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News
Chat File Consent Needs a Request Snapshot, Not a Sticky Include Checkbox
19+ min ago (1027+ words) I tabbed onto Retry after a sluggish timeout, and VoiceOver still described the composer as empty. The Network panel told a much less comforting story about that same impatient retry click I made. The retry had posted my unsaved buffer,…...
Price AI Coding Lanes With Rollback Hours, Not Token Stickers
19+ min ago (966+ words) A platform lead told a room the AI coding bill was zero. Then someone opened the revert log. Fourteen reverts in eleven working days. That is not a free path. That is an unpriced one. I keep seeing the same…...
Learn Eval Ownership by Building a Tiny Lab Witness
19+ min ago (854+ words) Last Tuesday in Halifax my laptop sounded like it wanted to leave the room. I had a 40-line name-normalization lab, a messy CSV, and a due time that was closer than my pride wanted to admit. The function was supposed…...
Show Reversibility Proof Before Pasting Agent Undo Copy
19+ min ago (1157+ words) The agent already sent the client email. I am staring at a recovery screen. A free model drafted the undo label. It sounds calm and finished. It wrote, You can undo this send. Can I actually reverse it? The send…...
A New Recurrent Looped Transformer Claims Infinite AI Reasoning Depth
1+ hour, 17+ min ago (391+ words) A new Recurrent Looped Transformer pitch is moving around AI circles because it promises reasoning depth that grows over time. You should treat it as a serious idea, not a result. That question is worth asking because standard transformers are…...
Lablab x AMD AI Academy Challenge team: rashi garg
46+ min ago (278+ words) "rashi garg team on Lablab x AMD AI Academy Challenge Hackathon" Lablab.ai We value your privacy - Description This cookie, set by Cloudflare, is used to support Cloudflare Bot Management. - Description Builder.io sets this cookie to store the user…...
My progress was 0.5% or 7.3%, depending on which denominator the report used
57+ min ago (426+ words) A classification pass over a large corpus prints its progress. Here are two numbers from the same run, in the same line: Eight of sixteen hundred. Four and a half thousand of sixty-two thousand. Both are "how much have we…...
Your eval set is probably in your training set — here's how to check in ten minutes
49+ min ago (688+ words) You fine-tune a model, run your benchmark, and the score jumps six points. Before you write that up, there's one question worth ten minutes: how many of those benchmark examples were in the training data? If the answer is "some…...
Groq vs Grok 4.6: Spec, Price & Speed Compared [2026]
6+ hour, 59+ min ago (687+ words) Both companies are aware of the naming collision. Several pricing and comparison guides in 2026 go out of their way to spell each name carefully in their titles, a tell that authors expect readers to land on the wrong page. If…...
One instance was bad at its job and nothing was designed to notice
1+ hour, 29+ min ago (786+ words) Checkout errors sat between three and eight percent for most of a Thursday. Not enough to page, because our threshold is one percent sustained across the service and the service was at 0.4. Enough that retries covered most of it and…...