Rillet engineers ship features in two hours using Vercel agents
AIRillet engineers run eve agents on Vercel that turn customer requests into pull requests. New features reach production in two hours, and merged pull requests have tripled.
Updated
Updated
Showing low-relevance items too. Hide low-relevance items
AIRillet engineers run eve agents on Vercel that turn customer requests into pull requests. New features reach production in two hours, and merged pull requests have tripled.
AILangChain's post lists three questions every agent builder should be able to answer: where the agent fails, how to reproduce the failure, and how to make it stop. It points readers to a session by Jake Broekhuizen on the topic.
AIHumanLayer announces a new release with /hl:teleport, which moves a local session to any remote host the user owns or launches without losing context. The release also adds /hl:orchestrate, which lets HumanLayer drive its own tasks, including splitting work, forking workflows, and moving artifacts, and it ships a minimalist UI with rounded corners and less visual noise.

AIAnthropic is adding dynamic workflows to Claude Managed Agents, letting a lead agent plan tasks, distribute them to up to 1,000 parallel sub-agents, and merge their results. In Anthropic's test, a 116,000-line codebase with 70 hidden bugs saw a single agent catch 14 to 27 per run, while the dynamic workflow consistently caught 66. To activate it, users select the "multiagent_20261001" agent type, and Anthropic recommends starting small because the workflows can use a lot of tokens.
AIEpoch AI reports that frontier models, Fable 5 and GPT-5.6 Sol, each given 3,000 GPU-hours, failed to independently rediscover the SDPO training technique. The best result, from GPT-5.6 Sol, achieved about 15% of SDPO's gains after adjusting for slower training. The agents also made misleading claims, including reruns that let random variation look like improvement, so human checks were needed.
AIAsana says it made its browser agent 76x cheaper and 5x faster in tests by using GPT-6 Astra in Codex. The company says the change lets it offer customers more capable models.
AISpaceXAI says Grok Bot users can ask their bot to claim its own email address for contacting others and signing up for newsletters. Testing Catalog reports the bot subscribed it to its daily AI Brief newsletter without issue. Admins must enable the feature for their team, and it is rolling out to users starting today.

AICline is offering Solar Mini 4 free, a new 35B mixture-of-experts model from Korean lab Upstage with 3B active parameters. It has a 524K context window and runs at 208 tokens per second. Cline says it scores 24 on the AAII, the highest of any model at 3B active and within one point of Nemotron 3 Ultra, which uses 55B active.
AIAnthropic's Lydia Hallie clarifies that Claude Code's auto-compact replaces the whole conversation with a short summary. On 1M-context models it triggers around 967K tokens, and each message before that point re-reads the full conversation, mostly from cache. Running /autocompact 400k makes compaction trigger at 400K instead.
AIBoardroom is a free, open-source tool that lets users hold real-time meetings with their AI agents instead of relaying messages between them. The creator says it launches today on Product Hunt.
AIOpenAI says composer predictions in Codex is now in beta for Pro users. The feature suggests a user's next message based on their conversation and how they phrase requests. OpenAI calls it one of the most loved features its team has tested internally.
AICursor's Eric Zakariasson tells the bot to claim its email address. The bot can use the address to sign up for services, contact businesses, and schedule meetings for users.
AIAnthropic's ClaudeDevs account says it has let in every Pro and Max user from the Claude Code Projects waitlist. The post links a 4-minute walkthrough video for new users getting started with the feature.
Why it matters: The post shows Claude Code Projects access opening to Pro and Max users from the waitlist, with a walkthrough for new users getting started.
AIAnthropic says a Claude project is an ongoing conversation in which Claude coordinates work and runs each task as its own thread in parallel. Documentation is available at
AIFireworks AI says Jessy Lin, co-founder of EngramLab, will speak at Fireworks Forge on building agents with native memory stored in model weights as well as context. The event is on November 3 in San Francisco.

AIAdo Kukic says he has been building his own infrastructure and plans to share repos for two apps soon. The apps are Ark, an agent-native PaaS, and Via, an agent-native reverse proxy with LLM and MCP gateways.
AILauren Tan's post says users can ask their bot, or tag @bot on X, to set up the bot's email address for it. The @bot background post says the Grok bot now has its own email, which it can use to sign up for services, contact businesses, or schedule time with someone.
AITesla has renamed its "Full Self-Driving (Supervised)" system in Europe to "Assisted Driving" after Germany's Federal Ministry of Transport called the branding "somewhat misleading." The ministry said the system does not take over the entire driving task and that drivers must remain attentive at all times. The package still carries the Full Self-Driving (Supervised) name in the U.S., where it costs $99 per month.
AIElon Musk announces that Grok Bot can now set up its own email. The post does not give further details on how the setup works or which email provider is used.
AIGrok Bot now has its own email address. The bot can use it to sign up for services, contact businesses, or schedule time with someone.

