​[PoC] Building a Local Multi-Agent AI Dev Studio alpha version (Architect/Senior/Junior) on a 10-year-old Haswell & GTX 1050 Ti (No APIs, Full AirLLM + Ollama)

This post describes a proof-of-concept implementation of a multi-agent AI development studio with architect, senior, and junior role personas, built entirely locally using AirLLM and Ollama without requiring external APIs. The project demonstrates running this system on older hardware (10-year-old Haswell processor and GTX 1050 Ti GPU), showcasing the feasibility of local AI development workflows with limited computational resources. The discussion likely covers the architecture design, performance considerations, and practical challenges of implementing multi-agent systems on consumer-grade legacy hardware.

Source: r/ollama | 2026-05-12