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Sam Witteveen examines Holo4 AI agent capabilities in “Holo4: A Model That Clicks, Codes and Calls Tools”. Why it matters The video introduces Holo4 as an open-weight model that can operate a GUI, write and run code, call MCP tools, and choose which capability to use at each step. Chapters also cover the agent loop, model variants, dense-versus-MoE trade-offs, benchmarks,...
Sam Witteveen Video Watch posted an update
Holo4: A Model That Clicks, Codes and Calls Tools
Why it mattersThe video introduces Holo4 as an open-weight model that can operate a GUI, write and run code, call MCP tools, and choose which capability to use at each step. Chapters also cover the agent loop, model variants, dense-versus-MoE trade-offs, benchmarks, and a demonstration.
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Sam Witteveen Video Watch posted an update
Which is The Best Qwen3.8-27B?
Why it mattersSam Witteveen's description compares ThinkingCap, Swift 1.5 and QwenPi fine-tunes of Qwen3.8-27B, focusing on reducing reasoning tokens while retaining useful accuracy. Chapters include demonstrations and coding, logic and maths results. The compute is Dell-sponsored, and these are the creator's…
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Sam Witteveen Video Watch posted an update
Image Decision Models for RPA: Forms, Scans and Screenshots
Why it mattersSam Witteveen describes image decision models for checking forms, scans and screenshots in robotic process automation. The chapter list includes an ImaJev-versus-Jev Omni form-inspection demo and per-question confidence thresholds. It is a practical model walkthrough, not…
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Sam Witteveen Video Watch posted an update
Gemini 4 Argon
Why it mattersSam Witteveen's description examines the pre-announced Gemini 4 Argon and its reported output length, speed, cost and agentic benchmarks. He explicitly says he cannot show model outputs because it is not yet publicly released. Watch this as an analysis of announced capabilities, not a hands-on test or a verified…
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