I ditched Claude Code and OpenCode for Pi, and my coding workflow became predictable again
… Whether you're self-hosting a local LLM or using the heft of cloud-based models, they all work better when used by a harness . …
… Whether you're self-hosting a local LLM or using the heft of cloud-based models, they all work better when used by a harness . …
… I also like the idea of using it for homelab and self-hosting projects. …
… For teams using GitLab Duo agents across planning and documentation workflows, as well as coding, Opus 4.8 handles those tasks more reliably, too. …
… Rather than sifting through the whole mess myself, I can just feed the config and log files into my Ollama usually DeepSeek R1 or Llama 3.1 models and ask them to find the code snippets causing all the fuss. While I’d implement the fixes myself, I’d typically use the models to check for solutions. …
… Anthropic describes how memory and dreaming work together to improve Claude Managed Agents: Together, memory and dreaming form a robust memory system for self-improving agents. …
… This is not autopilot, but it is real progress Claude Code Routines don’t make a home lab self-healing, and I don’t want them to. A self-hosted setup is too personal, too weird, and too full of tiny exceptions for that kind of blind confidence. …
… Open Design is free and open-source, with no subscription required for the software itself. …
… All this was happening in the first prompt itself without any explicit instructions. …
… There's a reason almost every single person who knows how to operate a phone can use ChatGPT, while self-hosting AI models is still an enthusiast's game. The difference is nothing short of comical. Having gotten into self-hosting an LLM locally on Windows, I was hit especially hard. …
… It has changed how I research on Docker, Python, self-hosting, and other complex subjects. …