Developers ask how to start local agents

This is the practical agent market in miniature: less hype about replacing developers, more demand for trustworthy tooling that plugs into an existing IDE and workflow. The stack is close, but local-first users still have to stitch together model runtime, UI, and editor integration themselves.

• –Ollama already covers the local model runtime, which makes it a credible foundation for private coding assistance on consumer hardware
• –Open WebUI gives a strong self-hosted chat layer, but editor-native tools are usually what turn a local model into something useful for refactors and code review
• –The hardware listed is enough for meaningful local assistance, especially for review, debugging, and smaller code models, even if heavier autonomous agents will be constrained
• –The most interesting signal is workflow preference: the user explicitly wants augmentation, not replacement, which fits where local coding agents are strongest today