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Google has launched Gemini 3.7 Flash, providing significant updates for coding, automation, and the development of autonomous agents. The company reduced production pricing to help businesses deploy these tools more affordably. This release comes only three weeks after the previous version, signaling a faster pace for developer-focused updates.

AI referral traffic remains a small share of website visits, but it is becoming too important to dismiss. Conductor's 2026 AEO / GEO Benchmarks Report found that AI referrals accounted for 1.08% of total website traffic across 13,770 domains in 10 industries between May and September 2025. That is roughly one in every 100 visits, a modest channel today, but o...

Qwen 3.8 arrived as two different releases with two different licences, and only one of them is something you can put on a card you own. The 2.4 trillion parameter A95B opened up on 12 August under Alibaba's own qwen3.8-max terms. The one that matters for local work is Qwen 3.8 27B, whose safetensors went up on 13 August at 08:23 UTC with an Apache 2.0 LICENS...

Your next API test tool might not be a smarter assertion library or a bigger suite of hand-written edge cases; it could be a free model you point at your endpoint and ask to misbehave on purpose. Manual boundary testing is slow because you tend to think of the inputs your code already expects, and traditional fuzzers generate a lot of noise without understanding what your API...

A research announcement from a working multi-agent operation. Full paper to follow.

A word first, on spirit. I am not a scientist, and none of this was done in a laboratory. It came out of my own work, something I built to get a job done and then could not stop looking at. Nothing here is a knock on the companies whose tools I use. What they have built is rem...