Also great to catch-up with some of the best folks in the business after such a long time: @kentcdodds @ossia @fharper @SwiftAlphaOne This is only possible at ATO 🫡

Had a wonderful time presenting 2 talks at @AllThingsOpen: 1. How do you secure coding agents using @Docker Sandboxes 2. LLM inference on edge using @PyTorch Executorch and LiteRT for @Qualcomm_Dev QNN Always have wonderful discussions and cross sharing of feedback at ATO!

Inspired by @BhosalePratim's Macbrow, I built Winbrow: a Windows voice assistant. @GradiumAI speech + @typesafeai Jev routing + browser automation adapted from @browser_use’s Jev Ultrafast project. @Alibaba_Qwen 4B LLM handles replies. Phonon (TTS) speaks them both running locally on @Qualcomm_Dev X Elite’s NPU. Built for Phonon’s OSS launch!

Fun setup to work on - and support the Phonon TTS pipeline via GenieX targetting the NPU it was fun to work on this in collab with @carrycooldude @ashwinexe @BhosalePratim

I got to build with @GradiumAI Phonon on launch day! A smart mirror that sees your outfit and gives spoken style recommendations - all running locally on @arduino Ventuno Q. @Alibaba_Qwen VLM to understand what you’re wearing Phonon TTS to talk through suggestions Both accelerated by the @Qualcomm_Dev Hexagon NPU

So cool to see @MLHacks giving out some @arduino UnoQs as part of prizes for their AI hackathon at @AllThingsOpen 🙌 – at Garner, NC

Glad to be back at @AllThingsOpen after 2022! I am going to present a talk on how to improve security for running agents with @Docker Sandboxes - whether it is a coding agent or a multi agent system

An AI coding agent becomes useful when it can investigate a problem, change the code, test the fix, and follow through to a working deployment. That’s what I wanted to explore with the newly launched @reflection_ai Beam 🚀 Beam is built for coding, reasoning and agentic workloads. KubeTrace AI puts those capabilities to work on @kubernetesio incidents, with inference through @nebiustf. The agent can: → Investigate logs, events and application code → Trace a failure to its cause → Propose code or Kubernetes manifest changes → Run regression tests in a sandbox → Build and deploy the repaired application → Check whether it recovered The execution layer checks every proposed change against policy, and hidden checks decide whether the incident is resolved. You can inspect the evidence, patches, test output and failed attempts.

Featuring the Codex Ambassadors in India

Kicking off @OpenAIDevs DevDay Bengaluru

The problem with “YOLO mode” is that an agent can act with your access. A worktree won’t isolate your SSH keys, cloud credentials, or the rest of your disk. Jozu Agent Guard puts the agent in a microVM, applies tool-call policies, limits network access, and keeps an audit trail. I made this video with Opus 5.5 to show how the guardrails work 👇

Power of Local AI 😍 Running a custom Smart Mirror Demo application with @arduino Ventuno Q powered by a @Alibaba_Qwen 2.5 VL 7B model to describe what you wear, @googlegemma EmbeddingGemma 2 model for multi-modal vector search to find similar dresses, PiperTTS all targeting the @Qualcomm_Dev NPU on the Ventuno Q at IMC 2026. Stand in front of the mirror - and get recommendations on how to improve your outfit and get recommendations on other clothing options you can try all offline.

Shot a quick video covering @PrimeIntellect Agent and running it with the newly launched @Alibaba_Qwen 3.8-27B model on @nebiustf using nconnect. A few interesting features about Prime Agent: • A persistent Python environment for executing tools and managing working context using RLMs • A continual harness that can refine its supporting instructions based on experience The video covers the setup, how Prime Agent works, and the coding demo with Qwen 3.8-27B.

Reached highest loyalty tier of @TurkishAirlines Miles&Smiles program! Means free business upgrades for long haul flights to North America 😁