Mixture of Experts models like Qwen3 Coder, Kimi K2.5, and Gemma 4 are blazing fast locally, but one-shot prompts make them fall apart. Here's why the MoE router is the culprit and how incremental construction turns them into reliable tools.
Ed Zinda breaks down what agent loops actually are, how harnesses wrap around them, when to build your own, and introduces Kit — a Go-based coding agent harness inspired by Pi's minimal design philosophy.
How to connect Hermes Agent to Zed editor via ACP (Agent Communication Protocol) — giving you full terminal agent capabilities (tools, skills, memory, web) directly in Zed's assistant panel alongside Claude Code, OpenCode, and Qwen Code.
An introduction to harness engineering and Archon, the open-source harness builder for building reliable AI coding agents.
Anthropic announced Claude Mythos Preview, a frontier model that can autonomously find and exploit zero-day vulnerabilities in every major OS and browser. Thousands of critical bugs found, some decades old. Here's what it means for cybersecurity.
Three dialed V60 recipes for Mandheling full wash: classic Japanese iced, sweetness-focused variation, and iced milk using concentrate + bypass. Optimized for Timemore C3.
Systematic investigation of a 13-second delay on every bun run dev restart, tracing through Vite middleware, Astro SSR, and CSS compilation to find the root cause.
How to use Gemma 4 as a local OCR engine — processing images and PDFs through Ollama with vision models, no cloud APIs needed. Covers the architecture, TurboQuant's impact on long-context document processing, and a practical Python implementation.
How I installed and configured Pi Agent — a terminal-based AI coding agent that supports dozens of LLM providers, custom extensions, and shared skills across agents like Claude Code and Codex.
Deep dive into Swival — a pure Python CLI coding agent by jedisct1 that handles tight context windows, graduated compaction, and multi-provider support. Includes practical setup guide and comparison with Hermes Agent.
Two of the newest distilled diffusion models — Z-Image-Turbo and Flux 2 Klein 4B — both run locally on AMD integrated graphics and CPU using stable-diffusion.cpp. No NVIDIA GPU required. We benchmark both on a Ryzen 5 PRO 4650U and show how they share the same text encoder to save disk space.
How RotorQuant replaces Turbo Quant's expensive 128x128 matrix rotation with Clifford algebra rotors — 44x fewer parameters, 10-19x faster on CUDA, matching attention fidelity on real models.
A deep dive into Google's Turbo Quant KV cache compression — from the theory of 3-bit compression vs 4-bit, through dense vs MoE context scaling experiments, to a full llama.cpp benchmark with FP16, Q4, and Turbo Quant head-to-head.
How I built a multi-stage video analysis pipeline that detects motion, classifies objects with YOLO, reads text with OCR, and describes scenes with a tiny VLM — all running on CPU with a web dashboard.
Getting llama.cpp to work on an AMD Ryzen 5 PRO 4650U with integrated Vega graphics — no NVIDIA, no CUDA, no ROCm. Just Mesa RADV and the Vulkan backend.
Generate images locally using Stable Diffusion on nothing but your CPU. FastSD CPU uses Latent Consistency Models and OpenVINO to produce 512x512 images in under a second on a modern processor — no $5,000 GPU needed.
You bought specialty Gayo wine beans, dialed in your grinder, followed a recipe — and got rubber. Here's a troubleshooting walkthrough for one of the most common problems with Japanese iced coffee, from grind size to pour structure to the beans themselves.
Climate change is quietly rewriting the flavour profile of Indonesia's most iconic crops. From the highlands of Java to the rice paddies of West Java, erratic weather is making coffee more bitter, chocolate less chocolatey, tea more astringent, and rice bland — and pushing prices higher.
A practical walkthrough of installing Hermes Agent by Nous Research — covering the installer script internals, PyTorch CPU optimization, Bun runtime compatibility, RL training vs. built-in learning, and setting up CLI skills for Tavily, Context7, and Beads.
