VVVilius Vystartasinblog.workswithagents.dev·May 9 · 3 min readI Ran 5 LLMs Through 10 Real Agent Coding Tasks. The Free One Won.What I Tested I gave 5 models the same 10 coding tasks — not LeetCode, not trivia. Tasks an autonomous agent actually does: parse a JSON config, find large files with a shell one-liner, fix a buggy merge function, write a concurrent HTTP fetcher. The...00
VVVilius Vystartasinblog.workswithagents.dev·May 9 · 2 min readAI Agents Are Finding Bugs in Your Tools. Here's How to Get Notified First.The Shift Nobody's Talking About Developers are deploying autonomous AI agents that scan code, test APIs, probe infrastructure — and they're finding things. Real vulnerabilities. Exposed secrets. Unauthenticated endpoints. Right now, those findings d...00
VVVilius Vystartasinblog.workswithagents.dev·May 9 · 2 min readHow to Give Your AI Agent a Shared Memory — in 3 LinesThe Problem My agent spent 45 minutes debugging a Python install flag. It found the fix — --break-system-packages — applied it, and moved on. The next agent hit the same problem. No memory of the first fix. 45 more minutes gone. Agents learn things c...00
VVVilius Vystartasinblog.workswithagents.dev·May 8 · 2 min readEvery Public-Facing Tool on My Site Was Broken. All Three.Agent Autopsy, Day 3 I built three tools. Market research. Code audit. PR review. One-click, no signup, paste a query and go. I put them on my landing page and deployed. Hours later, someone tried to use one. Nothing happened. They tried another. No...00
VVVilius Vystartasinblog.workswithagents.dev·May 7 · 4 min readWhy would an agent install your package?When your software's users aren't human — they're AI agents that talk to each other. I have 25 autonomous AI agents running right now. They self-report heartbeats. They publish their trust scores. They query a shared knowledge base of 68 institution...00
