“Most interestingly, ChatGPT Translate can rewrite the output to take various contexts and tones into account, much in the same way that more general text-generating AI tools can do.”

“One-tap rewrites kick you into ChatGPT to polish tone, while big Google-style features are still missing.”

“The approach outperforms direct alignment methods based on standard A/B preference ranking or full contrastive rewrites, demonstrating that structured, revision-based supervision leads to more efficient and effective preference tuning.”

“The HiR framework employs a select-then-rewrite strategy to replay failed attempts as successes based on the constraints that have been satisfied in hindsight.”

“Here, the decision to give up once is, rather, healthy.”

“It sometimes silently rewrites large portions of the document without telling me- removing or altering entire sections that had been previously finalized and approved in an earlier version- and I only discover it later.”

“HTTP range requests for metadata. Wheel files are zip archives, and zip archives put their file listing at the end. uv tries PEP 658 metadata first, falls back to HTTP range requests for the zip central directory, then full wheel download, then building from source. Each step is slower and riskier. The design makes the fast path cover 99% of cases. None of this requires Rust.”

“"The code is working, but there are no specifications."”

“The paper likely focuses on transforming explicit harmful queries into stealthy ones via a multi-agent debate system.”

“GritQL is a Rust CLI for rewriting source code.”