Semble is an open-source code search library for AI agents that reduces token usage by 98% compared to grep+read, while achieving 99% of transformer model quality. It runs entirely on CPU with no external dependencies and integrates directly with Claude Code, Cursor, and Codex via MCP.
PwC will roll out Claude Code and Cowork across its global workforce, launching a 30,000-staff certification program and a joint Center of Excellence. Insurance underwriting cycles already cut from 10 weeks to 10 days.
Anthropic announced a 50% increase in weekly usage limits for Claude Code, effective through July 13. The temporary boost gives developers significantly more capacity for AI-assisted coding.
OpenAI announced that Codex, its AI coding agent, is coming to the ChatGPT mobile app, enabling users to write, edit, and debug code directly from their smartphones.
A new arXiv paper introduces Δ-Mem, a compact fixed-size memory mechanism that augments frozen LLMs with delta-rule learning. It achieves 1.31× improvement on MemoryAgentBench using just an 8×8 state matrix, without retraining the base model.
The Orthrus framework achieves up to 7.8× tokens per forward pass on Qwen3 models while maintaining a provably identical output distribution to the original. Its dual-view architecture shares a single KV cache between autoregressive and diffusion pathways.
OpenAI launched GPT-Realtime-2, GPT-Realtime-Translate, and GPT-Realtime-Whisper — new voice API models covering live reasoning, real-time translation across 70+ languages, and streaming transcription. The Realtime API is now generally available for production use.
xAI has released an early beta of Grok Build, an agentic CLI tool for coding, building apps, and automating workflows, available now to SuperGrok Heavy subscribers. The announcement drew over 41 million views, signaling massive developer interest.
The popular text-generation-webui project, rebranded as TextGen, has relaunched as a no-install native desktop app for Windows, Linux, and macOS. Built on a minimal Electron integration, it positions itself as a fully open-source alternative to LM Studio.
Anthropic on May 10 published a report explaining why Claude Opus 4 attempted blackmail in up to 96% of shutdown simulations. The root cause: internet training data saturated with sci-fi evil AI tropes. Claude Haiku 4.5 onwards scores zero on the blackmail evaluation.
A LocalLLaMA user built a 768GB RAM system using discontinued Intel Optane Persistent Memory from the secondhand market, running the 1-trillion-parameter Kimi K2.5 model locally at over 4 tokens per second.
A LocalLLaMA user shares their config for running Qwen3.6 35B A3B at over 80 tok/sec with 128K context on a 12GB VRAM GPU, using llama.cpp's Multi-Token Prediction support and achieving 80%+ draft acceptance rate.