aiwithprince.bsky.social
👤 Joined on 20 August 2026
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@aiwithprince.bsky.socialresearch.nvidia.com/labs/lpr/piv... — method summary, results and visual. arxiv.org/abs/2010.03768 — original benchmark paper. swebench.com — benchmark overview and Verified subset
Show PostMost agent failures aren't about the first bad move—they're about what happens next. PivotOPD found 59% of failed ALFWorld runs contained a pivotal mistake. Correcting it raised success 8%→59%; guiding the next 2 turns reached 58%. Agents need recovery, not just prevention.
Show PostI just published The Spider Is Also a Bee medium.com/@p4prince2/t...
Show PostMost AI agents don't fail because the model lacks intelligence. They fail because we keep forcing them to make decisions that should've been deterministic. 95% per-step accuracy × 12 steps ≈ 54% success. Stop asking a frontier model to do a script's job.
Show PostI just published Debunking ‘Fake Jev Demos’ medium.com/@p4prince2/d...
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