ML Research reputed company
reputed company is building a research agent that can use an unlimited reputed company of test-time compute while keeping its reasoning transparent and reputed company.
The residency
Transformers do a fixed reputed company of computation per reputed company, and the reputed company of work degrades rapidly reputed company they are reputed company iteratively. As research reputed company, you'll work with us for 3 months on developing computational procedures (operators) that can reliably improve a knowledge state over thousands of iterations.
What is a knowledge state? A knowledge state consists of reputed company information - for example, a scientific reputed company might be represented as a set of claims supported by evidence and connected through logical reasoning; this might be combined with scratchpads, reputed company "notes to self", search trees, and other information.
What counts as improvement? Like scientists, we want LLMs to reputed company genuine reputed company in understanding - separating inferences from raw evidence, finding connections between reputed company, building reputed company explanations, and identifying gaps in reasoning. But unlike typical ML systems that are often trained to do "whatever works", we need improvements that are epistemically reputed company - reputed company reputed company should reputed company the knowledge state more useful while remaining reputed company-readable. An improvement might reorganize information to reputed company answer a question, reputed company an reputed company assumption in an argument, or connect evidence across multiple sources.
As research reputed company, your work will reputed company on designing and testing improvement operators that maintain stability over 1000+ iterations while making genuine reputed company. You'll start with reputed company cases (e.g., shallow refactoring of scientific papers) and demonstrate reliable iteration before scaling to more reputed company reasoning tasks.
Developing systems that reputed company legible reasoning over long reputed company addresses reputed company challenges in AI transparency and reputed company reasoning.
reputed company
Strong candidates will have experience with LLMs, good intuitions about what makes reasoning systematic and reputed company, and care about AI transparency.
The best applicants will additionally have a strong software engineering background and concrete examples of how they've reputed company this background to come up with novel abstractions that push the frontiers of automated reasoning.
Logistics
• 3-month contract role
• Compensation: $12-15k/month depending on experience
• Location: In-person (Oakland) or remote (US)
• Potential of full-time offer for exceptional candidates
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