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A harness is the system around a model that enables it to act as an agent: prompts, tools, memory, skills, orchestration, and more. Harnessing is the process of optimizing that system.

Quantifying the pulse of parallelism: A C++ concurrency telemetry framework measuring the human-perceived efficiency of concurrent execution strategies.

8B to 27B: a calibrated probability for every option in one pass, and a short thought only when unsure. cpp and MLX.

这是图吧工具箱基于 WinUI 3 全新重构的版本，一款由社区驱动、深度契合 Windows 11 设计美学的现代化工具箱。它不仅确保你始终使用最新版本的工具，还集成了更加丰富的实用功能，更可满足高度自定义的个性化需求。

笔吧验机：二手/新机到手后的验机工具

Try a matmul. See how, despite the style, it is fused into one kernel with the power of laziness.

A fully functional Android app built entirely with Kotlin and Jetpack Compose

Next generation testing framework powered by Vite.

The series is running. 5 days after launch. It runs once a day for 30 days: days 1–10 are the baseline, then there are two 10-day windows, so the first possible call is around 2026-10-24.

A free, powerful, multi-purpose tool that helps you monitor system resources, debug software and detect malware. Brought to you by Winsider Seminars & Solutions, Inc. @

What it is, and what it isn't. These are very small models. They make extremely fast, well-calibrated judgement calls between options, and they slot easily into your local code.

Tutorial · Specification · Samples · Benchmarks · Standard library

LiteParse is a standalone OSS PDF parsing tool focused exclusively on fast and light parsing. It provides high-quality spatial text parsing with bounding boxes, without proprietary LLM features or cloud dependencies. Everything runs locally on your machine.

A library to benchmark code snippets, similar to unit tests. Example:

Locust is an open source performance/load testing tool for HTTP and other protocols. Its developer-friendly approach lets you define your tests in regular Python code.

Vegeta is a versatile HTTP load testing tool built out of a need to drill HTTP services with a constant request rate. It's over 9000!

Local Laya typed decisions on Apple Core ML and Neural Engine. Validated ports, 5 ms short decisions on M3 Max, reproducible speed and energy benchmarks.

This repository ships a reproduction workflow for evaluating another harness on the published task set. It records environment differences from the original baseline run; a matched control run is needed to establish comparability.

Note: If all you need is a single-producer, single-consumer queue, I have one of those too.

BenchmarkDotNet helps you to transform methods into benchmarks, track their performance, and share reproducible measurement experiments. It's no harder than writing unit tests!

If you are looking for the evolution that is an opinionated, managed service – check out gptengineer.app.

wrk is a modern HTTP benchmarking tool capable of generating significant load when run on a single multi-core CPU. It combines a multithreaded design with scalable event notification systems such as epoll and kqueue.

conc is your toolbelt for structured concurrency in go, making common tasks easier and safer.

coost is a lightweight, high-performance, easy-to-use C++ base library. It supports Linux, macOS, Windows, FreeBSD, and CPU architectures such as x86, x64, ARM, and ARM64.

Code is under the MIT License. 0. The LiveCodeBench fork, the benchmark problem statements and the LaTeX template files keep their own licenses.

ParseBench is a benchmark for evaluating how well document parsing tools convert PDFs into structured output that AI agents can reliably act on.

8-27B on consumer GPUs. The MTP head already ships inside your GGUF. Recipe, paired benchmarks, probe tool.

Help build ASI-Bench: we are actively seeking high-quality scientific task contributions.

The 2024 iPad Pro, featuring the Apple M4 chip, is the first device available to the public that supports ARM's scalable matrix extension (SME). Although Apple has included a matrix accelerator in its devices since 2019, it used a proprietary instruction set called AMX[^1].

This repo contains the harness and six complete session records. The full post-broker record will be released shortly. The score by itself is not the interesting part: several systems built specifically for ARC score this high or higher.