Chamber: Autopilot for AI Infrastructure

What it does

Chamber is building agentic software to automate management of AI infrastructure such that AI/ML teams can get more done with GPU they already have. We're former Amazonians that helped build and scale large-scale infrastructure optimization, delivering hundreds of millions in cost savings.

Chamber — AIOps agents for ML teams. Diagnose failed training jobs, reclaim idle GPUs, and keep every node healthy — so researchers stay focused on building models. YC W26.

Chamber puts AIOps agents on call for your ML infrastructure. They diagnose failed training jobs, reclaim idle GPUs, and keep every node healthy — automatically when it's safe, with a human in the loop when it isn't — so researchers stay focused on building models, not fighting the cluster. One surface for the GPU estate: what's running, what's failing, where capacity is stranded, and what the agents are doing about it. Chambie takes the tedious infra work off researchers — triaging failures, proposing typed fixes, packing idle GPUs — and only asks a human when risk is high. The ops AI scientists shouldn’t do — watching runs, chasing failures, and keeping experiments moving without a human…from usechamber.io

• 
  Cerebrium2024 · cerebrium.ai · ▲300

  If you haven’t noticed, GPUs are scarce right now. The global boom in inference has demand growing faster than supply can keep up, and at Cerebrium ...

• 
  Velocity2025 · figma.com · ▲405

  Prompt Figma prototypes then test with humans

• 
  Outspeed2024 · ▲462

  Platform for realtime voice and video AI

• 
  PathPilot (YC S24)2024 · getpathpilot.com · ▲269

  AI-First Customer Experience Platform

• 
  ChainGPT AI HubDec 2025 · pad.chaingpt.org · ▲60

  Crypto, AI Tools, Web3, Trading, Smart Contracts

• 
  Escape Velocity AI2025 · coresight.one · ▲19

  Analyst-grade stock research, without the analyst cost

• 
  Spira Maxima▲578

  Video model that turns script into viral social media videos

  AI · 17d ago · spira.ai

• 
  Rill Browser▲540

  The browser where Claude Code and Codex work beside you

  AI · 16d ago · rill.love

• 
  Germany's new sovereign AI model Kolibri▲424

  Kolibri is Aleph Alpha

  AI · 18d ago · tej.as

• 
  Giving Opus 5.5 a simulated paint canvas▲392

  Paintings by AI models: programs run through a simulation of oil paint.

  AI · 20d ago · stillwet.art

• 
  Onepin▲384

  AI voiceover with every name, price and date said right

  AI · 30d ago · onepin.ai

• 
  PixVerse R2▲381

  A real-time world model you can explore and change

  AI · 28d ago · world.pixverse.video

• 
  Rork Max▲1,428

  Best AI for iOS apps. Website that replaces Xcode

  Life & fun · Feb 2026 · rork.com

• 
  happycapy▲1,365

  The agent-native computer, for the rest of us

  AI · Feb 2026 · happycapy.ai

• 
  SuperX▲897

  All-in-one growth OS for serious 𝕏 creators

  AI · Feb 2026 · superx.so

• 
  KiloClaw▲868

  Hosted OpenClaw. No Mac mini required.

  Dev tools · Feb 2026 · kilo.ai

• 
  Lovon AI Therapy▲801

  Feel closer and have more fun with your partner every day!

  AI · Feb 2026 · lovon.app

• 
  I spent 3 years reverse-engineering a 40 yo stock market sim from 1986▲721

  Hello my name is Ben Ward for the past 3 years I have been remastering the financial game Wall Street Raider created by Michael Jenkins originally on DOS in 1986. It has been a rough journey but I finally see the light at the end of the tunnel. I just recently redid the website and thought maybe the full story of how this project came to be would interest you all. Thank you for reading.

  Work · Feb 2026 · wallstreetraider.com