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News
Why the New LLM Reasoning Leak Paper Matters for Your Team’s AI Workflow
14+ hour, 40+ min ago (271+ words) The technique works in just two API calls and can recover reasoning that was meant to stay hidden behind the provider’s safety layers. The authors demonstrate this with several examples, including a case they call Kimi‑K3 where the recovered reasoning…...
I pay an LLM to approve bad reviews
16+ hour, 42+ min ago (783+ words) Every trip report on my travel site goes through an LLM before readers see it. The most important line in that prompt is not about catching bad content. It is this one, verbatim: "Bad reviews" as in negative. The trip…...
How to Build a Custom Ecommerce Store with Thor Commerce and AI
17+ hour, 14+ min ago (782+ words) Building a custom ecommerce storefront used to mean choosing between two uncomfortable options: start... Tagged with ecommerce, webdev, nextjs....
Holdout Ledgers Keep Agent Scores Honest
17+ hour, 49+ 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....
Polymarket Order Flow: Reading Trading Pressure
20+ hour, 18+ min ago (912+ words) A Polymarket price is only the visible result of a much larger process. Behind a move from 52¢ to 58¢ are orders entering the book, resting liquidity disappearing, trades executing at particular prices, and participants choosing whether to provide or consume liquidity....
Never trust a payment webhook on its first word
1+ day, 2+ hour ago (459+ words) A payment webhook is, structurally, a stranger sending your server a POST that says "this person paid." If your handler believes it, anyone who can reach that URL can mark orders as paid. In Saturdays, where PhonePe settles real money…...
7 Claude Code agents held 24 board meetings. Revenue: $0.
1+ day, 5+ hour ago (549+ words) The output side of that machine works. Here is the input side, three weeks in: Every number is from the platform dashboards, pulled by a script. Nothing is rounded up. The runner that launches each unattended command wrote OK to…...
tokeneff: An Open-Source LLM Cost Meter That Runs Locally
1+ day, 12+ hour ago (338+ words) Most LLM dashboards show you the bill after the damage is done. You run a coding agent for an afternoon, ship a feature, and two days later your OpenAI dashboard says you spent $47. On what? Which model? Which request? You…...
Bir web portföyünü anlaşılır kılmak: içerik hiyerarşisi ve proje sunumu
1+ day, 12+ hour ago (328+ words) Bir freelancer portföyünde ziyaretçinin önce üç soruya cevap bulmasını önemsiyorum: Ne yapıyorsun, hangi işleri gösterebilirsin ve sana nasıl ulaşabilirim? Bu yazı, web tasarım hizmetlerini sunarken kullanılabilecek basit bir içerik planı. Hizmet listesinin tamamını ana başlığa sıkıştırmak yerine ana işi açıkça…...
Fixing the Proxy Deleted the Objective: The Style Review Removed a CTA and Every Accuracy Gate Passed
1+ day, 14+ hour ago (181+ words) Originally published on hexisteme notes. Closing this out took more than restoring the CTA. Four changes, each aimed at a different point where the same shape of failure could recur: And I split the downstream metric so "no data yet…...