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Agent Systems

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Intelligence + Continual Learning = Expertise — Yu Su, NeoCognition Aug 12, 2026 · 19:43 Yu Su argues that scaling AI requires moving beyond raw intelligence. True capability comes from 'Expertise,' which is achieved through continual learning to master specialized, complex domains.

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Knowledge Systems: The New GTM Stack — Jeffrey Wang, Exa Aug 26, 2026 · 18:49 Go-to-market must be treated as an AI engineering problem. The core thesis is that GTM is fundamentally a data problem, requiring the creation of a 'live model of your world' that autonomous agents can act upon.

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How a Trading Firm Ships New AI Models the Same Day - Noyan Tokgozoglu, Optiver Oct 27, 2026 · 23:23 Optiver details how its on-prem AI platform handles the immediate, high-stakes P&L feedback loop of trading. Learn about the Inference Gateway, Meta Harness, and Agent Swarm architecture. Parameter Golf with AutoResearch — Vayum Arora, Zhengyao Jiang, Dixing Xu & Dhruv Srikanth, Weco AI Oct 11, 2026 · 34:13 Learn about AutoResearch: an agent-driven loop that automates code proposals and evaluations to optimize ML models. We demonstrate Mini Parameter Golf, a scaled-down challenge for inspecting complex optimization processes. Agents' next frontier: agent-to-agent and network effects — Jean-Denis Greze, Town Sep 3, 2026 · 21:17 Jean-Denis Greze argues that multi-agent systems should be reframed as search problems. The core challenge is privacy, which limits the LLM's access to all world data.

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