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1
South Park Commons
Momentum
15/100
in the news
Last sign of life
1 mo ago
a posting or a news item
The story so fareach stage dated by its source: the company's releases, the press, registers, filings
Oct 2026
Formerly Metarch (metarch.ai)
Tractionpublic signals, read monthly
Web presence
top 5%
of 133.2M domains by links, Common Crawl
Hacker News stories
9
best: 17 points
Backed byfrom the funds' portfolios and accelerator catalogs
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News
Goal Progress Decays with Task Horizon for Frontier VLMs in Interactive 2D Environments
Pranav Guruprasad1, 2, Sean Rivera2, Helen Lu2, 4, Arushi Jain2, Hangliang Ren2, Harshvardhan Sikka1, 2, 3 1Fig; 2Manifold Research Group; 3Georgia Institute of Technology; 4Tufts University. .rpt-tldr { border-left: 4px solid #111; background: #f9f9f9; p
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Fixing Failures in Browser-Use Models: Why More Data Isn't Enough
Building Intelligent Systems in support of Human Advancement.
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Fixing Failures in Browser-Use Models: Why More Data Isn't Enough
Yangyue Wang1, 2, Harshvardhan Sikka1, 2, Yash Mathur2, Tony Zhou2, Jinu Nyachhyon2, Pranav Guruprasad1, 2 Equal contributions. 1Fig; 2Manifold Research Group. .rpt-tldr { border-left: 4px solid #111; background: #f9f9f9; padding: 1.75rem 2rem; margin: 0
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GUI-Perturbed: Breaking Browser-use Models using Domain Randomization
OriginalModel Result CorrectPrecision Variant (70% zoom)Model Result Clicked on fake 'View Deal' adFigure 1: Sample: 21 of 390: "Click on 'View Deal' button for flight '#2125, #2126'", Direct Instruction, No Reasoning. Result: UI-TARS1.5-7B clicked on the
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Domain Randomization for Computer Control
Yangyue Wang1, 2, Harshvardhan Sikka1, 2, Yash Mathur2, Tony Zhou2, Jinu Nyachhyon2, Pranav Guruprasad1, 2 Equal contributions. 1Fig; 2Manifold Research Group. GUI-DR restyles, repositions, and removes DOM elements on real webpages .rpt-tldr { border-left
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The Scaling Laws Are Breaking
Part 1 of a series examining the need and search for new scaling laws. This piece reflects ongoing research at Fig. We welcome discussion and collaboration as we work to formalize these observations.OpenAI's Orion consumed 15-30 more training compute than
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To Solve the Benchmark Crisis, Evals Must Think
GPT-4 scored 95% on HumanEval. So did Claude. So did Gemini. But your production deployment still breaks on basic customer queries.We've collectively entered the what is fast becoming a dangerous phase of AI development: when benchmarks tell us nothing ab
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