Pixelmojo Field Notes
Older notes, newest first. Every one is the same research, methods, and build logs as the front page.
Learn the difference between SEO, AEO, and GEO, and how brands can move from ranking in search to being cited in answers and recommended by AI engines.
Read articleHubSpot charges $800/mo for lead scoring you do not own. We built a 0-100 qualification system for $0.001 per lead. Full source code, real architecture, and build playbook.
Read articleSix production Claude Code hooks patterns: auto-format, file protection, security gates, type-checks, prompt review. Real settings.json examples.
Read articleCLAUDE.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.
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