CodingGenesis archive2026-09
A workstation GPU as a drop-in subagent for Codex and ClaudeQwen 3.8 Flash Next on an RTX Pro 6000 takes implementation and review tasks delegated from Codex or Claude, replacing Sonnet and Opus for that slice.
Capacity range
Exact reported VRAM
Practice
Model
Quantization
Context length
Reported speed
Runtime
Tools / workflow (harness)
Record origin
EXPLORE BY CAPACITY
Start with your machine.
Capacity is the reported total for this setup. Multi-GPU and unified-memory layouts can behave differently.
8 GB or lessLaptops, iGPUs and modest cards9–12 GBEntry-level local inference13–16 GBCurrent mid-range cards17–20 GBRX 7900 XT and compact pro cards21–24 GB3090, 4090 and 7900 XTX class25–32 GB5090 and workstation cards33–48 GBWorkstation and multi-GPU setups49–96 GBLarge multi-GPU and datacenter setups97 GB+Unified memory, servers and clusters
2 resultsEvery record keeps its origin visible.
CodingGenesis archive2026-09
A 524K-context Qwen 27B building a Godot game for the familyA long-context Qwen 3.8 27B under a DeepSeek harness handles multi-hour agent runs, building a Minecraft-style voxel game, a React site and a physics module.