The Ledger

Every statement that passed quotation and attribution checks. Mix any filter with any other: certainty 1/5, debate potential 5/5, or both at once.

clear all ✕

why aren't all 11 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 0 checkable ones are still open, waiting for their date. predictions held up or didn't; assertions are supported or contradicted. on every card: ▮▮▮▮▮ certainty · ▮▮▮▮▮ debate potential. speakers are clickable

Assertion Not checkable as stated
Hou: Users choose SWE-1 at higher frequencies than Claude 3.7 and 3.5
“People are choosing SWE-ONE because it recognizes how they do work, not necessarily how to generate code. And it's contributing, actually, an even higher frequency than models like 3.7 and 3.5.”
Kevin Hou Jul 28, 2025 ▶ 3:31:45 🕰️ The Oral History of Windsurf (ft. Varun Mohan, Scott Wu, Jeff Wang, Kevin Hou, Anshul R)
Opinion
GPT-4o Mini cannot accurately evaluate complex Claude 3.7 outputs
“GPD for a mini can't find, ah, cannot evaluate the hard outputs that's 3.7 might be doing correctly, right?”
Pratik Bhavsar Jul 14, 2025 ▶ 23:12 ⚡️Ranking Agentic LLMs — Pratik Bhavsar, Galileo
Assertion Not checkable as stated
Hershey: Claude 3.7 extended thinking does not help Pokémon gameplay
“I've tested, like, all sorts of the extended thinking mode with, ah, 3.7 on it, and, like, it doesn't really help.”
David Hershey Apr 5, 2025 ▶ 14:01 Claude Plays Pokémon Hackathon: Escape from Mt. Moon!
Assertion Not checkable as stated
Sequential Thinking MCP outperformed Claude 3.7 native reasoning mode in evaluations
“We tried reasoning mode as well with the new three seven. And we didn't see that much of a bump in performance. We don't know if this is something that's code specific or not. I don't have an insight. We tried both and yeah, sequential thinking worked better.”
Guy Gur-Ari Apr 2, 2025 ▶ 3:57 The #1 SWE-Bench Verified Agent
Assertion Not checkable as stated
Claude 3.7 performed worse than Claude 3.5 on Convex evals
“For example, we just tried clod three seven and it performs worse than clod three five on convex evals with the same prompting.”
Sujay Jayakar Mar 19, 2025 ▶ 17:23 Fullstack-Bench: The Eval for Coding Agents — with Sujay Jayakar, Chief Scientist, Convex
Assertion Contradicted
Claude 3.7 remains unbeaten on Galileo Agent Leaderboard
“When we released the leaderboard and just in a week that launched 3.7, And that went straight up, and nobody has beaten it so far.”
Pratik Bhavsar Jul 14, 2025 ▶ 10:58 ⚡️Ranking Agentic LLMs — Pratik Bhavsar, Galileo
Assertion Supported
Packer: Sleep-time compute offers Pareto improvements across Claude 3.7 and DeepSeek
“It's like pretty consistent across like both 3.7 deep seek, three mini, which all like the way you actually scale the x-axis here is fundamentally quite different in each case with 3.7 extended thinking mode. The parameter you provide to scale it is different …”
Charles Packer Apr 21, 2025 ▶ 26:27 Sleep-Time Compute — Letta AI (Charles Packer, Charlie Snell, Kevin Lin)
Assertion Not checkable as stated
Claude 3.7 Sonnet uniquely generates meta-commentary reflecting on its perceptual errors
“And actually like one of the things that's most unique about. 3.7 sonnet that I've seen is like, it will have like meta commentary on what it's good at and bad at and it's knowledge base. Like I misperceived this thing. And so like, I need to be careful doing …”
David Hershey Mar 4, 2025 ▶ 26:23 How Claude Plays Pokémon was made
Opinion
Brown: Claude 3.7 works for quick projects, not large codebases
“I never really got to the point where I found it was helpful for a thing that was like a large existing code base. But if it's like, hey, I want to like cook something up in a few hours for fun. Pretty good at that. But these become messy and they become hard …”
Will Brown May 23, 2025 ▶ 17:26 ⚡️Multi-Turn RL for Multi-Hour Agents — with Will Brown, Prime Intellect
Insight
Wu: Claude 3.7 Sonnet is highly persistent but interprets tasks too literally
“The latest Sonnet three seven is, it's a very persistent model. It's like very, very motivated to accomplish the user's goal, but it sometimes takes the user's goal very literally, and so it doesn't always fulfill what, like, the implied parts of the request a…”
Kat Wu May 7, 2025 ▶ 54:58 Claude Code: Anthropic's CLI Agent
Prediction Not checkable as stated
Claude 3.7's error-correction capabilities will enable better real-world AI agents
“I really do think like this is just demonstrating like a thing that is going to make agents better with this model, you know, like This is a very fun way to see it, but, like, I think the thing is that it, like, has some ability to, like, course correct, updat…”
David Hershey Mar 4, 2025 ▶ 35:39 How Claude Plays Pokémon was made
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