My LLM Critic Flip-Flops on Every Run. That's Fine — Because a Frozenset Decides What's Fatal.

A few weeks ago I wrote about why I built Apiarium after OpenRouter solved one problem for me and I...

I created this article for the purposes of entering the All Things Agentic Hackathon. Shoots is an...

nexus-lab-zen's probe-vs-prose, tested across two axes — clarity (20 scenarios × 5 trials) and drift (controlled fresh-vs-stale, cross-model, two runs). On clarity, prose diverges on vague rules. On drift, prose misses cleanly when a preci…

Building a multi-agent system sounds simple on a whiteboard. Give one agent a task, let another...

Building an agent that adjudicates whether a required form item actually got answered — and refuses to file the report until every one has. Google ADK 2.6, Gemini 3.6 Flash, Cloud Run.

Two reports dropped on August 26 that should change how you think about running AI agents in...

The Browser Is Becoming a Compute Platform: How Edge AI and High-Performance Web...

This week was a high-output sprint across the stack—from low-level p2p networking in Python to...

Opening four coding-agent sessions feels like scaling. On a shared machine, it is closer to giving...

Gemini function calling makes tool use look simple. You describe a function, provide its input...