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Emacs Embraces macOS Sharing After Heated Open Source Debate

Emacs Embraces macOS Sharing After Heated Open Source Debate

A developer's five-month journey to add native macOS sharing to Emacs culminated in a merged patch, despite fierce debate over GNU's principles on non-free software. The reworked 'send-to' feature now offers cross-platform flexibility, highlighting the tensions and triumphs in open source governance. This victory underscores how community collaboration can bridge ideological divides to enhance tools for mixed-OS environments.

VoiceTranslate.app Emerges as New Player in Real-Time Speech Translation Arena

A new web-based platform called VoiceTranslate.app has entered the competitive real-time translation market, offering browser-based speech-to-speech conversion. While technical details remain limited, its appearance signals ongoing innovation in neural machine translation and voice recognition accessibility for developers.
Why Analog Notebooks Are Secret Weapons for Tech Minds in the Digital Age

Why Analog Notebooks Are Secret Weapons for Tech Minds in the Digital Age

A developer's experiment with Muji notebooks reveals how physical note-taking fosters deeper thinking than digital tools by forcing curation and reducing distractions. This exploration unpacks the psychology behind analog methods and their role in effective knowledge management pipelines. The insights challenge tech professionals to rethink over-reliance on software for cognitive workflows.
Slashing Log Query I/O: How SigNoz Cut ClickHouse Scanning to 0.85% with Resource Fingerprinting

Slashing Log Query I/O: How SigNoz Cut ClickHouse Scanning to 0.85% with Resource Fingerprinting

SigNoz engineers tackled a pervasive log query bottleneck by rethinking ClickHouse data organization, introducing a deterministic 'resource fingerprint' to group related logs. This schema change leveraged ClickHouse's sparse primary index to reduce block scanning from 99.5% to under 1%, dramatically lowering I/O and latency while remaining extensible across Kubernetes, AWS, and Docker environments. The optimization underscores how aligning storage with access patterns can yield transformative performance gains without complex secondary indexes.
Benchstreet: The Open-Source Arena for Time Series Forecasting Models on S&P 500 Data

Benchstreet: The Open-Source Arena for Time Series Forecasting Models on S&P 500 Data

A new GitHub project, Benchstreet, provides developers with a curated collection of time series prediction models for one-shot, long-term financial forecasting using 20 years of S&P 500 data. By enabling side-by-side evaluation of approaches like Transformers, N-BEATS, and ARIMA, it simplifies model comparison and implementation—revealing N-BEATS as a top performer for accuracy and speed.