How WorldView's open-source intelligence platform tracks the Iran-US-Israel conflict in real time — 92% Strait of Hormuz traffic drop, Iran's toll booth scheme, dark vessel patterns, and the escalating military strikes.
How OpenCode plugins work under the hood — hooking into tool execution, registering custom AI-callable tools, and controlling session compaction behavior.
A practical walkthrough of a Qwen Code configuration — with bkit's PDCA workflow engine, Context7 for live docs, context-mode protection, and 26 shared skills spanning Vue, Go, Tailwind, Tavily, and more.
A deep dive into the current state of GitHub Spec Kit — the primary maintainer left for Anthropic, PRs are piling up, the community is frustrated, and alternatives are emerging. Here's what's really going on.
How Beads replaces flat issue lists with a dependency-aware graph database, giving AI coding agents persistent memory, multi-agent coordination, and zero-conflict task tracking.
How the Strait of Hormuz — a narrow channel just 30 miles wide — controls roughly 15% of the world's energy supply and why its closure could crash the global economy.
A comprehensive analysis of the February-March 2026 war between the US-Israel coalition and Iran, covering military operations, the Strait of Hormuz blockade, escalation dynamics, and the uncertain path ahead.
A deep dive into bkit-gemini v2.0.0 — a Gemini CLI extension that adds 21 AI agents, 35 domain skills, and a 10-event hook system to enforce PDCA methodology and Context Engineering for AI-native software development.
Transform any user input into precision-crafted prompts using the 4-D Methodology for optimal AI performance across all platforms
A videograher in Karo was prosecuted for corruption because auditors valued his creative work at Rp 0. The case exposes a systemic failure in how Indonesia's government procurement treats intellectual labor — and the legal instruments that already exist to fix it.
A deep dive into GitNexus v1.4.10 — the graph-powered code intelligence tool for AI agents. Covers architecture, dependency analysis, Node.js version requirements, and a clean isolation setup using nvm.
A philosophy-first walkthrough of a power-user Opencode configuration — with Superpowers skill workflows at the core, supported by context protection, code intelligence, live docs, and vision.
Understand RAG vs Long Context, decode the acronyms (CAG, KV Cache, RLMs), and learn how to build a local RAG agent with zero ongoing costs.
A practical guide to building local AI systems focused on VRAM—the key bottleneck for running AI models locally at usable speeds.
An analysis of Indonesia's fuel import policy shift, the government's energy sovereignty strategy, and the macroeconomic logic behind requiring private retailers to source domestically.
Learn how to use Astro 6's new Font API to load and optimize web fonts. Step-by-step tutorial covering configuration, providers, and CSS integration.
A developer's guide to building a Palantir-like system using open-source tools: Kafka for data ingestion, Spark for stream processing, Neo4j for knowledge graphs, and LLMs for autonomous agents.
An open-source autonomous agent with a built-in learning loop that creates skills from experience, improves them during use, and remembers across sessions. Unlike typical chatbots or coding copilots, Hermes runs on your server, integrates with messaging platforms, and gets smarter the longer you use it.
How to repurpose a Tesla V100 SXM2 AI accelerator from a DGX server into your home workstation for running local LLMs at a fraction of GPU costs.
How Context Mode virtualizes MCP tool outputs to reduce context consumption by 99%, extending your Claude Code sessions from 30 minutes to 3 hours.
Step-by-step guide to building a modern sticky navbar with glassmorphism effects using Tailwind CSS v4 and DaisyUI's navbar component.
Astro 6 replaces the dev server simulation layer with real runtime execution via Vite's Environment API. Technical breakdown of changes, breaking changes, and upgrade path.
Vite+ introduces a comprehensive toolchain solution combining runtime management, package handling, and frontend tooling into a single CLI. The alpha release brings monorepo support, intelligent caching, integrated linting, and seamless migration capabilities.
