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448 posts56M-parameter LLM runs distributed across three ESP32-S3 boards via ESP-NOW
A 56M-parameter LLM was split across three ESP32-S3 boards over ESP-NOW, using Split-PLE quantization and a KV cache for coherent generation.
DuckDB Parquet Paging: file_row_number vs OFFSET, and a Correctness Trap
DuckDB Parquet paging compared: file_row_number vs OFFSET performance, plus a hidden data-correctness risk in parallel scans.
Refactoring Cuts AI Coding Agent Token Costs by 83%
An experiment shows refactoring an AI-agent-built codebase cut input token costs for repeated code changes by 83%.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comALIBI: Adversarial Comments Bypass LLM Vulnerability Detectors
ALIBI framework shows LLM-based vulnerability detectors can be bypassed over 90% of the time using adversarial source-code comments.
Transformer Transformer: A Unified Model for Robot Co-Design
A diffusion transformer that generates and validates complete robot embodiments from motion demos, using unified RoboTokens across robot classes.
Taetype-WASM Brings a Pure-Rust, Unsafe-Free Font Engine to Browsers
Taetype-WASM ports a memory-safe, unsafe-free Rust font engine to WebAssembly, enabling full decode, subset, shape, and rasterize in the browser.
221,000 Live Secrets Found in 7.6PB of Hugging Face Training Data
Researchers scanned 7.6PB of Hugging Face training data and found 221,303 live secrets — GitHub, GCP, database, and AI provider credentials.
Celly: A Pure Managed C# Engine for Google's CEL, 100% Conformant
Celly is a pure-managed, native C# implementation of Google's CEL passing 100% conformance tests — plus the first protovalidate library for .NET.
CosmosEscape: How a Bug Exposed Every Azure Cosmos DB Account
A Gremlin API sandbox escape in Azure Cosmos DB exposed a master key capable of compromising any database on the service, Wiz Research found.
Rust Moves Toward Stabilizing Polonius Alpha Borrow Checker
Rust's Polonius alpha borrow checker nears stabilization, fixing NLL limitations with new tests, a formal model, and performance validation.