Blog
Notes on agentic AI, LLMs, the Model Context Protocol, and what it's like to ship software with them.
MCP Is the Real Unlock for Agentic Engineering
May 20, 2026
After a year of building agents at Axonify, the thing that actually changed how my team ships isn't a smarter model — it's the Model Context Protocol. Here's why.
mcpagentic-aitooling
Stop Prompt Engineering. Start Context Engineering.
April 12, 2026
Prompt engineering was a useful crutch when models were small and dumb. With Claude Opus 4.7 and a million-token window, the real lever is what you put in the context, not how you phrase it.
llmspromptingcontext
Shipping With Agents, Not Instead of Them
March 8, 2026
The 'AI replaces developers' framing is bad for both your career and your codebase. After two years of agent-assisted shipping at Axonify, here's what actually works.
agentic-aideveloper-experienceaxonify