Despite having no features graduating to final status, JDK 26 delivers meaningful performance improvements for containerized workloads, including G1 garbage collector enhancements, HTTP/3 API, and continued progress on Project Loom and Valhalla.
Learn a practical framework for writing better prompts when building apps with AI tools like Lovable, Cursor, and Bolt. Improve code quality and avoid bug loops.
A comprehensive analysis of self-hosted Discord alternatives including Matrix, TeamSpeak, Rocket Chat, Zulip, Sto, Fluxer, and Mattermost amid Discord's privacy controversies.
A detailed overview of the 2020 disbandment of Hololive CN, analyzing internal rumors, protest allegations, and the current status of all six members.
The inside story of how Alibaba's most important AI team walked out in a single day, and what it means for the open-source community.
A practical guide to Garage, an open-source S3-compatible object storage solution that runs on modest hardware
Learn how to use grep with -A, -B, and -C options to capture lines before and after matching patterns
A deep comparison of Quarkus and Helidon as GraalVM-native Java stacks, covering licensing, drivers, OpenTelemetry, IDE and AI coding assistant support (MCP, LLM context), native-image build times, memory footprint, startup time, and a practical decision checklist for architects.
Comprehensive examination of private equity returns, healthcare industry effects, and the gap between marketing claims and actual performance
Examination of private equity leveraged buyouts, their effects on companies, workers, and the broader economy
Examination of private equity asset stripping through Red Lobster, Burger King, and Toys R Us case studies
Analysis of Redis's controversial license change and the emergence of major alternatives including Valkey, Garnet, and DragonflyDB as the open-source community searches for new homes.
An analysis of GM's L87 engine recall, the shift to 0W40 oil, and the tribology behind thin oils in modern engines.
Discover how Bank Indonesia developed QRIS during the pandemic, creating an efficient payment system that bypasses expensive infrastructure and enables direct local currency transactions.
Analysis of the Discord hack exposing government IDs through age verification systems and the implications for digital identity and online safety.
Explore how batch invariance issues cause non-determinism in large language models and the solutions to achieve reproducible results in AI systems.
Explore 11 key RAG strategies including re-ranking, agentic RAG, knowledge graphs, and contextual retrieval to enhance your AI agents' performance and accuracy.
An analysis of PewDiePie's controversial AI video, breaking down his takes on AI hardware, media generation, influencer culture, and the future of AGI from a developer's perspective.
Exploring Anthropic's analysis of MCP's token consumption issues and their proposed solution using agent skills for more efficient AI agents.
Explore TOON format's 30-60% token savings for LLM interactions and learn how to implement it with agentic coding workflows for optimized AI data processing.
A technical breakdown of Anthropic cutting off Trey’s Claude access: what happened, why it matters, and how data feedback loops, open-weight models, and geopolitics shape this fight.
A detailed timeline analysis of the dispute between FFmpeg maintainers and Google security researchers over AI-generated vulnerability reports and volunteer burden
An in-depth look at the key players in China's rapidly evolving AI landscape, from open-source champions to secretive tech giants.
A chronological overview of AMD's major open-source software/firmware initiatives and the strategic reasons behind the move.
An in-depth look at Singpass, Singapore's revolutionary digital identity system that has transformed citizen-government interactions through secure, convenient online authentication.
A comprehensive technical and legal analysis of the EU's eIDAS Regulation, covering electronic identification, trust services, and cross-border digital authentication standards.
A comprehensive analysis of China's National Network Identity Authentication Public Service within the framework of Cybersecurity Law, Data Security Law, and Personal Information Protection Law.
Comprehensive analysis of France's digital identity evolution - examining FranceConnect, legal frameworks, technical architecture, and the strategic vision for a sovereign, privacy-centric digital identity system in the EU context.
A comprehensive analysis of digital identity systems — comparing government-managed vs private/sector-managed models, single vs multiple identity providers, and global country case-studies with lessons for implementation.
