Developers are increasingly relying on AI coding assistants to accelerate our daily workflows. These tools can autocomplete functions, suggest bug fixes, and even generate entire modules or MVPs. Yet, as many of us have learned, the quality of the AI’s output depends largely on the quality of the prompt you provide. In other words, prompt engineering has become an essential skill. A poorly phrased
GitHub - modelcontextprotocol/servers: Model Context Protocol Servers
Official integrations are maintained by companies building production ready MCP servers for their platforms. 21st.dev Magic - Create crafted UI components inspired by the best 21st.dev design engineers. 2slides - An MCP server that provides tools to convert content into slides/PPT/presentation or generate slides/PPT/presentation with user intention. ActionKit by Paragon - Connect to 130+ SaaS inte
Prompt Engineering
Date: March 15, 2023 | Estimated Reading Time: 21 min | Author: Lilian Weng Prompt Engineering, also known as In-Context Prompting, refers to methods for how to communicate with LLM to steer its behavior for desired outcomes without updating the model weights. It is an empirical science and the effect of prompt engineering methods can vary a lot among models, thus requiring heavy experimentation a
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Hachi: An (Image) Search engine Only the dead have seen the end of war .. George Santayana For quite some time now, i have been working on and off on a fully self-hosted search engine, in hope to make it easier to search across Personal data in an end to end manner. Even as individuals, we are hoarding and generating more and more data with no end in sight. Such "personal" data is being stored fro
Release date: November 12, 2025 Update 1.106.1: The update addresses these issues Update 1.106.2: The update addresses these issues Update 1.106.3: The update addresses these issues Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the October 2025 release of Visual Studio Code. This release brings significant updates across three key areas:
Introducing advanced logging controls for AWS Lambda functions | Amazon Web Services
AWS Compute Blog Introducing advanced logging controls for AWS Lambda functions This post is written by Nati Goldberg, Senior Solutions Architect and Shridhar Pandey, Senior Product Manager, AWS Lambda Today, AWS is launching advanced logging controls for AWS Lambda, giving developers and operators greater control over how function logs are captured, processed, and consumed. This launch introduces
Deconstructing prompt-based meta-tool architecture and context injection patterns for AI engineering - Claude’s Agent Skills system represents a sophisticated prompt-based meta-tool architecture that extends LLM capabilities through specialized instruction injection. Unlike traditional function calling or code execution, skills operate through prompt expansion and context modification to modify ho
Large Text Compression Benchmark Matt Mahoney Last update: Mar. 25, 2026. history This competition ranks lossless data compression programs by the compressed size (including the size of the decompression program) of the first 109 bytes of the XML text dump of the English version of Wikipedia on Mar. 3, 2006. About the test data. The goal of this benchmark is not to find the best overall compress
An AI-native software engineer is one who deeply integrates AI into their daily workflow, treating it as a partner to amplify their abilities. This requires a fundamental mindset shift. Instead of thinking “AI might replace me” an AI-native engineer asks for every task: “Could AI help me do this faster, better, or differently?”. The mindset is optimistic and proactive - you see AI as a multiplier
Noble Numbat Release Notes Table of Contents Introduction New features in 24.04 LTS Known Issues Official flavours More information Introduction These release notes for Ubuntu 24.04 LTS (Noble Numbat) provide an overview of the release and document the known issues with Ubuntu and its flavours. For details of the changes applied since 24.04, please see the 24.04.2 change summary. Support lifespan
