Towards AI That Can Actually Interact
May 12, 2026
AI Summary
5 min readTowards AI That Can Actually Interact
The former OpenAI CTO Mira Murati's startup Thinking Machines Lab released a new kind of AI model called an "interaction model" trained from scratch for real-time, continuous exchange — and the demos show a model that can notice when you start slouching, translate speech while someone is still talking, or search the web in the background while maintaining a natural conversation. It is a genuinely different paradigm from the turn-based chat that dominates today's AI products.
OpenAI's Consulting Arm Is Official
OpenAI has formally launched a consulting company called the OpenAI Deployment Company, or DeployCo for short. It is structured as a joint venture with 19 partners across consulting, private equity, and finance, with an initial investment of $4 billion at a $10 billion pre-money valuation. The business will operate as a forward-deployed engineering shop, pairing developers with OpenAI's most important clients to help with deep AI transformation.
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What you'll learn
- 1 (00:00) **Episode Introduction** - Host outlines the two main segments: a new AI approach called "Interaction Models" and OpenAI's official consulting arm.
- 2 (01:44) **OpenAI Launches Consulting Arm "DeployCo"** - OpenAI officially launches a separate consulting company as a joint venture with 19 partners.
- 3 (04:04) **Anthropic and OpenAI Crack Down on Secondary Market Stock Sales** - Both companies issue statements voiding unauthorized stock transfers and SPV structures on gray markets.
- 4 (08:46) **White House Walks Back FDA-Style AI Safety Regulation** - Administration officials clarify there will be no FDA-like bureaucracy for AI safety.
- 5 (09:53) **Trump Assembles Tech Envoy for China Trip** - Elon Musk, Tim Cook, and Dina Powell McCormick will join the president's delegation to China.
- 6 (11:14) **Main Episode Introduction: Thinking Machines Lab's Interaction Model** - The host introduces a new model from Thinking Machines Lab focused on a new mode of interaction.
- 7 (16:14) **What Are Interaction Models?** - TML introduces a new class of model trained from scratch for real-time, continuous interaction rather than turn-based exchange.
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Guests on this episode
Show Notes
Thinking Machines Lab shows off a new kind of AI model built for real-time collaboration — one that can listen, watch, respond, interrupt, and work in the background without forcing humans into awkward prompt-and-response mode. NLW argues this may be an early glimpse of what comes after chat. In the headlines: OpenAI’s new DeployCo, private-market AI stock chaos, AI safety regulation walkbacks, and Trump’s China tech delegation.
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