DwarfStar and the New Altitude of Local LLMs

I have been running Ollama for about two years. Right now I have gemma4:31b sitting on a MacBook Pro, M4 Pro, 48GB of unified memory, and it is genuinely useful. It drafts,

From MCP Chaos to One Command: Why I Built ATK

I like MCPs. I use coding agents every day. But my setup got messy fast. One MCP installed from a random repo. Another ran in Docker. Claude configured one way, Codex another way,

Context is everything

Think bigger context windows solve all LLM problems? Think again. Dive into why context management is the unsolvable (yet manageable) challenge in AI, and how we can move from facing the 'Literal Genie Problem' to becoming 'architects of understanding'.