FIG. 01 — INTRO LAT: 33.6844° N LNG: 73.0479° E
SYS_ONLINE ISLAMABAD, PK REF: SBM_IO_V2
Shamyl Bin Mansoor
Co-founder & CTO @ LearnOBots

Shamyl
Bin Mansoor

Technologist · Maker · Educator

Building Products that matter

SPECIALIZED IN ROBOTICS, STEAM EDUCATION, AND PRODUCTS THAT MATTER. SCROLL_Y TO INITIALIZE ▼
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Physical Intelligence Launches a Robotics Foundation Model API: What It Means for Robot Builders and Educators

Physical Intelligence released the Pi API beta on October 13, 2026, letting developers fine-tune robotics foundation models and run cloud-hosted inference on their own robots. Here is what the API does, how the underlying models evolved from π0 to π0.7, and what it means for product teams, educators, and emerging-market builders.

#robotics#AI#foundation models#Physical Intelligence#product engineering#robotics-software

Sakana AI's MASS: Can a Model Teach Itself by Watching Its Own Agent Teams?

Sakana AI's MASS paper shows that a single language model can improve itself by running multi-agent teams, evaluating the results, and training on the best executions. After two cycles with Qwen3.6-27B, the model achieves 1.2-1.6x higher performance per output token on public benchmarks. Here is what the method does, where it falls short, and what it means for product teams and AI safety.

#AI#machine learning#recursive self-improvement#multi-agent systems#Sakana AI#AI safety