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Rust’s New v0 Mangling Scheme: A Deep Dive into Symbol Encoding

Rust’s New v0 Mangling Scheme: A Deep Dive into Symbol Encoding

Rust’s switch to the v0 mangling format marks a significant shift in how the compiler names functions and statics in binary files. The new scheme brings human‑readable, versioned symbols, compact encoding with Punycode and Base‑58, and powerful features like backreferences and disambiguators that make debugging and profiling more reliable.
Reinforcement Learning Is Rewriting the Rules of AI‑Driven Code

Reinforcement Learning Is Rewriting the Rules of AI‑Driven Code

Reinforcement learning (RL) is moving beyond LeetCode puzzles into the messy, stateful world of real software development. By leveraging massive offline GitHub histories, decomposing tasks into atomic skills, and training models on execution traces, researchers are building agents that can navigate file systems, run tests, and understand runtime state. The result is a new class of verifiable coding assistants that learn from human work rather than brute‑force trial and error.
ShopOS Secures $20 M to Build an AI‑Driven Commerce Operating System

ShopOS Secures $20 M to Build an AI‑Driven Commerce Operating System

ShopOS, an AI‑native creative content platform for e‑commerce, has closed a $20 million round led by Binny Bansal’s 3STATE Ventures. The funding will accelerate its agent‑powered content engine, positioning the company at the intersection of generative AI and cross‑border retail. Developers and product teams can now explore how ShopOS’s modular agents transform catalog creation, marketing assets, and personalization at scale.