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300 postsLeRobot v0.6.0 Ships World Models, Reward Models, and New VLAs
LeRobot v0.6.0 adds world model policies, new VLAs, a reward models API, six benchmarks, and faster dataset loading for robot learning.
Quantprobe Runs a 110B-Parameter LLM on a 16GB RAM 2016 Desktop
Quantprobe shows how careful memory-tier placement lets a 2016 desktop with 16GB RAM run a 110B-parameter LLM, validated with pre-registered predictions.
talkthrough-mcp: Local MCP Server Turns Screen Recordings into AI Data
talkthrough-mcp is a local-first, open-source MCP server that turns narrated screen recordings into transcripts, keyframes, and OCR data for AI agents.
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.comPyTorch-style training loop teaches the LLM harness, not the model
An open-source framework trains an LLM's prompts, tools, and repair loop with a PyTorch-style loop while freezing the model itself, using git as the ledger.
MemoryPack: zero-encoding, extreme-performance C# binary serializer
MemoryPack is a zero-encoding .NET 7/C# 11 binary serializer that benchmarks 2-200x faster than existing C# serialization libraries.
Celly Brings 100% Conformant CEL to Native C#/.NET
Celly is a native, pure C# implementation of Google's CEL with 100% cel-spec conformance and near cel-go performance.
Implementing FIDO's passkey-export format: cxf-kit and 5 spec bugs found
cxf-kit is the first TypeScript implementation of FIDO's CXF passkey-export standard, exposing five spec bugs found during development.
agent-gate: keep your AI agents from having unchecked power
agent-gate is a dependency-free MIT Python layer that gates AI agent actions behind deterministic checks and one-time tokens, blocking prompt injection and irreversible mistakes.
Open AI-Agent Incident Database Lists 32 Failures, Admits Its Gaps
ARE Incident Database catalogs 32 real AI agent failures mapped to OWASP ASI Top 10, with runnable repros and honestly flagged coverage gaps.
apitap: Rust-Based ELT Engine Moves 10M Rows in 9.9s
Open-source Rust engine apitap moves 10M database rows in 9.9 seconds via a single function call, benchmarked against dlt and ingestr.