KoboldCpp drives local coding-agent demo

The interesting part here is not the calculator demo itself but the design questions it surfaces for local agent tooling: grounding, planning, and safe file edits still matter more than raw model size.

• –Running the stack through KoboldCpp and GGUF models makes the experiment notable for developers who want local-first agents without depending on hosted APIs
• –The post frames the right agent problems: when to inspect the workspace, when to plan, and when to actually mutate files
• –Using Qwen3.5-35B-A3B for a contained coding task is a practical way to test whether local models are good enough for small autonomous edit loops
• –This is best read as an early workflow experiment, not evidence that local coding agents are production-ready yet