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News

CodeCut
codecut.ai > your-rag-checker-may-miss-errors-that-matter-most

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
github.com > cthulhutoo > limtop

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…...

DEV Community
dev.to > codehub_1304 > the-semantic-cache-that-made-a-free-llm-quota-feel-infinite-4lp0

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…...

Fireworks AI
fireworks.ai > models

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
zaimler.ai > product > ontology

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…...

DEV Community
dev.to > devrs_9381 > debugging-is-the-killer-app-for-free-model-tokens-heres-the-workflow-1fda

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…...

OpenRouter
openrouter.ai > compare > mistralai > devstral-2512 > moonshotai > kimi-k2.6

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…...

Machine Brief
machinebrief.com > news > claude-sonnet-5-price-hike-codex-model-removal-aug-31

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…...

Google News
machinebrief.com > news > pinecone-nexus-retrieval-layer-beats-frontier-agents

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…...

The Times of India
timesofindia.indiatimes.com > technology > tech-news > slack-code-puts-ai-coding-agents-in-the-group-chat-and-everyone-gets-to-watch > articleshow > 133443508.cms

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…...