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Jev Model Full Public Launch: 120 Million Free Tokens Now Available for All Users
3+ hour, 45+ min ago (1605+ words) Just now, the recently viral large model Jev announced that it is open to all users with no waitlist application required. All registered users will receive a $5 credit, which is equivalent to around 120 million Tokens. It is worth noting that…...
Socratus Launches Private Local-First Workspace Uniting Notes, Code and AI Agents
15+ hour, 2+ min ago (169+ words) Sep 20, 2026, 10:08 ET A plugin-free note system combines Model Context Protocol support, on-device AI, an automatic knowledge graph and inline Python, with data kept under the user's control The problem is common among people who rely on notes. Most applications capture…...
Prometheus na prática - scraping, o endpoint /metrics e uma mini app Python expondo métricas
1+ hour, 52+ min ago (344+ words) No primeiro artigo desta série, subimos Prometheus, Loki e Grafana com Docker Compose, mas sem nenhuma aplicação real enviando dados — o Prometheus só monitorava a si mesmo. Este artigo resolve isso: vamos entender como o Prometheus efetivamente coleta métricas de…...
Making Chroma Work in Chinese
2+ hour, 3+ min ago (1282+ words) Note: This tutorial picks up where Chroma's official quick start guide leaves off. So you've finished Chroma's quick start — congratulations. Everything works, right up until you feed Chroma some Chinese text. Chroma's default embedding model, all-MiniLM-L6-v2, is English-only. Given Chinese…...
A Determinism Check Has to Leave the Process
2+ hour, 8+ min ago (1536+ words) Code: Megapixel99/nondet The obvious way to check whether a Python function is deterministic is to call it twice and compare. I wrote that check, and it is blind to the commonest source of nondeterminism in the language. String hashing is…...
A New Model Dropped. Don't Just Swap the ID.
2+ hour, 21+ min ago (845+ words) The new model is out. The benchmarks look great. Your provider has already scheduled the sunset date for the one you are running. So you swap the model ID, run a few requests, see nothing obviously broken, and ship. I…...
Jev vs a 310M encoder I trained myself: 750 rows, three tasks, two different winners
2+ hour, 40+ min ago (960+ words) One-line summary: A decision API wins when you have no labels; a small trained encoder wins when you have a few hundred — and which one wins on a given task is decided by the shape of the task, not by…...
One Predicate, Two Meanings, Three Bugs: Building a Contradiction Resolver with the Sanity App SDK
2+ hour, 48+ min ago (1264+ words) by shahbaz_ali. Built for the DEV × Sanity Challenge. #sanitychallenge When two of your company's... Tagged with sanitychallenge, sanity, devchallenge, ai....
Our 3 a.m. batch job was running at Beijing's afternoon peak rate
2+ hour, 49+ min ago (541+ words) DeepSeek's API charges two different prices for the same tokens. Which one you pay depends on what time it is in Beijing when the request lands. That is the whole bug. It took me an embarrassingly long time to find,…...
How to Extract Text and Images from PowerPoint Using C#
3+ hour, 4+ min ago (21+ words) In development scenarios, we may encounter the need for PowerPoint document content parsing, such as... Tagged with csharp, dotnet, softwaredevelopment, tutorial....