Deep-dives, honest comparisons, and weekly field notes from building production AI systems.
In-depth guides on AI engineering, system design, and production patterns — written from hands-on experience.

How a production IDP pipeline turns 500-page medical-legal bundles into structured data with OCR and a 3-level LLM classification hierarchy.

Step-by-step guide to building AI agents with LangChain, CrewAI, AutoGen, Strands, and AgentCore — runnable code and a basic agent for each framework.

Agent frameworks updates 2026: LangChain, AgentCore, LangGraph, CrewAI, AutoGen, Strands compared. See orchestration patterns, context management, memory architecture for production agents.

Master Model Context Protocol from architecture to implementation. Build MCP servers, understand the spec, and integrate with Claude Code and Cursor.

Master AWS AI-DLC for disciplined AI pair-programming. Works across Kiro, Cursor, Claude Code, and Copilot with zero lock-in.

Explore OpenClaw's 8-tier message routing across Discord, Telegram, and Slack with pluggable Docker/SSH sandbox isolation.

OpenClaw vs Hermes Agent: how two top open-source agents cut token costs ~75% with prompt caching, frozen memory, and 5-phase context compression.

Compare GPT Image 2 vs Gemini 3 Pro across 8 categories. Gemini is 4x faster, GPT has better detail. Full results with outputs.

One misplaced timestamp 10x'd our LLM bill by busting the KV cache. Learn 6 context engineering patterns from production agent teams that prevent it.

Learn how AI search is reshaping SEO in 2026. Zero-click searches hit 93% and Generative Engine Optimization is the new frontier.

Build custom Claude Code Skills with 5 ready-to-use examples. Covers SKILL.md spec, security controls, plugin distribution, and team sharing workflows.

Add long-term memory to your LangChain AI agent. 3 frameworks compared: LangChain (flexible), AgentCore (managed), Strands (minimal). See architecture, persistence, and scaling limits.

Learn multimodal AI from scratch. Embedding, understanding, and generation paradigms with CLIP, Qwen2.5-VL, and Sora examples.

Complete Python walkthrough of AgentCore Memory, Runtime, Code Interpreter, Browser, and Gateway. Build enterprise AI agents on AWS without managing infra.

Master UI/UX quality with this 50-point checklist. Covers usability, WCAG accessibility, and engineering standards for any web interface.

Master the key words and phrases that make AI prompts more effective. A practical reference for data analysis, design, and coding.

Analyze video with Amazon Nova on AWS Bedrock — working TypeScript for object detection, bounding boxes, and S3 videos up to 1GB.

Foundation Models, Agents, Data Value, and MCP Architecture in the Modern AI Ecosystem

Compare LangChain MCP Adapters, Bedrock Inline Agent SDK, and Multi-Agent Orchestrator. Architecture and code examples included.

Which AI video search platform wins? TwelveLabs, Google Video AI, and 8 open-source tools tested on accuracy, speed, and cost.
Explore how Cline implements MCP with real source code. Covers client architecture, tool discovery, JSON-RPC messaging, and specification compliance.

DeepSeek shipped 4 open-source multimodal models in 10 months. Compare VL2 MoE architecture vs Janus unified encoding. Benchmarks show which beats GPT-4V on vision tasks.
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