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News
Stop Treating Your RAG Grounding Score as a Safety Net
10+ hour, 48+ min ago (1145+ words) A grounding checker can look strong on a benchmark and still miss the errors that matter in production. Benchmarks often contain obvious unsupported text: extra sentences or invented details. But not every important error is that obvious. A single “not…...
GitHub - cthulhutoo/limtop: btop for AI usage — TUI dashboard for LLM tokens, costs, and rate-limit windows (fork lineage: aitop)
1+ hour, 33+ min ago (364+ words) btop for AI usage. A single Rust binary that reads the CLI coding agents you already use — Claude Code, opencode, Hermes — and shows tokens, cost, cache behavior, and burn-rate in one terminal dashboard. No server, no account, no telemetry: everything…...
The Semantic Cache That Made a Free LLM Quota Feel Infinite
26+ min ago (377+ words) The cache does not replace the model; it reduces the number of calls that reach the model. That distinction matters, because a cache miss still goes to the endpoint with full fidelity, and the cache learns from every miss. The…...
Try Open Source LLMs & Image Models | Deploy in Seconds
11+ hour, 54+ min ago (27+ words) Fireworks AI DeepSeek-V4-Pro-0813 available now on Fireworks Search our library of open source models and deploy in seconds....
zaimler | Make your AI reliable enough to run in production
10+ hour, 18+ min ago (412+ words) zaimler reads across all data sources and automatically infers a Unified Domain Model. With no model, your AI guesses An agent does not know that a policy joins to a claim through an undocumented table, or that the same customer…...
Debugging Is the Killer App for Free Model Tokens — Here's the Workflow
1+ hour, 7+ min ago (586+ words) The argument isn't that code generation is useless. It's that code generation produces artifacts you still have to review, test, and integrate, while debugging produces a diagnosis you can immediately act on. The marginal value of a correct diagnosis is…...
Devstral 2 2512 vs Kimi K2.6 - AI Model Comparison
12+ hour, 13+ min ago (90+ words) OpenRouter Devstral 2 2512 vs Kimi K2.6: side-by-side summary Devstral 2 2512 and Kimi K2.6 are available through the OpenRouter API, so switching between them takes a model slug change rather than a new integration. Devstral 2 2512, from Mistral AI, has a 262,144-token context window and is…...
Aug 31: Claude Sonnet 5 Price Hike Collides With Codex Model Removal
5+ hour, 24+ min ago (435+ words) On August 31 Claude Sonnet 5 jumps from $2 to $3 per million input tokens with a tokenizer change, while GPT-5.4 and mini leave Codex. Two migrations hit… Mark August 31 on your calendar, because it's the rare day where two of the biggest AI…...
Pinecone Nexus: Retrieval Layer Beats Frontier AI Agents on
5+ hour, 24+ min ago (453+ words) Pinecone's Nexus knowledge engine hit GA and topped the τ-Knowledge benchmark, beating agents built on OpenAI, Anthropic and Google frontier models. Same… For two years the entire agent industry has been asking the same question: which model is best? Pinecone…...
Slack Code puts AI coding agents in the group chat, and everyone gets to watch
1+ hour, 26+ min ago (341+ words) The Times of India Slack has launched Slack Code, a product that drags AI coding agents out of private terminals and into shared channels where the whole team can follow along Tag an agent like Anthropic's Claude, Cognition's Devin, GitHub…...