
8VC
@8vc • 24,948 subscribers
8VC is a leading technology investment firm based in Austin, Texas.
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There's a reason Cognition keeps winning deals against companies 10x their size. Vivek Gopalan sat down with Theodor Marcu, Bryce Hunt and Moritz Stephan (all former founders!) to discuss hiring philosophy, infinity stories, enterprise coding agents, and what it actually takes to compete. (00:00) Introduction (03:45) Cognition team & hiring philosophy (06:00) Infinity stories (13:15) Product surface area and future goals (17:20) Activation energy, experimentation, and customer-driven innovation (19:00) Adoption, operational changes, and ownership (22:05) Vibe coding hot takes (24:15) AI-first engineering organizations and managing AI agents (28:40) Future of software engineering roles and misconceptions about Devin (30:00) Model development, learnings, and Cognition's journey in vertical integration (38:10) What should you do as a new grad?
8VC756,711 次观看 • 6 个月前

Before founding Vals AI, Rayan Krishnan in DC was a college radio host. We're thrilled to get him back in his element with Vivek Gopalan, this time talking all things benchmarks and evals. As AI capabilities compound, measuring them is becoming both harder and more important. What started as an academic exercise is quickly evolving into critical infrastructure for understanding what AI systems can actually do, and how they perform in the real world. Rayan and Vivek go deep on how benchmarks are evolving, measuring increasingly agentic systems, the weird and wonderful ways we test intelligence, the global AI race, and why evals sit on the critical path to ASI. 0:44 Importance and evolution of benchmarks 8:16 From academic artifact → real-world value 10:57 The next generation of benchmarks 13:34 Benchmarking models vs. agents 16:20 Building benchmarks for organizations 22:09 Weird and wonderful benchmarks 25:58 The AI arms race: US vs. China 31:02 Why evals are on the critical path to ASI 32:50 Vals Series A
8VC105,504 次观看 • 1 个月前

Much of the AI narrative revolves around architecture research, compute scaling & buying human data. Very few understand the deep technical discipline of "data research," which has driven many of the gains in model capabilities. Vivek Gopalan sits down with Mahesh Sathiamoorthy @ COLM2026 & Alex Dimakis, founders of Bespoke Labs, a company defining the category of data research. (00:00) Introducing Mahesh and Alex (03:40) Teaching a 1000 person ML class at Berkeley / changes in CS education in the age of AI (06:10) Open source data for frontier model training, OpenThoughts & training models for data curation (12:00) Why multiple-answer yields more performant models, benefits of keeping unverifiable examples in datasets (17:20) RL scaling laws / introduction to Bespoke (19:45) "Environment-driven Development" (28:35) New capabilities in frontier models & coding agents (34:30) Market outlook for RL environments (42:30) Exciting recent research and how we arrived at today's state of RL (50:00) Bespoke's Series A
8VC48,451 次观看 • 3 个月前
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