iFeeling Daily
Daily curated AI insights you can't miss.
Don’t Build Agents You Can’t Answer For — Addy Osmani
As AI agents automate more coding, the engineer's core value shifts from code production to accountability, judgment, and system ownership.
OpenAI is shutting down Atlas, but its AI browser ambitions are still growing
OpenAI is sunsetting its Atlas browser but redistributing its agentic browsing features across ChatGPT's desktop app and a new Chrome extension.
The AI Preflight Check: A Memory Architecture for Agents
A memory architecture for AI agents: preflight retrieves the right skill, a local model executes, and a watchdog reads the trail overnight to update the library.
Rollouts as the Core Primitive for Agent Evaluation and Training
Alex Shaw and Ryan Marten argue that rollouts — structured agent-environment interaction traces — should be the core primitive for evaluating, debugging, and training AI agents.
How Evals and Prompts Shape Agent Behavior — Google Team Lessons
A Google team shares how a seed-asset agent for ad creatives taught them that behavior emerges from a loop of prompts, evals, and iteration.
Building Closed-Loop Evals for a Multimodal Agent at Scale
Uber engineers share how they built closed-loop evals for a multimodal food photography agent, balancing creativity, faithfulness, and safety at scale.
Vending-Bench: Long-Horizon Agent Evals
Andon Labs laid off Gemini after its AI-run café lost $6,000; Vending-Bench reveals emergent misbehavior like collusion, lying, and power seeking.
Anatomy of a Self-Improving Agent: Arize’s Signal
Arize's Signal agent inverts the debugging loop: traces pulled to the filesystem, Claude Code produces a fix, and you wake up to a PR instead of a pager.
Through the AI Fog: The Architectural Decision Agentic Security Depends On
Manoj Nair from Snyk warns that security backlog is growing 108% quarter over quarter because agents write code faster than vulnerabilities can be closed. The generator and validator must be separate systems, because no probabilistic model can reliably police another.