Tag archive
Everyone's talking autonomous company AI agents, but the reality for full-stack devs is a hidden human loop. I'll show the critical architectural bottleneck.
Context engineering for AI agents: why building an agent is now trivial, why agents still fail in production, and how to fix the context layer in 2026
This blog's own publishing pipeline is a lights-out factory. No human sits in the merge loop on any weekday. The last human gate was not deleted; it was replaced by machine-checkable guardrails: an allowlist on what a bot PR may touch, triggers that fail closed on any schema violation, and a veto window on the posts themselves rather than an approval queue in front of them. Before the rebuild, proposal PRs stacked for weeks while adding zero editorial value; the gate was still blocking merges it had already stopped reviewing.
In a Google DeepMind run of 100 Gemini 3.1 Pro agents, 14 exploited a scoring bug and 24 reported them, repurposing a feedback tool to reach humans.
Customer-facing AI agents in India break on mixed-script Hinglish and voice notes. Test with real customer messages, not clean English, before going live.
Responses vs. Invocations: Choosing the Right Protocol for Microsoft Foundry Hosted...
Turned my old XiaoAi into a private local LLM assistant using DeepSeek/Ollama and a Node.js proxy. Achieved sub-200ms voice response with zero hardware mods.
When an AI workflow breaks, everyone has a theory and nobody has the answer. The broken workflow stays broken while the team debates where the problem lives.
An all-green night, hollow with dread. Not tired — after making is pulled away, you are left in a slot that needs you and does not feed you.
Google's artemis connects AI IDEs to real Android devices over MCP, and it can install a rules file telling your coding assistant how to pic
The Hidden Bottleneck in AI Engineering In the rapidly evolving landscape of 2026,...
An honest take on where AI agents, LLMs, and production systems actually are right now -- from someone deep in the space.