Articles
Technical deep-dives on AI architecture, agentic systems, and building production AI on zero-cost infrastructure.
I Processed 2.4 Billion Tokens Across 52 AI Models for $0.52
A full cost breakdown of running a production multi-agent AI system on a single M1 Mac. 26.6K requests, 2.4B tokens, 52 models — all for the price of a coffee.
Read Article →I Built an AI Agent to Track My Job Applications. Here's What Broke — And How I Fixed It.
7 untracked applications found. 4 bugs diagnosed and fixed. All on a $0 cloud setup running free AI models.
Read Article →Why I Built a 5-Layer AI Memory Stack on an M1 Mac (And Why Stateless Chatbots Are Dead)
Every AI agent forgets. Here's how I built a persistent, multi-layer memory system that survives session restarts — all at $0/month.
Read Article →Hermes Agent – Zero-Cost, Multi-Layer AI Operations Blueprint
Production-grade AI agent on a single M1 Mac. 6 agents, 26 cron jobs, 5-layer memory stack, $0 cloud cost.
Read Article →I Contributed to Chroma's Open-Source Docs. Here's What I Changed — And What I Learned.
Found an open issue, reviewed two existing PRs that didn't fully address it, and submitted a comprehensive rewrite. Here's the full breakdown.
Read Article →How I Contributed to Awesome Second Brain — And What I Learned From Getting Rejected
Two rejections, three rounds of fixes, one merged PR. Every mistake, every lesson, every line of feedback — and what it taught me about contributing to open source.
Read Article →What Happens When You Push Free AI Models to Their Limits
22K+ production requests. 1.74B tokens. $0.05 total spend. Real benchmarks from free AI models on consumer hardware.
Read Article →How to Get Hermes Agent to Use AgentMail (And Why It's Harder Than It Should Be)
The exact issue from a Reddit user, the 3 common failure modes, step-by-step fix, and alternatives like Himalaya for Gmail users.
Read Article →Looking for an Agentic AI Engineer?
I'm currently open to Agentic AI Engineer, AI Solutions Architect, and MLOps roles. Based in Jamaica (EST), available remote.
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