Local-first, encrypted password manager. . Contribute to flythenimbus/bramble development by creating an account on GitHub.

Compare CursorBench 3.1 results across the models Cursor evaluates.

Let Claude (or any LLM) actually watch a video — scene-aware, deduplicated frames + transcript, from a URL or local file. Runs locally, MIT. - HUANGCHIHHUNGLeo/claude-real-video

John Boepple settled in Muscatine, Iowa, where he produced pearl buttons made from freshwater mussel shells. His innovations brought economic prosperity to the town—and disaster to the local mussel populations

Reinforcement learning (RL) has become a central component of post-training large language models (LLMs), yet little is understood about how RL adaptation is distributed across transformer layers. Existing approaches typically update all model parameters uniformly, implicitly assuming that every layer contributes similarly to the gains obtained during RL post-training. In this work, we challenge this assumption through a systematic layer-wise study of RL training. Surprisingly, we find that training a single transformer layer can recover most of the gains achieved by full-parameter RL training, and in some cases even surpass it. To quantify this phenomenon, we introduce the quantity layer contribution, which measures the fraction of full RL improvement recovered by training a layer in isolation. Across seven models spanning two model families (Qwen3, Qwen2.5), three RL algorithms (GRPO, GiGPO, Dr. GRPO), and multiple task domains including mathematical reasoning, code generation, and agentic decision-making, we observe a remarkably stable pattern: RL gains are highly concentrated in a small subset of, and in many cases even a single, transformer layers. More strikingly, the same structural pattern consistently emerges: high-contribution layers concentrate in the middle of the transformer stack, while layers near the input and output ends contribute substantially less. The resulting layer rankings remain strongly correlated across datasets, tasks, model families, and RL algorithms.

File and block storage on S3-compatible buckets. NFS, 9P, and NBD run in one process, and encryption is always on.

Did 47 Alabama newspapers die on a single day and no one noticed? (Hint: No, they didn

This is my attempt to get Vulkan going on NetBSD. Contribute to segaboy/vulkan-netbsd development by creating an account on GitHub.

Study finds that healthy but sedentary individuals show early decline in cellular energy production.

Free printable graph paper PDFs plus a custom graph paper maker — grid, dot, isometric, lined and more. No login, prints true to scale.

Manufact builds and maintains mcp-use, the open-source SDK for building MCP servers, clients, and agents in TypeScript and Python, and Manufact Cloud for dep...

Securely scan your Gmail history to rescue decades of forgotten photos. Runs locally on your Mac or PC.

Meta is imposing spending controls on employee AI usage after internal costs approached billions of dollars in 2026, according to an internal memo reported by …

A drop in the unemployment rate helped provide some upside to what was an otherwise downbeat jobs report — but it was for all the wrong reasons.

Late interaction makes retrieval more precise but turns every document into many vectors. Asymmetric quantization keeps query vectors precise and stores document vectors as binary signs, cutting corpus storage 32x while holding 89.65 vs 90.26 NDCG@10.

Embedding-based code duplication detector. Contribute to rafal-qa/slopo development by creating an account on GitHub.

A free browser game that teaches real Vim motions. The van is your cursor, the town is your text. Serve every customer under par.

Eliminate the overhead and lack of idempotency of a full Windows system in automated testing. A practical guide to configuring WinPE and QEMU for lightning-fast boot, automating kernel debugging, and avoiding KDNET pitfalls.

A small self-hosted RSS/Atom reader for Kindles and other e-ink devices.

Infinite scroll through 100k Winamp skins with interactive preview