Documenting my journey as a developer, sharing insights from building real-world applications, and exploring the latest in web technologies.
234 references across 65 files. A 4-phase dream engine. Channel messaging via Discord and Telegram. GitHub webhook subscriptions. I read every line of the KAIROS system in Claude Code's leaked source. Here's how it actually works.
Thoughts, learnings, and insights from my daily development journey.
Claude Code bills per token, and every fresh session starts cold — grepping and re-reading the same files to rediscover the same architecture. I built it a queryable, self-healing knowledge graph and measured 9 real queries. Median savings: 85%. Worst case: 42%. Here's the methodology, the ugly data points, and where it breaks.
Claude Mythos Preview found a 27-year-old flaw in OpenBSD, a 16-year-old FFmpeg vulnerability that survived 5 million automated tests, and chained Linux kernel bugs into privilege escalation. This isn't incremental. This is the moment AI vulnerability discovery became faster than human patching — and every developer needs to adapt.
Every AI coding tool reads .md files for context. I built a Rust linter to grade them. The finding: most of what we write in CLAUDE.md never changes Claude's behavior. Here's the data.
React components average 340 tokens. What if the same UI could be expressed in 210? I'm designing a syntax where AI generates UI with 38% fewer tokens, zero className strings, and no closing tags.
Same Cal.com clone. 5 frameworks. Here's what I learned about DX, architecture, and which one I'd pick for production in 2026.
How I turned Claude Code into a full operating system -- with 7 MCP servers, security hooks, and custom skills that let AI operate my entire dev stack and social media.