Tootfinder

Learning from Trials and Errors: Reflective Test-Time Planning for Embodied LLMs
Yining Hong, Huang Huang, Manling Li, Li Fei-Fei, Jiajun Wu, Yejin Choi
https://arxiv.org/abs/2602.21198 https://arxiv.org/pdf/2602.21198 https://arxiv.org/html/2602.21198
arXiv:2602.21198v1 Announce Type: new
Abstract: Embodied LLMs endow robots with high-level task reasoning, but they cannot reflect on what went wrong or why, turning deployment into a sequence of independent trials where mistakes repeat rather than accumulate into experience. Drawing upon human reflective practitioners, we introduce Reflective Test-Time Planning, which integrates two modes of reflection: \textit{reflection-in-action}, where the agent uses test-time scaling to generate and score multiple candidate actions using internal reflections before execution; and \textit{reflection-on-action}, which uses test-time training to update both its internal reflection model and its action policy based on external reflections after execution. We also include retrospective reflection, allowing the agent to re-evaluate earlier decisions and perform model updates with hindsight for proper long-horizon credit assignment. Experiments on our newly-designed Long-Horizon Household benchmark and MuJoCo Cupboard Fitting benchmark show significant gains over baseline models, with ablative studies validating the complementary roles of reflection-in-action and reflection-on-action. Qualitative analyses, including real-robot trials, highlight behavioral correction through reflection.
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Why We've Tried to Replace #Developers Every Decade Since 1969
https://www.caimito.net/en/blog/2025/12/07/the-recurring-dream-of-replacing-develop…

If you didn't get the Pip-Boy 3000 MkV, you can now get the Fallout 3/New Vegas edition of the Pip-Boy 3000.
▶️ Fallout Pip-Boy 3000 Replica – Official Bethesda Gear Store
https://gear.bethesda.net/products/fallout-pip-boy-3000-replica

Fallout Pip-Boy 3000 Replica

❗️20 points of peace: Zelenskyy reveals key political document of the war #shorts: https://benborges.xyz/2025/12/24/points-of-peace-zelenskyy-reveals.html

🛰️ Satellite data reveals new insights into sustainable groundwater usage in the Hollywood Basin
https://phys.org/news/2025-12-satellite-reveals-insights-sustainable-groundwater.html

Satellite data reveals new insights into sustainable groundwater usage in the Hollywood Basin
Groundwater is a critical resource in Southern California, where long-term drought and climate change place increasing pressure on local aquifers. Some regions, like the Hollywood Basin (a small region in and around the West Hollywood neighborhood), are increasing their reliance on these aquifers in order to reduce the amount of water imported from elsewhere. A new Caltech-led study provides the most detailed picture to date of how the Hollywood Basin responds to groundwater usage, revealing th…

OpenAI hires Arvind KC as chief people officer, replacing Julia Villagra who left in August 2025; KC has held senior roles at Roblox, Google, Palantir, and Meta (Agnee Ghosh/Bloomberg)
https://www.bloomberg.com/news/articles/202…

I post a lot here and on Maker Forums Discourse, and have kind of not gotten around to blogging for a while. But today I had time to reflect on my first full year of #HamRadio — this new hobby has surprised me in a lot of (good) ways.

Investigation reveals Israeli campaign to flatten Gaza town of Beit Hanoon | Israel-Palestine conflict News | Al Jazeera
https://www.aljazeera.com/news/2026/1/26/investigation-reveals-israeli-campaign-to-flatten-gaza-town-of-beit-hanoon?traffic_source=rss

🪤 France Bets on Carbon Capture as North Sea Rivals Surge Ahead
https://oilprice.com/Energy/Energy-General/France-Bets-on-Carbon-Capture-as-North-Sea-Rivals-Surge-Ahead.html

France Bets on Carbon Capture as North Sea Rivals Surge Ahead
France is accelerating carbon capture deployment, but structural weaknesses in transport, storage capacity, and political clarity threaten to slow its path to carbon neutrality.

🌴 Making LAZY plants stand up: Research reveals new pathway plants use to detect gravity
#plants <…

Making LAZY plants stand up: Research reveals new pathway plants use to detect gravity
A study by researchers at the University of Wisconsin–Madison has revealed a previously unknown pathway plants use to detect gravity and orient the direction they grow in. Publishing in Proceedings of the National Academy of Sciences, the study may one day open the door for improvements in crop cultivation.