The sad state of property-based testing libraries Posted on Jul 2, 2024 Property-based testing is a rare example of academic research that has made it to the mainstream in less than 30 years. Under the slogan “don’t write tests, generate them” property-based testing has gained support from a diverse group of programming language communities. In fact, the Wikipedia page of the original property-bas
Home > Computer Vision > Mastering All YOLO Models from YOLOv1 to YOLOv12: Papers Explained (2025) What is YOLO? You Only Look Once (YOLO): Unified, Real-Time Object Detection is a single-stage object detection model published at CVPR 2016, by Joseph Redmon, famous for having low latency and high accuracy. The entire YOLO series of models is a collection of pioneering concepts that have shaped tod
3つの要点 ✔️ 大規模言語モデルが外部ツールをどの程度効果的に利用しているかを評価する新しいデータセットToolQAを開発。 ✔️ 大規模言語モデルはToolQAの難しい問題に対して限定的な性能を示し、エラー傾向を示す。 ✔️ 大規模言語モデルに外部ツールの使用法を学習させることで外部ツールの利用能力のさらなる向上を期待。 ToolQA: A Dataset for LLM Question Answering with External Tools written by Yuchen Zhuang, Yue Yu, Kuan Wang, Haotian Sun, Chao Zhang (Submitted on 23 Jun 2023) Comments: Published on arxiv. Subjects: Computation and Language (cs.CL); A
Noble Numbat リリースノート 目次 イントロダクション Ubuntu 24.04 LTS の新機能 既知の問題 公式フレーバー より詳しい情報 イントロダクション このリリースノートには、 Ubuntu 24.04 LTS（Noble Numbat）のリリース概要とUbuntuとそのフレーバーに関する既知の不具合を記述しています。 サポート期間 Ubuntu 24.04 LTS は2029年6月までの5年間サポートされます。もし、Long Term Support（長期サポート）版が必要な場合、24.04.1 リリースされるまでは Ubuntu 22.04 LTSを利用してください。 アップグレード Ubuntu 23.10 のユーザーは、リリース後すぐに24.04への自動アップグレードが提供されます。 ただし、22.04 LTSのユーザーには、8月15日に予定されている24.
2026年3月23日から LocalStack のプラン変更があって，以下のような選択肢を検討しているチームが多いと思う． LocalStack Base プラン以上を契約して使う LocalStack の過去バージョンに固定して無料で使う LocalStack 以外のエミュレーターに移行する Vibe Coding でチームで必要なエミュレーターのみを独自実装する エミュレーター依存をやめる LocalStack 以外のエミュレーター (LocalStack alternatives) として多くのツールも登場していて，今後覇権争いになるようなフェーズに入るような気がしている🤔 MiniStack Floci kumo emulate etc その中でも特に最近注目されている（あくまで僕の個人的な観測範囲だけど）Floci を試してみようと思う💪現時点では Floci 1.5.2 が
Implementing reactive progress tracking for AWS Step Functions | Amazon Web Services
AWS Compute Blog Implementing reactive progress tracking for AWS Step Functions This blog post is written by Alexey Paramonov, Solutions Architect, ISV and Maximilian Schellhorn, Solutions Architect ISV This blog post demonstrates a solution based on AWS Step Functions and Amazon API Gateway WebSockets to track execution progress of a long running workflow. The solution updates the frontend regula
Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models Qizheng Zhang 1∗ Changran Hu 2∗ Shubhangi Upasani 2 Boyuan Ma 2 Fenglu Hong 2 Vamsidhar Kamanuru 2 Jay Rainton 2 Chen Wu 2 Mengmeng Ji 2 Hanchen Li 3 Urmish Thakker 2 James Zou 1 Kunle Olukotun 1 1 Stanford University 2 SambaNova Systems, Inc. 3 UC Berkeley ∗ equal contribution # qizhengz@stanford.edu, changran.hu@sa
GitHub - ComfyUI-Workflow/awesome-comfyui: A collection of awesome custom nodes for ComfyUI
ComfyUI-Gemini_Flash_2.0_Exp (⭐+172): A ComfyUI custom node that integrates Google's Gemini Flash 2.0 Experimental model, enabling multimodal analysis of text, images, video frames, and audio directly within ComfyUI workflows. ComfyUI-ACE_Plus (⭐+115): Custom nodes for various visual generation and editing tasks using ACE_Plus FFT Model. ComfyUI-Manager (⭐+113): ComfyUI-Manager itself is also a cu
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The Prompt Engineering Playbook for Programmers
October 2025 (version 1.106)
Claude Agent Skills: A First Principles Deep Dive
Large Text Compression Benchmark
The AI-Native Software Engineer
Ubuntu 24.04 LTS (Noble Numbat) Release Notes
The sad state of property-based testing libraries
Mastering All YOLO Models from YOLOv1 to YOLOv12
新データセット「ToolQA」：大規模言語モデルが外部ツールで問題解決する能力を評価
NobleNumbat/ReleaseNotes/Ja - Ubuntu Wiki
AWS エミュレーター「Floci」を試す - kakakakakku blog
Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models