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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.
LLMs lose 39% accuracy after 5 turns. Learn 4 conversation flow layers: state machines, context persistence, handoff topologies, and state recovery for production agents.
Read articleOnly 6% of companies fully trust AI agents for core processes. This guide covers the six trust patterns, progressive autonomy, and recovery cycles that make agentic experiences trustworthy.
Read articleAX (agentic experience) design explained: what it is, how it differs from UX, and how to design for an era where AI agents are the users.
Read articleIn March 2026 we blocked 12 AI training crawlers and citations went up. In May 2026 we evolved the policy to selectively allow training bots that feed AI engines we want citing us. The original case study plus the retrospective on why we changed.
Read articleWe built 4 features that turn a website from a scraped source into a primary citation target for AI search engines. Here is the exact implementation.
Read articleCheck how ChatGPT, Perplexity, and Claude see your website. 10 AI visibility tools (most free, AEO page auditor and citation tracker from $5): bot access checker, robots.txt analyzer, citation tracker, Reddit monitor, YouTube monitor, llms.txt validator, llms.txt generator, AI readiness scorer, AEO page auditor, and answer engine citation tester.
Read articleThe Philippines AI development market is not about cheaper rates. It is about owned products, senior methodology-driven teams, and a timezone that actually works. A practical evaluation framework for CTOs.
Read article54% of engineering leaders plan to hire fewer juniors. The math looks right until you factor in who fixes AI-generated technical debt. A framework for CTOs rethinking their talent pipeline.
Read articleWe built a cross-site knowledge graph connecting two domains via JSON-LD entity linking. Here is the architecture, the code patterns, and the real analytics from the first week.
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