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Collinear AI
@CollinearAI

The AI Simulation Lab

collinear.ai/
Joined October 2023
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Collinear AI
@CollinearAI
Aug 6
Article

The Uninterpretable User: What Simulated Users Say When the Agent Isn’t Listening

Forget it Let’s look at a real conversation between a user and an agent [1], in which the user is asking for help managing their e-sim, and the agent struggles to help the user. The agent suggests a

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Collinear AI
@CollinearAI
Jul 1
Article

The User Went for a Cigarette: Modeling Partial Observability for High-Fidelity User Simulation

Controllability vs. Realism in User Simulation Everyone building user simulators wants two things at once: a stand-in that does exactly what it’s told, and one that behaves like a real human - who

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Collinear AI
@CollinearAI
May 21
Article

Is your RL environment fair to your agent?

or ensuring that your hillclimbing budget is spent right :) tldr; based on my current understanding of evaluations, RL environments, and the hill-climbing loop: an environment (or evaluation) is fair

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Collinear AI
@CollinearAI
May 12
Article

Whose Taste?

More data won't fix the AI verification problem. Different taste might. The man who passed every check Kim Philby, standing in his mother’s flat in Drayton Gardens, London, before an array of

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Collinear AI
@CollinearAI
Apr 28
Article

AI's U-235 Problem

Nuclear physics solved for k_eff. What's the AGI equivalent? The race to AGI isn’t being won by whoever has the most compute or the cleverest architecture. It’s being won by whoever solves a quieter,

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Collinear AI
@CollinearAI
Feb 27
Article

We gave Claude, Gemini and GPT, $250k, and it didn't go as you’d expect...

tl;dr: We find that frontier AI agents struggle on the YC Bench compared to other time-simulated benchmarks, such as the Vending Bench 2, highlighting capability gaps in planning and resource

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