This article discusses optimizing SQL queries that invoke large language models (LLMs) for data processing. The authors propose jointly optimizing query plans and LLM inference to achieve up to 14x speedups, addressing the high cost of AI-SQL systems that can generate millions of model calls per query.
GB Studio is a game development platform that has enabled over 1,000 games to be created, ranging from hobbyist weekend projects to professional releases with physical media. The platform serves a diverse community including parents teaching children and major brands like McDonald's and Nike.
The article examines how hobbies have shifted from optional leisure activities into performance-based status symbols tied to identity, driven by wellness culture and social media. The author traces her own experience of over-scheduling recreational activities and explores how this pressure to curate an impressive hobby portfolio has transformed what should be enjoyable pursuits into another form of achievement anxiety.
Billionaire Ken Griffin is donating $3 billion to Carnegie Mellon University—$1 billion for its Pittsburgh computer science program and $2 billion to establish a new Miami campus in Wynwood. The 35-acre campus, set to open in 2028, will enroll over 3,500 students and focus on research in healthcare, national security, energy, and artificial intelligence.
Ciao is an iPhone app that lets users control coding agents like Claude Code and Codex from their mobile device. It features a card-based interface with live terminal and chat views, customizable keyboard controls, and clipboard integration for managing agent interactions on the go.
The article explores bidirectional text (bidi) rendering in digital systems, where languages like Arabic and Persian flow right-to-left while English flows left-to-right. It demonstrates how modern tools including ChatGPT struggle to display mixed-direction text correctly, despite the Unicode Bidirectional Algorithm providing a standard solution that browsers implement effectively.
This 2022 paper warns that memory-mapped (mmap) file I/O, despite appearing simpler than traditional buffer pools, has severe correctness and performance issues that make it unsuitable for modern database management systems. The authors document why several popular DBMSs abandoned mmap after encountering hidden problems, and provide guidance on when mmap might be appropriately used.
Phonon-2 is an open-source speech recognition model that achieves top accuracy at 164 MB download size, matching larger models on standard benchmarks while exceeding performance on parliamentary and meeting speech. It runs efficiently across Mac, Linux, Windows, and NVIDIA GPUs, converting an hour of audio to text in roughly 20 seconds on a MacBook Air.
A Rust developer discusses solving an expensive cloning problem in a concurrent cache implementation by using Arc pointers instead of cloning values, enabling cheap reference counting while maintaining thread safety.
This article examines Muse's browser capabilities by analyzing its filesystem and architecture. The system uses a separate pool of pre-warmed VMs running Chromium controlled by a Rust broker, with traffic routed through residential IPs via Oxylabs to avoid website blocking and detection. The setup prioritizes latency and task completion by separating browser execution from the agent's VM and providing datacenter-to-residential IP routing.
Anthropic is launching a study using its Interviewer tool to gather public input on people's experiences with AI, both positive and negative, and what they want from AI companies. Participants can choose to make their interviews public so researchers, policymakers, and the broader public can learn from diverse perspectives on AI's impact and development. This builds on a December study of 81,000 participants that influenced Anthropic's research agenda and was presented to international leaders.
Whisper Dictate is an offline, local dictation tool for Windows and macOS that transcribes speech using NVIDIA Nemotron models on your GPU, with no cloud uploads or telemetry. It removes filler words, converts spoken punctuation to text, supports command execution, and offers customizable profiles for English and German at €40/year with a 14-day free trial.
Researchers stress-tested LangGraph and autonomous AI agents using co-evolutionary fuzzing and quality-diversity algorithms, discovering that larger models (24B, 33B) were more vulnerable to prompt injection attacks than smaller ones, while reasoning models like DeepSeek-R1 showed superior safety. The LIFE FORGE framework simulates enterprise environments with adversarial conditions across multiple dimensions to map agent vulnerabilities.
E2B Embed is an open-source, self-hosted version of the E2B sandbox platform that runs on a single machine within your network or environment. It provides the same SDK and API as E2B Cloud but keeps all data, templates, and logs on-premises for regulated industries and data-sensitive use cases. Deployment options include Docker Compose, Terraform (GCP/AWS), and Kubernetes, with no external account or license required.
America.gov's chatbot generated a modified version of Minecraft's End Poem by substituting words like 'player' with 'constituent' and 'game' with 'chat,' demonstrating an instance of AI hallucination where the system produced creative but factually ungrounded content.
Reddit is restricting access to Old Reddit by requiring users to log in and have used it within the last six months, while also discontinuing RSS feed support on November 13th. The company attributes these changes to combating AI scraping and automated abuse, though the moves limit access for long-time users who don't regularly visit the classic interface.
PostgreSQL 19 introduces REPACK (CONCURRENTLY), a built-in command that rewrites bloated tables online without extensions, using logical decoding to maintain a consistent snapshot and record changes during the rewrite. The author benchmarked REPACK against pg_squeeze and pg_repack extensions on a 90-million-row table, finding REPACK comparable in performance but more practical for managed services since it requires no shared libraries or restart.
SideTap is a tool that allows LLM agents to control a real iPhone from Windows via USB without requiring a Mac, jailbreak, or Xcode. It uses go-ios and WebDriverAgent to provide real UI element access instead of OCR, with a live browser viewer for monitoring and interaction at 34 fps.
Carnegie Mellon University announced a historic $3 billion gift from Citadel founder Ken Griffin, the largest individual gift in higher education history. The gift includes $1 billion for CMU's Pittsburgh campus and $2 billion to launch CMU Miami, a new 35-acre campus in Miami's Wynwood neighborhood designed around societal challenges and expected to enroll students in 2028.
Microsoft released DxTimingCaptureLibrary, an open-source C++ library for DirectX developers that simplifies interpretation of DirectX ETW events and integrates them into game profilers. The library extracts functionality from PIX Timing Captures and exposes GPU timing data, API object information, residency events, DirectStorage events, and performance metrics across Windows 10 and 11.