A comprehensive comparison of digital identity systems across 57 countries worldwide, examining models, strengths, and lessons learned.
Updated analysis exploring Trump's tariff policies as a mix of multiple advisor factions, including Industrialists, Techno-nationalists, Dynamists, and Trade Warriors, aiming to reorient international economic relations.
Japan signs its largest defense contract since WWII with Australia, marking a return to arms exports and reshaping Indo-Pacific security dynamics.
An analysis of why Germany is ramping up defence spending and how U.S. and NATO pressure contributed.
A comprehensive Q&A addressing common Western misconceptions about China, covering its history, economy, politics, and global ambitions.
Master BMAD Methods to decompose complex software projects into feasible, incremental development tasks. A comprehensive guide to effective project planning, prioritization, and execution.
Analysis of the ongoing debate between Minister of Finance Purbaya and regional governors about parked regional budget funds, revealing systemic reasons for slow APBD absorption.
Build a context-driven agent architecture that prevents context overload and improves AI development workflow efficiency
Comprehensive analysis of Indonesia's ambitious DME strategy - from coal gasification initiatives to reducing LPG import dependency, featuring Presidential Regulation 109/2020 and the path to energy security by 2030.
Comprehensive analysis of Bahlil Lahadalia's journey from Papua's streets to Indonesia's energy leadership - examining his business empire, political career, and the intersection of entrepreneurship and governance.
A comprehensive analysis of US-Indonesia trade relations from 2016-2025, covering tariff negotiations, reciprocal trade agreements, and the impact of geopolitical shifts on bilateral economic partnerships.
Deep dive into Indonesia's government fund accumulation crisis - Rp285.6T in deposits, Rp357.4T in current accounts, and the ongoing controversy between Minister Purbaya and Governor Dedi Mulyadi over regional fund management.
Comprehensive analysis of Indonesia's ambitious ethanol strategy - from E10 blending mandate to domestic production challenges, Brazil partnerships, and the path to energy sovereignty by 2027.
An in-depth analysis of Indonesia's Coretax tax system improvements, covering technical fixes, cybersecurity enhancements, performance upgrades, and strategic implications for reducing foreign dependencies.
Discover how API providers can drastically affect open-weight model performance, from benchmarks to tool calling accuracy.
Discover five powerful Claude skills that are transforming AI-assisted development in Claude Code.
A detailed chronological overview of the alleged Antam gold forgery case that shocked Indonesia in 2025 — including public discussions and alternative perspectives.
Discover how OpenSpec transforms software development by ensuring perfect alignment between humans and AI coding assistants before any code is written. A comprehensive guide to spec-driven development methodology.
Explore how GitHub Spec Kit revolutionizes software development by making specifications executable through AI-powered workflows. A comprehensive guide to specification-driven development with practical examples and implementation strategies.
Explore the differences between Retrieval Augmented Generation (RAG) and Cage Augmented Generation (CAG) for building large language model applications with external data sources.
Discover how to build sophisticated LLM applications using minimalist principles. A deep dive into PocketFlow's philosophy of simplicity over complexity in AI framework design.
Exploring the blurred lines between human and AI-generated music through the lens of parody and creative experimentation. Based on insights from a parody music creator's journey with AI tools.
Learn how to set up and use NVIDIA's revolutionary 3D generative AI blueprint that combines ComfyUI with Blender for creating stunning AI-textured 3D environments
Exploring the controversy around tracing in digital art, from the stigma against it to its potential as a learning tool and professional technique.
Learn how to go from zero knowledge to building functional features with any new technology using this proven framework. Based on real experience with the OpenAI Agent SDK.
A comprehensive prompt engineering cheatsheet drawing from IBM techniques and best practices to help you write better prompts and get more reliable AI results
Understanding the fundamental differences between fuzzy logic systems and neural networks, their histories, applications, and how they complement each other in modern AI systems
A comprehensive comparison of AI research priorities, government regulations, commercial applications, and training data strategies between the United States and China