Tech Blog
Latest insights, tutorials, and analysis on technology trends and best practices
Why LLMs Fail at Long-Form Content — and the Architecture That Fixes It
LLMs lose coherence after a few paragraphs. Here's why — and the constraint-solving architecture that produces consistent output across thousands of pages.
How Multi-Agent AI Pipelines Ship Production Code 10x Faster
One agent orchestrates. Another executes. A third verifies. The architecture that turned a 2-week dev cycle into 2 hours — and where it breaks down.
17 Engineering Principles That Survived Coal Mines, AI Pipelines, and Construction
Cross-domain principles battle-tested across mining safety, AI systems, and creative tools. What actually transfers between domains — and what doesn't.
When PostgreSQL Is the Wrong Tool: Why Markdown Files Beat Databases for Creative Work
After designing an 87-table schema for content generation, a simpler markdown-based system produced better results. Here's when to downgrade your stack.
The 5-Layer Constraint Architecture That Makes AI-Generated Content Actually Work
Single-prompt generation fails at scale. Here's why — and the multi-layer constraint solver that fixes attention decay, state amnesia, and narrative drift.
What Coal Mine Safety Engineering Teaches About Reliable AI Pipelines
Triple-redundant sensors, layered governance, and the two-person rule — industrial safety patterns that make AI systems resilient in production.
How to Ship AI-Generated Code Without Breaking Production
AI writes code faster than humans can review it. Here's a 5-step verification pipeline that catches errors before they reach users.
Why LLMs Can't Write Novels — and What Would Fix It
Attention decay, state amnesia, and the narrative coherence problem — the technical reasons language models fail at long-form fiction, and the architecture shifts that help.
When to Downgrade Your Stack: From 87 Database Tables to Markdown Files
Complex architecture has its place — but for human-centric workflows, simpler tools produce better results. Here's when to step down.
How to Build an AI Agent That Manages Other AI Agents
The orchestrator pattern: one agent delegates, another executes, and a verification layer catches the lies. Architecture and failure modes.
How to Organize a 60-Chapter Novel Without Losing Track of Anything
No databases, no custom software. A markdown-based system using Dataview queries and five-layer constraint checking that keeps complex projects organized.
5 AI Pipeline Failures That Kill Production Systems — and How to Prevent Them
Silent hallucinations, validator blindness, CDN cache poisoning — the failure modes every AI engineer hits eventually, with proven fixes.
17 Principle Cards for Cross-Domain Engineering Decisions
A portable knowledge system that prevents repeating mistakes across software, industrial safety, and creative projects — with real failure examples.
Next.js on Vercel: 10 Deployment Traps and How to Avoid Them
SSG timeouts, Redis connection loops, year-long cache headers — the errors that kill Next.js deployments, with the fixes that prevent them.
Automated AI Code Review: Catch 80% of Bugs Before Human Review
Two AI agents, git diff analysis, and build verification — a pipeline that catches mechanical bugs so humans can focus on logic and design.
Claude Code vs Cursor vs Copilot: Which AI Coding Tool for Which Job
Each tool excels at different tasks. The real skill isn't picking a winner — it's knowing which tool for which job.
How to Organize 80+ Documents Across 4 Technical Domains
No folders, no chaos. A knowledge vault architecture using Maps of Content, frontmatter, and Dataview queries that scales across disciplines.
TraeNovel Postmortem: 3 Mistakes That Cost Months, 3 Decisions That Saved the Project
After 116,000 lines and 87 database tables, here's what went wrong, what went right, and what should have been done differently from day one.
Shipping a Full-Stack Site in 48 Hours: The AI Agent Pipeline Playbook
Two AI agents, 48 hours, 304 static pages, zero human-written deployment code. The exact timeline of an AI-orchestrated production launch.
10 Rules for Building AI Systems That Actually Work in Production
Everything learned from building AI pipelines, content generators, and agent orchestrators — compressed into 10 verifiable rules.
What Managing a Steel Structure Project Taught Me About Shipping AI Systems
3,000 tons of steel, 50+ workers, cross-border logistics. The project management patterns that transferred to AI engineering.
How to Create Music with AI: A Developer's Practical Guide
From MIDI files to full productions — how a software engineer uses AI tools to compose, arrange, and produce music without a studio.
Top AI Trends to Watch in 2026
Explore the most significant artificial intelligence trends that will shape the tech landscape in 2026 and beyond.
Cloud-Native Development Best Practices
Learn how to build and deploy applications that leverage the full potential of cloud computing infrastructure.
Advanced Web Performance Optimization Techniques
Discover proven strategies to make your websites load faster and provide a better user experience.
DevOps Transformation: A Practical Guide
Learn how to successfully implement DevOps practices in your organization and achieve faster, more reliable software delivery.
Emerging Cybersecurity Threats and Defense Strategies
Stay ahead of the latest cybersecurity threats and learn how to protect your organization from evolving attacks.
Machine Learning Essentials for Developers
Get started with machine learning and learn how to integrate ML models into your applications.