Shady A.

Founder, CTO @nexus_gpt (YC F25)

[Shady A. @ShadyShoha]

⚡️

[Y Combinator @ycombinator]

Nexus (@nexus_gpt) helps non-technical teams build production-ready AI agents without code.

Orange's business team shipped an agent generating $4M+/month in just one week using Nexus.

https://t.co/AX1q8ijchT

Congrats on the launch, @achammah1 & @ShadyShoha!

[Tim Sneath @timsneath]

One of my personal favorite features announced at WWDC will I suspect be a sleeper hit: container machines, allowing your Mac to run a lightweight, persistent Linux environment with your home directory and repos automatically mounted: https://t.co/dOBdfOOVxC

[Miguel Ángel @Miguel07Code]

We are excited to introduce frame.md, the design.md for video!

[Matt Bergland @mattbergland]

Windsurf is now Devin Desktop.

Windsurf was a transformative product for me and millions of others. Now we’ve brought the full agentic Devin experience to the surface you know and love.

The final unification of Cognition products is complete. One account; one platform.

Grateful to have been part of the Windsurf journey from the beginning. Cheers to the future: Devin Desktop!

[Google AI Developers @googleaidevs]

Building autonomous agents for scientific discovery? 🧬🤖

@GoogleDeepMind Science Skills is now available on GitHub. We've open-sourced this specialized toolkit to accelerate your agentic workflows with scientific grounding and higher token efficiency.

Download now ↓
https://t.co/cwp1HOeKvo

[It's FOSS @Itsfoss]

The company that once called Linux a "cancer" is now the one shipping its core tools to Windows users.

Microsoft just shipped GNU coreutils for Windows.

ls. grep. cat. cp. find. The same commands that have powered Unix and Linux systems for over 50 years are now available natively on Windows, maintained by Microsoft itself.

For context: GNU coreutils are the foundational utilities that every Linux and macOS system relies on for basic file operations, text processing, and shell scripting. They are the bedrock of Unix computing. Tens of millions of scripts, pipelines, and workflows run on them every day.

And now Microsoft is shipping and maintaining a build of them for Windows.

This is not WSL. You do not need a Linux subsystem running in the background. These tools run natively on Windows, with the exact same flags and behavior as on Linux. Your existing scripts just work.

Microsoft's goal: make moving between Linux, macOS, WSL, containers, and Windows completely frictionless. Write a script once. Run it anywhere.

The package bundles uutils/coreutils (a modern Rust rewrite of GNU coreutils), findutils, and grep into a single multi-call binary. Every command supports standard flags. Same commands, same pipelines, no translation needed.

The project is still in preview. But the direction is unmistakable.

[ClaudeDevs @ClaudeDevs]

We've updated /fork in Claude Code

/fork now runs a background agent with your exact context (system prompt, tools, history, model) and prompt cache. The result gets returned to your session.

/branch (the old /fork) still copies the transcript to a new session you drive.

[Microsoft @Microsoft]

What changes when agents become both a new unit of programming and an emerging new unit of human-to-machine interaction? The mission of Project Solara, a new software platform coupled with tailored hardware solutions, is to pioneer agent-first experiences that are shaped around you: your agents, your tasks, your environment, under your control. #MSBuild

[Microsoft Surface @surface]

Introducing - Surface RTX Spark Dev Box.

All the power developers need, right out of the box.

Sign up to learn more: https://t.co/DF0DvEvhOz

Surface RTX Spark Dev Box. Built for more.

[BuBBliK @k1rallik]

ANTHROPIC JUST TURNED AI AGENTS INTO GIT REPOS

Anthropic shipped "ant" - a CLI that runs every Claude API endpoint straight from your terminal.

The headline isn't the terminal access. It's that you can now version-control an AI agent as YAML in Git and have CI sync it to the Claude Platform, the same way you ship code.

- Every API resource is a subcommand: messages, models, files, agents, sessions
- Define an agent in a YAML file, check it into your repo, and keep it in sync with one update command
- Spin up a session, send it an event, then pull every event and tool call back from the same CLI
- Claude Code knows how to drive ant out of the box - it shells out and reads the results with no glue code

Agents just stopped being prompts you babysit and became infrastructure you deploy.

[Cédric Lion @cdriclion]

Introducing Open Collider: an open-source engine that mechanically improves LLM creativity.

