Cut orchestration cost 77%: the planner never writes code

GPT-6.1 Sol plans and reviews only; local Qwen workers on one RTX 3090 do every write. Slower but cheaper.

by /u/GapNew476630 Sep 2026

Prompt for your agent

Goal: Make my expensive model orchestrate only, with cheap workers doing all edits.
Setup: agents used in source: Claude, Codex.
Steps:
1. Let the orchestrator read, plan, delegate and review; refuse every write or shell call it tries.
2. Only workers touch files (local Qwen 3.8 27B in the source).
3. Measure cost and time per task (77% cheaper; 43 min vs under 7).
4. Variant: DeepSeek V4.1 Flash workers cut Astra usage by 98% in another setup.
Rules: ask me before anything irreversible (sending, posting, paying, deleting); don’t invent data, results or tools I haven’t given you; tell me what you couldn’t verify.
Based on: /u/GapNew4766 — https://www.reddit.com/r/AI_Agents/comments/1wtrix3/gpt61_sol_is_cheap_we_made_it_77_cheaper_by_never/

Steps are from the source. Includes a “Based on” credit line.

I tried this

Tell the next builder. One anonymous answer each; click again to undo.

Agents, models and tools only what the source states

Agents
Claude Codex
Models
GPT-6.1 Sol Qwen 3.8 27B DeepSeek V4.1 Flash

Sources & credit