Blogs
Thoughts on AI, development, and technology

•5 min read
10 Operational Directives for Better AI Chatbot Results
Stop guessing magic words. Use these 10 operational directives—structured instructions placed directly into your prompts—to force clarity and utility from your AI chatbot.
Prompt EngineeringAI ProductivityWorkflow

•6 min read
Spec-Driven Development: Moving Beyond Vibe Coding
Why ad-hoc AI prompting fails at scale, and how Spec-Driven Development (SDD) provides the structured guardrails needed for enterprise AI engineering.
AI AgentsSoftware ArchitectureSDD

•2 min read
11 Brutal Truths About Deploying AI Agents in Production
Real-world lessons from shipping AI agents to production environments and keeping them alive.
AI AgentsProduction

•2 min read
Inside JPMorgan's Investment Research Agent Architecture
A breakdown of JPMorgan's 'Ask David' multi-agent system and the lessons it offers for enterprise GenAI teams.
AI AgentsEnterprise AI

•2 min read
Comprehensive Reinforcement Learning Notes
Sharing my thesis-era RL notes covering everything from DP and TD to PPO, TD3, and SAC—plus open-source implementations to explore.
Reinforcement LearningDeep Learning