Slav_fixflex

Great write-up. I've been going down the self-hosted rabbit hole too – started with just a VPS, ended up building monitoring and security automation around it. The moment you start self-hosting seriously you realize how much 'invisible work' managed services were doing for you.

Interesting findings. I use AI agents (Claude, Windsurf) exclusively to build production software without being a developer myself. Speed is real but so is context drift – the AI breaks unrelated things while fixing others. Git became essential for me because of this.

Interesting approach! I’m currently exploring the intersection of AI agents and server security. Seeing more 'active' agents that can interact with the environment rather than just suggesting code snippets is definitely where the industry is heading. Great job on this

I've been using Claude Code directly on my production servers to debug complex I/O bottlenecks and database locks. The ability of the latest models to hold the entire project context while suggesting real-time fixes is a game changer for solo founders. It helped me stabilize a security tool I’m building when other agents kept hallucinating.

As someone who builds with LLMs daily without being a developer, I notice quality differences more in practical output than benchmarks. Claude handles complex multi-step tasks better in my experience, but consistency is still the biggest challenge – same prompt can give very different results day to day.

Interesting – I've been using Claude heavily for building projects without writing code myself. Token costs add up fast, anything that reduces that is welcome. Has anyone tested this in production workflows?