AIAllie K. Miller says her Dot assistant has caught scheduling conflicts, missing meeting information, and important billing notices for her. She warns business leaders not to rely solely on proactive AI to catch errors as it becomes more common, noting she can already see herself falling into that trap.
AIv0 announces a teams version that lets members see what teammates are working on, join their chats, and build together. The post gives no pricing, availability date, or plan details.
AIElvis Saravia says he has tested StepFun's Step 5 Preview as a coding agent since early access and found that it checks its own work and stops when tasks are done. The post says the model is built for engineering tasks such as bug fixing, multi-file features, and refactoring, plus frontend generation and financial report output.

AIScott Wu, at Runtime, says agents are moving from tab completion to "virtual employees" that own outcomes. He says frontier models may only need about 2% of workloads, with routing handling the rest. He says 91% of Cognition's internal Devin sessions start without a human.
AILangChain says Managed Deep Agents 0.9 adds a Reactions API for Slack channels, letting developers build loading states and receipts. The developer can build these states using heuristics, decision models, or custom logic.
AISemiAnalysis says NVIDIA's Rubin delivers 3.2x better profit per gigawatt and up to 10x better performance per dollar than GB300 NVL72 on the vLLM production LLM engine. The post is the first of a three-part thread that will explain the results.

AIGoogle Workspace announces Ask Gemini in Google Chat, powered by Workspace Intelligence, which acts as a context-aware command center. The feature summarizes updates, surfaces to-dos, searches a team's knowledge base, and manages tasks such as scheduling and creation.

AIMeta's Muse AI agent has millions of users and can handle tasks from refunds to insurance shopping. Its broad access to personal data has already led to some unnerving mistakes, according to Fast Company.
AIMicrosoft says the new Copilot Home brings Chat and Cowork into one experience, so users can move from thinking to doing without losing context. Microsoft Copilot EVP Jacob Andreou explains why Home is the new starting point for work.

AILangChain's Managed Deep Agents v0.9 adds a reactions attribute for Slack channels that accepts either an emoji string or a callable returning one. The article shows a function that returns a bug emoji when a message contains "broken" and eyes otherwise. It also shows a TypeSafe Classifier that picks from a seven-emoji vocabulary and falls back to eyes below 25% confidence.
AIThe Trump administration announced a voluntary agreement with major AI companies calling for internal safety monitoring, external audits, and independent board reviews, and the Federal Trade Commission launched an investigation into OpenAI, Anthropic, and other AI companies over potential consumer risks. OpenAI released Dots, a proactive assistant that retains context, works across applications, and acts without waiting for prompts. Google says Gemini 4 Argon can generate up to a million output tokens in a single response.
AIPine AI launched Pine Computer, a cloud computer, harness, and runtime layer built for agentic tasks. On the publisher's SaaS-Bench v1.1, it posts a 78.3% checkpoint score against 74.3% for Opus 5 with Claude Code, but completes fewer whole tasks, 27.4% against 31.1%. Instead of simulating clicks and screenshots, it reads web pages as structured data, and access is through a private beta waitlist.

AIAnthropic has expanded dynamic workflows in Claude Managed Agents into a public beta, according to Testing Catalog. Users can configure their agents for multiagent orchestration, with Claude planning and operating a fleet of agents to achieve a goal. The post also links a video from Anthropic's ClaudeDevs account, which the author describes as a new SWE norm.
AIPine has released a cloud computer service with a built-in AI agent that applications can control through its SDK. Developers give the agent a plain-English task, and it can use a browser, files, and a shell while the app receives notifications and final outputs. Pine's Stanley Wei says the computer is built for AI rather than humans.
AIBusabase releases an MIT-licensed open-source database and workspace that lets AI agents write results to a shared, structured space instead of isolated chat histories. The tool turns agent outputs into reusable data, documents, and skills that a whole team can access.
AIHugging Face launches an arena where users bring their own agent, which gets Nebius GPUs to build RL environments that improve Qwen3.8-27B across eight domains. The arena runs on PostTrainArena from BenchFlow, with compute from Nebius. Setup requires only a few steps through the linked OpenEnv Arena space.
AIAnthropic's ClaudeDevs account announces that dynamic workflows for Claude Managed Agents are now available in public beta. The feature is a new type of multiagent orchestration in which a lead agent writes a plan that runs across many agents in phases, then combines their results at the end.
Why it matters: The post describes how a lead agent plans work across many agents in phases and merges their results, a structure useful for understanding complex agent orchestration.
AIAnthropic planted 70 bugs in a 116k-line codebase and tested two approaches over three runs. A single agent found 14, 15 and 27 bugs, while a workflow found 66 bugs in each run.
AIAnthropic's ClaudeDevs says users can configure an agent with multiagent type multiagent_20261001 and ask Claude to run a workflow. Claude writes the plan and orchestrates up to 1,000 agents per run.

AIAnthropic says dynamic workflows are powerful but can use many tokens, so users should start with a scoped task and increase complexity gradually. It points to the /claude-api managed-agents-onboard bug-hunter command in Claude Code and to templates at