Gpt

Benchmarking Coding Agents on New vs Legacy Codebases — Denys Linkov, Wisedocs

Benchmarking Coding Agents on New vs Legacy Codebases — Denys Linkov, Wisedocs

Denys Linkov details Wisedocs' journey of refactoring a complex, distributed ML pipeline into a monorepo, benchmarking the process against evolving AI coding tools. He honestly audits whether the six-month effort was justified, or if waiting for more advanced AI would have been better, ultimately concluding that the significant social and technical benefits made the refactor a successful strategic move despite current LLM limitations.

Top Black Holes Physicist: GPT5 can do Vibe Physics, here's what I found

Top Black Holes Physicist: GPT5 can do Vibe Physics, here's what I found

Theoretical physicist Alex Lupsaska shares his journey from AI skeptic to collaborator, detailing how advanced GPT models solved a year-long problem in quantum field theory concerning gluon scattering amplitudes, and then generalized the solution to gravitons, signaling a new era of AI-accelerated scientific discovery.

Inside GPT – The Maths Behind the Magic • Alan Smith • GOTO 2024

Inside GPT – The Maths Behind the Magic • Alan Smith • GOTO 2024

A deep dive into the internal workings of Large Language Models like GPT, explaining the journey from a text prompt through tokenization, embeddings, and the attention mechanism to generate a response.