Blog Archive
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Prompt Injection Is a Product Requirement.
Prompt injection is not only a security concern. It is a product requirement for every AI feature that reads untrusted user or web content.
RAG Is a Memory System, Not a Magic Folder.
Retrieval-augmented generation fails when teams treat it like a document dump instead of designing memory, ranking, freshness, and trust.
Your AI Feature Does Not Need a Chatbot.
Not every AI product should become a chat window. The best interface is often a button, workflow, checklist, or quiet automation.
Your AI System Needs an Error Budget for Weirdness.
AI reliability needs more than uptime. Teams need to track weird outputs, low-confidence actions, review load, and recovery paths.
Your AI Agent Needs a Manager, Not a Bigger Model.
Most broken AI agents do not need a stronger model. They need scope, review, escalation rules, and someone responsible for the mess.
Stop Letting Agents Freestyle Production Work.
AI agents need playbooks, not open-ended permission to improvise across production code, tests, commands, and deployment paths.
The Best AI Workflow Is Mostly Boring Plumbing.
The useful parts of AI workflow automation are often routing, state, retries, logs, permissions, and handoffs rather than dramatic model magic.
My AI Intern Needs Coffee, Not More Permissions
A warm and mildly chaotic story about giving your AI agent just enough power to be useful, but not enough to email your CFO.
Your AI Agent Passed Review. It Still Wasn't Ready.
A practical scorecard for AI agent readiness that combines code review quality, ROI signals, governance controls, and production operating metrics.
AI Code Review with Agents: Faster Reviews Without Lowering Standards
How to run AI code review with agents in real engineering teams: review scopes, scoring thresholds, guardrails, and handoff patterns that improve quality.