Agents

regent-vcs released the open-source re_gent project for AI-agent version control, currently supporting Claude Code, with workflows for tracking why an agent changed files, rewinding sessions, and bisecting agent actions; the post does not disclose the license, storage format, or installation details.

OpenAI runs Codex with four safeguards: sandbox isolation, human approval, strict network policies, and native agent telemetry; the post does not disclose evaluation metrics, incident rates, or enterprise deployment requirements.

Xu Xiaobin cites internal interviews showing that engineers who use AI heavily cut coding time from 30% to 5%, raised Agent conversation time from 5% to 60%, and increased end-to-end delivery efficiency by 2 to 3 times, while pure coding efficiency rose 10 times.

NVIDIA Cosmos Lab and Purdue University proposed Scenethesis, a language-and-vision agentic framework for text-to-3D scene generation that uses visual grounding, SDF-based physical constraints, and a judge module; experiments report about 72% first-pass success, 91% after self-checking, and collision rate reduction from 6.1% to 0.8%.

OpenAI launched GPT-Realtime-2, GPT-Realtime-Translate, and GPT-Realtime-Whisper as API models, covering 128K-context voice reasoning, streaming translation from more than 70 input languages into 13 output languages, and realtime transcription priced at $0.017 per minute.

Ai2 researcher Nathan Lambert visited Zhipu, Moonshot AI, Tsinghua, Meituan, Xiaomi, and 01.AI within 36 hours, and said Chinese labs closely watch ByteDance and respect DeepSeek, while student participation in core work, open source habits, and in-house control of the technical stack mark key differences.

MIIT and other agencies released AI terminal intelligence standards covering 7 device categories. The framework uses a “2+N” structure with L1 response, L2 tool, L3 assistance, and L4 collaboration; L4 details come later. The post does not disclose concrete test metrics.

Ruanyifeng Weekly issue 395 frames AI-assisted coding as a “mystery house” style of software development and cites HN SOTA, which ranks model popularity by scanning 200 top Hacker News topics each day and their programming or AI discussions.

OpenAI open-sourced openai-cli for direct API calls from the terminal. The Apache 2.0 tool installs via Homebrew or Go and covers Responses API, structured output, image editing, transcription, and key config. The key detail is Agent workflows using cloud tools like web search and code interpreter.

Cloudflare plans to cut over 1,100 jobs globally, about one-fifth of its workforce. The cuts are tied to an agentic AI-first operating model; the post does not disclose roles, timing, or cost targets.

OpenAI says Codex now runs in Chrome on macOS and Windows. The plugin works across tabs in the background without taking browser control; the post does not disclose version, concurrency limits, or enterprise policy.

The U.S. DOE and NVIDIA are building two AI supercomputers at Argonne; Equinox uses 10,000 Grace Blackwell GPUs. Solstice will use 100,000 Vera Rubin GPUs, which Buck said reach 5,000 exaflops. The key bottleneck is grid work: Wright said AI can cut interconnection studies from years to weeks or hours.

GitHub published a guide for reviewing pull requests generated by AI agents. The snippet lists 3 focus areas: code changes, logic or security bugs, and pre-merge technical debt. The key issue is a review process before automated commits reach production.

Claude now connects to four Microsoft apps: Excel, PowerPoint, Word, and Outlook. Excel, PowerPoint, and Word are generally available; Outlook is in public beta. Admins can deploy via Microsoft admin center and monitor with OpenTelemetry.

Perplexity opened its Personal Computer Mac app to all users. It runs on any Mac and works across local files, native Mac apps, the web, and Perplexity secure servers. The post does not disclose pricing, permission boundaries, or task success rates.

inclusionAI says Ling-2.6-1T is now live on OpenRouter. The trillion-parameter instruction model uses “fast thinking” and claims top AIME26 and SWE-bench Verified results with about 75% lower cost. The post does not disclose pricing, context length, or full benchmark scores.

Google DeepMind describes AlphaEvolve as a Gemini-powered coding agent; the body is only an RSS snippet. The title discloses coding-agent scope and cross-field impact, but the post does not disclose model version, benchmarks, or deployments.

Apify mcpc integrates the x402 payment protocol, letting AI agents auto-sign payments on HTTP 402. x402 compresses paid API settlement into one HTTP round trip plus a signature; mcpc supports Claude Code and USDC-funded wallets. The key point is machine settlement for paid tool calls, not the wallet label.

Qwen released WebWorld 32B/14B/8B, Qwen3 finetunes for training and evaluating web agents. It uses 1M+ real web trajectories and supports 30+ step simulation plus A11y Tree, HTML, XML, Markdown, and natural-language states. Agents trained on its synthetic trajectories gain 9.9% on MiniWob++ and 10.9% on WebArena.

Shengshu Technology opened Vidu Claw, which generates ad scripts, voiceover, music, editing, and final videos from one prompt; its Video Plan includes up to 40 minutes of daily generation across video, image, and audio.