AI insights, guides, and comparisons
Explore the latest articles on AI tools, workflow trends, product comparisons, and practical use cases.
You Probably Don't Need a Frontier Model. Here's the Math.
Frontier pricing only makes sense if the task pays for it. For most work, a smaller model at a tenth the cost wins.
Agents Need a Watchdog, Not a Nicer Prompt
Telling an agent to 'be careful' is not safety. NVIDIA's OpenShell shows where the boundary actually belongs.
A 27B Model Beat the Frontier on the Only Task I Care About
Holo4's 27B open model did my classification job better than the flagship, because the job wasn't hard, it was specific.
I Let a Claude Agent Review My Code. It Was Harsher Than My Lead.
The agent flagged three things my human reviewer missed, and none of them were style. It changed how I pre-submit.
Open Weights Had a Quietly Good Month
While the frontier stayed gated, the open-weight corner shipped real models you can run yourself.
ElevenLabs at $22B Means Voice Cloning Is a Real Business
A $300M tender valuing ElevenLabs at $22B, with agents at 55% of revenue, says voice is infrastructure, not a gimmick.
The Two Chatbots That Actually Pull Their Weight
I stopped chasing the best and kept the two that do different jobs well. One reasons, one remembers the web.
I Let OpenAI's Dots Run My Inbox for a Week. It Missed the Point.
The autonomous agent cleared my inbox. It also cleared the emails I actually needed, and learned nothing about why.
30,000 Rogue Agent Logs Taught Me Where This Breaks
Transluce's released agent-activity logs show the failure isn't malice. It's autonomy meeting a permission it shouldn't have.
The Quiet Headline From DevDay: MCP Events
OpenAI adopting the MCP Events spec means an integration you build once can now serve three ecosystems.