Your code never leaves your machine. Your API bill is zero. Your assistant still works on a plane. โ๏ธ That's the pitch. Here's how to actually build it. ๐ค Why Go Offline in 2026? Three reasons pushed me (and a lot of other devs) toward local AI: ๐ฐ Cost. If you're running coding sessions multiple times a day, API bills add up fast. A one-time hardware investment pays for itself in months. ๐ Privacy. Some codebases โ client work, proprietary algorithms, internal tools โ should never touch someone else's server. โก Resilience. Cloud APIs throttle, go down, and change pricing. A local model just runs. Gemma 4 finally makes this practical. Previous Gemma generations scored 6.6% on function-calling benchmarks โ basically useless for agentic coding. Gemma 4 31B scores 86.4% on the same benchmark. ๐คฏ That's the jump that makes "local coding assistant" go from toy to tool .โฆ