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Pixelmojo Field Notes
Older notes, newest first. Every one is the same research, methods, and build logs as the front page.
CLAUDE.md is just layer one. The five-layer context hierarchy, memory patterns, and subagent strategies that separate productive AI coding from prompt guessing. With working examples.
Read articleAI tools hallucinate 19.7% of package names. Attackers register them as malware. Learn how slopsquatting works and layered defense strategies.
Read articleLakbay AI: production RAG travel platform with 3 portals, flight search, and pgvector — built in 1 day using Thread-Based Engineering. Traditional estimate: 3-7 months.
Read articlePrevent AI-generated technical debt with Claude Code using CLAUDE.md optimization, security-first prompting, and production guardrails. Research-backed strategies that deliver +5-10% improvement.
Read articleWhile 88% of developers report negative AI impacts on technical debt, Pixelmojo Thread-Based Engineering and Hive prevent the crisis through governance-first design.
Read article84% of developers adopted vibe coding but only 29% trust it. 45% of AI-generated code has security vulnerabilities. The 2026 research data, the risks, and governance patterns that work.
Read articleThe definitive guide to Thread-Based Engineering: 7 thread types, governance alignment, production proof (Lakbay AI built in 1 day), and the research showing why AI coding without this framework creates 41% code churn and 86% XSS failure rates.
Read articleAI is no longer just answering questions—it is taking action. The shift from assistive chatbots to agentic AI co-workers is the defining technology transition of 2026. What this means for businesses and why self-verification changes everything.
Read articleWe compared CrewAI, AutoGen, LangGraph, and 4 SaaS platforms on real 3-year costs. One option costs 73% less. Full pricing tables inside.
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