#AI Engineering
research notes.
Building production AI systems — RAG, MCP, orchestration, memory, and infrastructure.
Why I Switched to Ubuntu Linux for AI Web Development and Never Looked Back
Six months with Ubuntu Linux for AI web development. How terminal AI agents like OpenCode erased the Linux barrier and made Ubuntu the ultimate dev OS.
MCP Server Registry: The Ultimate Discovery Guide for 2026 Coding Agents
Stop writing boilerplate. Use the 2026 MCP Server Registry to give your AI agents real hands.
jcode: The High-Performance Harness That's 250x Faster Than Claude Code
Master elite agentic engineering with jcode. Learn how this Rust-based harness uses semantic memory and self-iteration to raise the skill ceiling for AI coding.
Ruflo: Building a 60-Agent 'Hive Mind' for Claude Code (2026)
Master high-performance agent orchestration. Learn how Ruflo (ruvnet) uses WASM boosters and persistent memory to turn Claude Code into a self-learning swarm.
Beyond Vector DBs: Engineering Agentic Long-Term Memory (LTM) with Knowledge Graphs
Stop letting your agents forget. Learn how to build persistent agentic long-term memory using local Knowledge Graphs and GraphRAG for 2026 sovereign stacks.
Data Extraction Battle: Firecrawl vs. Jina AI vs. Crawl4AI
Turn the messy web into clean intelligence. Compare the 2026 benchmarks, RAG features, and UI snapshots of Firecrawl, Jina AI, and Crawl4AI.
The Orchestrator Race: LangGraph vs. AutoGen vs. CrewAI
Who should lead your fleet? Compare the 2026 features, success rates, and UI snapshots of LangGraph, AutoGen (AG2), and CrewAI.
The Ultimate Local AI Stack: Building Your Sovereign Architecture (2026)
Stop renting intelligence. Learn how to build a complete, air-gapped local AI stack in 2026 using open-source models, MCP servers, and local execution.
Vector Orchestration: Mem0 vs. Letta vs. LangChain Memory
Choosing your agent's long-term brain. Compare the 2026 features, benchmarks, and UI snapshots of Mem0, Letta, and LangChain Memory.
Local Inference Battle: Ollama vs. vLLM vs. LM Studio
Choosing your sovereign kernel. Compare the 2026 features, benchmarks, and UI snapshots of the top three local LLM inference engines.
Memory Layer Showdown: Qdrant vs. ChromaDB vs. Pinecone
Choosing your agent's brain. Compare the 2026 performance, cost, and functional snapshots of Qdrant, ChromaDB, and Pinecone.
Silicon Decoupling: The Geopolitics of the Gigawatt Ceiling (2026)
The AI race has hit a physical wall. Analyze the 2026 tech decoupling, the 1.2GW cluster crisis, and why energy is now the primary asset of intelligence.
The Entropy Era: How to Build Synthetic Data Factories for 2026
The definitive guide to high-entropy synthetic data generation. Learn how to break the 'Data Wall' using Evol-Instruct, Magpie, and Rectified Scaling Laws.
The Rise of AI-Native Blockchains: Beyond Smart Contracts to 'Autonomous State Machines'
Master the 2026 crypto shift. Learn how AI-native blockchains and Autonomous State Machines (ASMs) are replacing static smart contracts with self-reasoning ledgers.
RAG is Not Enough: Building 'Agentic Memory' with Vector Databases and Knowledge Graphs
Master the next level of AI retrieval. Learn how to build stateful 'Agentic Memory' using the hybrid Vector + Knowledge Graph architecture for 2026.
Building Custom MCP Servers: The 2026 Guide to Extending Your AI Agent's Context
Master the Model Context Protocol (MCP). Learn how to build production-ready, remote MCP servers with TypeScript, OAuth 2.1, and real-time analytics.
The Cost of Intelligence: Benchmarking Claude 4.5 vs. GPT-5 for High-Volume Data Pipelines
The definitive 2026 LLM cost-performance guide. Discover the 'Cost-per-Correct-Answer' (CPCA) for Claude 4.5 and GPT-5 in enterprise data pipelines.
Energy is the New Compute: Why Nuclear SMRs are the Ultimate Geopolitical Weapon
The 2026 shift from silicon scarcity to power scarcity. Discover why Nuclear SMRs and energy-integrated data centers are the new pillars of national power.
Prompt Engineering is Dead; Long Live Agentic Engineering
The 2026 shift from 'magic spells' to systemic design. Discover why Agentic Engineering is the new standard for building production-grade AI systems.
Small Language Models (SLMs) on the Edge: A Developer’s Guide to Local Intelligence
Master Edge AI in 2026. Learn how to deploy SLMs like Phi-4 directly in the browser using WebGPU for privacy-first, zero-latency local reasoning.
Ollama vs. vLLM: Which Local Inference Engine Reigns Supreme in 2026?
The definitive 2026 benchmark comparison. Discover why Ollama owns development and vLLM dominates production. Throughput, latency, and hardware guides.
Predicting the 'Sovereign Premium': How National AI Infrastructure Impacts Currency Valuation
The 2026 Gold Standard isn't metal—it's FLOPS. Discover why the Compute-to-GDP ratio is the new primary driver of currency strength in the global market.
FFmpeg Mastery 2026: The Ultimate Guide to AI Video Pipelines and High-Performance Transcoding
Master how to use FFmpeg in 2026. Learn AI video post-processing, GPU-accelerated transcoding, and the new AV1 standard with copy-paste commands.
Zero-Trust AI: Securing Local LLMs and MCP Servers from Prompt Injection in 2026
Master AI security in 2026. Learn how to protect your MCP servers and local LLMs from prompt injection, tool poisoning, and agentic data exfiltration.
Zero-Tech Debt: Building Self-Refactoring Codebases with Agentic Hooks
Master the 2026 standard for repo maintenance. Learn how to use agentic hooks and CLAUDE.md to build a self-healing codebase that prunes itself 24/7.