Ship Agentic AI Systems, Faster
Deep-dives, honest comparisons, and weekly field notes from building production AI systems.
Featured AI & Tech Articles
In-depth guides on AI engineering, system design, and production patterns — written from hands-on experience.
Intelligent Document Processing: OCR & AI Classification
How a production IDP pipeline turns 500-page medical-legal bundles into structured data with OCR and a 3-level LLM classification hierarchy.
How to Build AI Agents: 5 Frameworks with Code (2026)
Step-by-step guide to building AI agents with LangChain, CrewAI, AutoGen, Strands, and AgentCore — runnable code and a basic agent for each framework.
6 AI Agent Frameworks Tested: Only 2 Production-Ready in 2026
LangChain, AgentCore, LangGraph, CrewAI, AutoGen, and Strands compared on architecture, scaling, and production readiness. See which frameworks actually work for enterprise agents.
MCP Explained: Complete Protocol Guide 2026
Master Model Context Protocol from architecture to implementation. Build MCP servers, understand the spec, and integrate with Claude Code and Cursor.
AWS AI-DLC: The Agentic Dev Lifecycle That Works Everywhere
Master AWS AI-DLC for disciplined AI pair-programming. Works across Kiro, Cursor, Claude Code, and Copilot with zero lock-in.
OpenClaw Architecture: 8-Tier Routing & Sandbox Deep Dive
Explore OpenClaw's 8-tier message routing across Discord, Telegram, and Slack with pluggable Docker/SSH sandbox isolation.
OpenClaw vs Hermes: Context Compression Cuts Cost 75%
See how two top AI agents cut token costs ~75% using prompt caching, frozen memory, and 5-phase context compression — with real source code.
GPT Image 2 vs Gemini 3 Pro Benchmark 2026
Compare GPT Image 2 vs Gemini 3 Pro across 8 categories. Gemini is 4x faster, GPT has better detail. Full results with outputs.
Context Engineering for AI Agents: 6 Techniques That Cut Our Costs 10x
One misplaced timestamp invalidated our entire KV cache and 10x'd our bill. Here are 6 context engineering patterns from Manus and production agent teams that prevent exactly this -- with code examples.
Traditional vs AI Search: SEO in 2026
Learn how AI search is reshaping SEO in 2026. Zero-click searches hit 93% and Generative Engine Optimization is the new frontier.
How to Build Claude Code Skills: 5 Examples (2026)
Build custom Claude Code Skills with 5 ready-to-use examples. Covers SKILL.md spec, security controls, plugin distribution, and team sharing workflows.
3 AI Agent Memory Frameworks Tested: LangChain vs AgentCore vs Strands
LangChain, Bedrock AgentCore, and Strands memory systems compared: architecture, persistence, context recall, and scaling limits. See which framework handles long-term memory best.
Multimodal Models Learning Notes - A Beginner's Guide
Learn multimodal AI from scratch. Embedding, understanding, and generation paradigms with CLIP, Qwen2.5-VL, and Sora examples.
AWS AgentCore Explained: 5 Tools for Production AI Agents
Complete Python walkthrough of AgentCore Memory, Runtime, Code Interpreter, Browser, and Gateway. Build enterprise AI agents on AWS without managing infra.
UI/UX Quality Checklist: 50+ Measurable Criteria
Master UI/UX quality with this 50-point checklist. Covers usability, WCAG accessibility, and engineering standards for any web interface.
Essential Prompt Engineering Vocabulary (2025)
Master the key words and phrases that make AI prompts more effective. A practical reference for data analysis, design, and coding.
Amazon Nova Video Analysis: TypeScript Guide (2025)
Build video analysis with Amazon Nova on AWS Bedrock. Production-ready TypeScript code for object detection and S3 processing.
The Evolving Landscape of Generative AI
Foundation Models, Agents, Data Value, and MCP Architecture in the Modern AI Ecosystem
AI Agent Frameworks Compared: LangChain vs Bedrock
Compare LangChain MCP Adapters, Bedrock Inline Agent SDK, and Multi-Agent Orchestrator. Architecture and code examples included.
Best AI Video Search Tools 2026: 10+ Tested
Which AI video search platform wins? TwelveLabs, Google Video AI, and 8 open-source tools tested on accuracy, speed, and cost.
How Cline Implements MCP: Source Code Breakdown (2026)
See exactly how Cline implements the Model Context Protocol — client architecture, tool discovery, and JSON-RPC, with real source code walkthroughs.
DeepSeek VL2 vs Janus vs JanusFlow in 2026: 4 Open-Source Models Tested
4 open-source multimodal models shipped in 10 months: DeepSeek VL2, Janus, JanusFlow, and Janus-Pro. See architecture choices, benchmarks, and which beats GPT-4V on real-world vision tasks.
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