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From Demonstrations to Autonomous Mastery: How Recap Transforms Vision‑Language‑Action Robots

From Demonstrations to Autonomous Mastery: How Recap Transforms Vision‑Language‑Action Robots

Researchers at Physical Intelligence have shown that a robot learning framework called Recap—combining demonstrations, coaching, and reinforcement from autonomous experience—can double throughput and halve failure rates on complex real‑world tasks. By conditioning a vision‑language‑action (VLA) policy on a learned value function, the system corrects compounding errors that plague imitation‑only approaches.
Unwinding the Unwind: A 9‑fold Boost in libdwarf’s .eh_frame Enumeration

Unwinding the Unwind: A 9‑fold Boost in libdwarf’s .eh_frame Enumeration

Superluminal’s sampling profiler was bottlenecked by libdwarf’s quadratic unwinding logic, taking over a second to extract 1.5 million unwind rows. A series of targeted optimizations—from linear iteration to disabling harmless‑error reporting and allocation tracking—cut extraction time to 83 ms, an 8.6× speed‑up and 89 ns per row.
Embedded Swift Levels Up: Swift 6.3 Brings C Interop, Debugging Superpowers, and Linker Fixes

Embedded Swift Levels Up: Swift 6.3 Brings C Interop, Debugging Superpowers, and Linker Fixes

Swift 6.3 delivers a major upgrade to Embedded Swift, the microcontroller-focused subset of Apple's language, with enhanced C interoperability, superior debugging tools, and a more robust linkage model. Developers targeting constrained environments now gain production-ready features like auto-generated MMIO interfaces and precise exception backtraces. These improvements signal Embedded Swift's maturation as a serious contender in the embedded systems space.
Why Geothermal Energy's Moment Has Finally Arrived

Why Geothermal Energy's Moment Has Finally Arrived

Iceland's pioneering use of geothermal power highlights a global resurgence in this renewable resource, now revitalized by fracking innovations and tech giants' investments. From powering data centers to heating urban districts, geothermal offers reliable, carbon-free energy that could bridge gaps in the clean energy transition. As startups like Fervo Energy scale up, the industry promises economic and environmental wins long overlooked.
The $100 Billion Mirage: Meta's Decade-Long Metaverse Quest Stumbles

The $100 Billion Mirage: Meta's Decade-Long Metaverse Quest Stumbles

After ten years and over $100 billion invested, Meta's metaverse vision remains mired in financial losses and sparse adoption. Despite rebranding and relentless VR hardware development, Reality Labs hemorrhages cash while user engagement stagnates, forcing strategic pivots toward AI.