"Feeling behind on agents?
There's one way to catch up: pick one agent, and truly deploy it yourself.
For real. Into production. Into your org. Yourself." https://t.co/5g0zQx1ixv
🚀 The latest @code release brings interactive canvases for agent workflows, chat handoffs without losing context, and new ways to edit Markdown.
🧵 Here’s what’s new:
https://t.co/kOo0CVRtEm
How do agents remember?
The longer an agent runs, the more it takes in (instructions, tool results, files, and drafts), which results in decreased accuracy and reasoning.
Read how LangChain's Deep Agents harness addresses this by moving context out of the active window without deleting it ⤵️
Pylon tickets now get fixed automatically by Devin
New Devin customers on @usepylon also get $15,000 in credits to get started
Join our webinar to see it in action
https://t.co/UNwDFgYwWJ https://t.co/7vuzPQXFvt
Let VS Code Handle Your Pull Request for You?
See how the Agents window creates a PR with an automatically drafted title and description, then lets you review checks and track progress in one place. Agent Merge can monitor reviews and CI, resolve conflicts, keep your branch in sync, and merge automatically—with fine-grained control over when it acts.
👉🏽 https://t.co/jdaoDa8Yz1
Claude Platform traces can now be sent to LangSmith through OpenTelemetry.
Export from Claude Managed Agents, the Messages API, or the Claude SDKs with native OTel support. Traces show up in LangSmith so you can inspect every step and improve agent performance.
It’s available now in public beta.
Docs: https://t.co/DNRGAO4t1E
There are more document parsing models than ever, and they’re getting harder to tell apart.
That’s why we built OpenDocRouter. Every model we serve is benchmarked on ParseBench, with latency and cost per page tracked next to accuracy, so you can compare them side by side and choose based on what your documents need.
Failed pages are free and new accounts start with $5 in credit. Try it at https://t.co/sXXygu3fPL!
How @OrangeBusiness evaluate agents in their enterprise AI platform:
✅ RAG quality: golden datasets, retrieval recall, answer faithfulness
✅ Agent behavior: tool selection accuracy, prompt injection robustness
✅ Production traces: latency, cost, failed runs, human feedback
All in LangSmith, with regression evals before changes reach production, and LangChain for model neutrality & portability
https://t.co/6335TKfipN?
⭐ We shaped our new repo star history API around production evidence and maintainer feedback. Now it provides trends without returning individual identities or requiring unbounded database work.
The practical engineering tradeoffs that made it happen ⬇️ https://t.co/WJ18vkYmdO
Psst, pass it around: We have a new and improved badge for GitHub Universe 2026 ✨
Grab your in-person pass and secure a badge. Can't make it? Sign up to join us virtually. ⬇️
https://t.co/D4axC8Oecn https://t.co/Jq3FFdcyQf
🛡️ Give your organization more control over agent permissions in @code
Enterprise admins can enforce sandboxing policies and control which permission modes developers can use, including allowing Assisted Approval while blocking Allow All. https://t.co/oV6XLhEYn3
Gemini 4 Argon is now available in Cursor!
It scores 52.8% on CursorBench at default effort, on par with Opus 5.5.
Priced at $2/M input and $10/M output tokens. https://t.co/1wOk4NvgFJ
Origin, Cursor’s code hosting platform, now supports over 20 integrations.
Connect your repos to tools for CI, deployments, code review, security, monitoring, and project management. https://t.co/Xq8LpS6Fa7
Gemini 4 Argon is now available in Devin Desktop and CLI.
On FrontierCode 1.1, Gemini 4 Argon scores 60.5%, making it the highest performing Gemini model on the leaderboard.
Through October 27th it is available at 75% off for Devin users. https://t.co/rBP2Jtpkh1
🆕 How to Kill Your SaaS
https://t.co/A0F60h1DcQ
A lot of people talk about the death of SaaS but mostly in theoretical terms. We took a real $43,000/year SaaS we use and launched a global hackathon to clone it in a weekend, with both AI and REAL HUMAN evals, using any models any harness.
72 submissions, a lot of manual evals and ~100B tokens later, here are the results
In this special @latentspacepod edition we share the data collected, what's still hard about killing nontrivial, midtier SaaS, and reveal the winners of the $10,000 Kill My SaaS contest with qualitative interviews!