving the Context Window in Practice
A context window is a budget. These are the tactics I use to manage it: scope each session, write durable state to disk, isolate research, and clear between phases.