It generates non-trivial, high-quality ideas at scale, for any ideation problem.

LLMs collapse on the same ideas. Sample the same brief 100 times → most outputs land in the same place. Researchers call it the Artificial Hivemind (Jiang et al., 2025).

"Be more creative" moves the LLM's output by ~0.04 in embedding space.
Forcing structurally distant domain collisions moves it by ~0.28.

7× more. Same model, same brief.

So I built Open Collider: a pipeline based on the theory of bisociations (Koestler 1964), the same model that drives human creativity.

📊 Across 12 real-world ideation problems:
•⁠ ⁠12/12 sign-test wins on embedding distance (p = .0002)
•⁠ ⁠60%+ originality wins on 4,320 blind LLM-judge verdicts
•⁠ ⁠4–13× further from the default cloud than "be original" prompts or longer context
•⁠ ⁠Idea relevance holds (win rate >50% on overall quality)

💻 Engine: first reply 👇
📝 Launch study: pinned tweet

Try it, Break it, Tell me what you find!

[Ivan Landabaso @IvanLandabaso]

The $1T blindspot:

[Boris Cherny @bcherny]

👋 We kept MRCR in the system card for scientific honesty, but we've actually been phasing it out slowly.

Two reasons: (1) it's built around stacking distractors to trick the model, which isn't how people actually use long context, and (2) we care more about applied long-context capability than needle-retrieval. Graphwalks is a better signal for applied reasoning over long context, and internally we've seen this model do really well on long-context code.

MRCR wasn't included in the Mythos Preview system card for these reasons, but Graphwalks was - that will be the case for future models too.

See system card: https://t.co/5W9t9q4kgF

[Dawid Moczadlo @kannthu1]

UPDATE: We were able to replicate the Mythos findings using existing models (GPT5.4)

Writeup coming early next week, no BS prompts, it's real reproduction

[Yuri Sagalov @yuris]

Very excited to partner with the Nexus team on their seed round.

Assem and Shady built an incredibly impressive Enterprise AI deployment platform that counts Orange Group, Proximus Global, Lambda and many others as customers.

https://t.co/XeN3vWU3El

[Shady A. @ShadyShoha]

@lawrencecchen ⚡️⚡️

[Lawrence Chen @lawrencecchen]

Introducing cmux Claude Code Agent Teams:

`cmux claude-teams --dangerously-skip-permissions`

Teammates/subagents spawn as native cmux pane splits. They stack vertically in a right column and auto-equalize as agents spawn and exit.

`cmux claude-teams` automatically sets CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1 and shims tmux on PATH with cmux's tmux-compat layer, so you don't need to update your Claude config. All arguments forward to Claude Code, and it works over cmux SSH too.

Out in the latest version of cmux (0.63.x).

[himanshu @himanshustwts]

Claude Code source code just dropped.

> built with React + Ink (terminal UI) on Bun runtime, ~512k lines of TypeScript

Major gated features that aren't public yet 👀

[Feross @feross]

🚨 CRITICAL: Active supply chain attack on axios -- one of npm's most depended-on packages.

The latest [email protected] now pulls in [email protected], a package that did not exist before today. This is a live compromise.

This is textbook supply chain installer malware. axios has 100M+ weekly downloads. Every npm install pulling the latest version is potentially compromised right now.

Socket AI analysis confirms this is malware. plain-crypto-js is an obfuscated dropper/loader that:

• Deobfuscates embedded payloads and operational strings at runtime
• Dynamically loads fs, os, and execSync to evade static analysis
• Executes decoded shell commands
• Stages and copies payload files into OS temp and Windows ProgramData directories
• Deletes and renames artifacts post-execution to destroy forensic evidence

If you use axios, pin your version immediately and audit your lockfiles. Do not upgrade.

[Aiden Bai @aidenybai]

Introducing Expect

Let agents test your code in a real browser

1. Run Claude Code / Codex to QA your app
2. Watch a video of every bug found
3. Fix and repeat until passing

Run as a CLI or agent skill. Fully open source

[Jacob @fat]

Code[dot]Storage

A new Git provider for machines by @pierrecomputer.

In Oct, Github shared they were averaging ~230 new repos per minute.

Last week we hit a sustained peak of > 15,000 repos per minute for 3 hours.

And in the last 30 days customers have created > 9m repos🧵