The h1 paper gives a model fast Lean feedback and search tools and just keeps it trying, with no imposed plan. With the same model it edged out the hand-built Goedel-Architect on PutnamBench, 598 problems to 597, at $1.08 versus $1.47 per problem, and with...
VQV Signal
RESEARCH
WATCH
TECHNICAL
Meta and NYU: a simple loop beats hand-built theorem-proving workflows
The h1 paper gives a model fast Lean feedback and search tools and just keeps it trying, with no imposed plan. With the same model it edged out the hand-built Goedel-Architect on PutnamBench, 598 problems to 597, at $1.08 versus $1.47 per problem, and with...
The h1 paper gives a model fast Lean feedback and search tools and just keeps it trying, with no imposed plan. With the same model it edged out the hand-built Goedel-Architect on PutnamBench, 598 problems to 597, at $1.08 versus $1.47 per problem, and with Opus 4.8 it solved 83 of 100 hard algebra problems against...
VQV organizes public signals from inspectable sources. It does not independently verify the underlying report.
Signal Strength 89%
Technical label WATCH
Public Interest 44
Category RESEARCH
Reader Depth TECHNICAL
Signal Strength reflects source quality, relevance, freshness and evidence. Public Interest helps organize discovery; it is not proof of truth.
Public Interest components
Recognizable Entity Score 51
Practical Impact Score 28
Novelty Interest Score 70
Consequence Score 30
Curiosity Score 16
Shareability Score 57
VQV surfaced this signal because it is recent, relevant to AI Coding Tools, connected to Scobleizer News Pulse (X).
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