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Hud launches agentic rollouts so coding agents can carry a change from PR to production

Announced Oct 29, Hud's one-line runtime SDK learns each backend function's production baseline, scores a pull request's production risk before merge, then watches the new version live and rolls back or flags a regression with the evidence the agent needs to fix it. Riverside says flawed deploys behind its canary now get reverted in about eight minutes.

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Replit's ViBench 2.0 has agents build whole products from scratch, and the best pass only 49-65% of builds

Released Oct 28, the benchmark starts each agent on an empty project and has it build one of 17 products (modeled on apps like Uber, GitHub and Google Docs) and then add up to 18 features on its own code, graded by 544 browser test plans; GPT 6.1 Sol, GPT 6 Astra and Opus 5.5 passed every plan in only 49 65% of builds. Eight products are public on GitHub, and results sit on Fireworks' leaderboard, where no open weight model passed a full build…

Replit Blog

Ant Group open-sources Ling-3.1-flash-1019, a 560B agent-tuned MoE with 1M context under MIT

Released Oct 27 on Hugging Face with its base model, the 25B active hybrid linear MoE got extra post training for multi step tool use and scores 44 on the Artificial Analysis Intelligence Index (up from 41), at $0.30/$0.90 per million tokens. It's a server model (about 570 GB in FP8, eight H200s on SGLang), and Artificial Analysis flags it as very verbose, so real task costs run higher than the token price suggests…

Neural Brew

Adversa AI launches a runtime security platform that blocks risky coding-agent action chains

Generally available Oct 29, it watches what Claude Code, Codex, Copilot and Cursor do through an LLM/MCP gateway, harness hooks and an endpoint sensor, links the steps into a behavior graph, and blocks a dangerous chain (say, a malicious skill reading secrets and then exfiltrating them) before the last step runs. Teams can start in observe only mode, and Adversa reports a 0.2 ms median blocking decision at one financial institution deployment (product page)…

GitLab Orbit goes GA, a lifecycle context graph that Claude Code, Codex, Cursor and OpenCode can query over MCP

Announced Oct 29, Orbit links code, merge requests, work items, pipelines and vulnerabilities into one auto updating graph that respects existing permissions, and GitLab says agents using it hit up to 45x fewer hallucinations and 4.5x fewer tokens in its own tests. It's GA for Premium and Ultimate on GitLab.com now, sold as shared query packs with a free 30 day trial, with Self Managed and Dedicated following in the coming weeks…

Claude for Legal adds a gallery of shareable artifacts for contract review, cite checks and intake

Launched Oct 28, the gallery includes ready to use interactive tools like tabular contract review, cite check, jurisdiction survey matrix and a playbook deviation board, each opening with example data and linking every output to its source; teams can tailor them with their own documents and 60+ legal connectors and share them with ethical wall controls. Partner artifacts include Harvey Intake, which routes business users' legal requests from Claude to lawyers in Harvey over MCP (Harvey)…

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