📰 Dev.to · Nathaniel Hamlett

The Rise of the AI-Native Account Executive: What Top Infrastructure Companies are Looking...

I built a 42-cron-job autonomous job application pipeline. After 1,670 opportunities and 132 applications, here are the three bottlenecks the data exposed — and

How to Stop browser-use From Choking When Your Primary LLM Hits a 429 If you're running...

I spent the last two months building an automated pipeline to track job opportunities. After...

My job application pipeline sends emails automatically. Cover letters, follow-ups, confirmations —...

MCP and A2A both landed at the Linux Foundation. The frameworks picked lanes. The job market exploded. Here's where the agent ecosystem actually settled.

The AI agent space has gone through a full hype cycle in about 18 months. We're now past the "will...

There's a gap between how AI agents are demoed and how they're actually deployed at scale. The demo...

Most AI Discord bots are useless. Here's what I learned building bots for a 50K-member crypto community about what users actually need vs. what developers think

Most AI agent frameworks ignore scheduling entirely. Here's how I run 23 autonomous cron jobs that scan, research, build, and submit — with lock files, session

Vector search finds what's similar. Graph traversal finds what's connected. I built a system with both — 3M vectors and 252K graph nodes — and the graph catches

I run an autonomous AI agent with 44 skills, 23 cron jobs, and 400+ tracked opportunities. The entire state layer is one SQLite file. Here's why that's not a li

I spent a year building a domain-specific AI system with 3 million vectors. Here's what general-purpose models get wrong.

How I built an autonomous agent with 40+ skills that scans job boards, researches companies, tailors resumes, and submits applications on a cron schedule.

Building a Multi-Model AI Agent: Automatic Fallback When Your Primary LLM Refuses If...