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Your AI Agent Has No Colleagues
11+ min ago (632+ words) "The coordination of the builders is not direct. It is the work already done that directs and triggers the work that follows." — Pierre-Paul Grassé, describing termites, 1959 You have seen this. Every agent framework does it:) Three attempts. Three identical failures....
When Free Inference Should Not Own the Retry Loop
31+ min ago (667+ words) A retry loop that consults free inference before it fires again is not resilience. It is a second outage, delayed by a model call that can stall, drift, or disagree with itself. Status codes, idempotency keys, and a hard budget…...
Holdout Ledgers Keep Agent Scores Honest
24+ min ago (1654+ words) A headline agent percentage is not a measurement until the task ledger, metrics, and controls can be re-run by a stranger. Teams that skip that freeze often publish marketing numbers dressed as evaluation, then discover they cannot reproduce the run....
ELYSAS MUSE Air Primes First Look At IBC 2026
3+ hour, 25+ min ago (434+ words) At IBC 2026 in Amsterdam, ELYSAS gave us a sneak peek at their upcoming MUSE Air Primes. These are essentially smaller and more compact mirrorless-mount versions of their MUSE LF primes. At the show, they only had the 32mm F1.7, but the series…...
AI Can Write a Perfectly Reasonable Scientific Sentence, and That???s the Problem
31+ min ago (979+ words) A while ago, I was working on a chemistry manuscript about Ce³⁺-doped perovskite microlasers, and one AI-generated continuation caught my attention. The manuscript had reached this sentence: It was trying to explain a specific experimental observation: in CsPbBr₃ crystals used for…...
Schematron V2 Small vs Mistral Medium 3.5 - AI Model Comparison
5+ hour, 59+ min ago (140+ words) Schematron V2 Small vs Mistral Medium 3.5 OpenRouter Schematron V2 Small vs Mistral Medium 3.5 Compare Schematron V2 Small from Inference Net and Mistral Medium 3.5 from Mistral AI on key metrics including benchmarks, price, context length, and other model features. Access both models and hundreds…...
Llama Guard 4 12B vs Fugu Ultra v2 - AI Model Comparison
1+ hour, 49+ min ago (145+ words) Llama Guard 4 12B vs Fugu Ultra v2 OpenRouter Llama Guard 4 12B vs Fugu Ultra v2 Compare Llama Guard 4 12B from Meta Llama and Fugu Ultra v2 from sakana on key metrics including benchmarks, price, context length, and other model features. Access both models and hundreds of…...
Your Free Probe Passed. You Still Measured the Wrong Box
1+ hour, 4+ min ago (1002+ words) Your free probe passed on a scratch box. That green badge still measured the wrong machine. A green free endpoint is a cheap probe. It is not a production ship gate. Treat it like a probe, or you ship luck....
First Rollback: Revert the Agent PR You Cannot Explain
40+ min ago (783+ words) Your first AI pull request will often need rollback. Plan that rollback before you merge anything. You lack repo history on day one. Agents still produce large and confident diffs today. A rollback plan keeps that blast radius tiny. First…...
AI Security Cannot Be Legislated Into Existence
1+ hour ago (563+ words) Regulation sets the rules. Architecture enforces them. Conversations about AI safety revolve around model behavior and future regulation. These discussions matter. They remain incomplete. The Real Security Boundary Is Not Intelligence The decisive factor is not model intelligence. The decisive…...