Idea for a deepseek-v4-flash-0731 backed automated research workflow to be leveraged via qwen3.6/3.8 27b for difficult tasks that require highly technical, not easy to find information.

Sometimes you have tasks that are outside of your expertise and the idea is this workflow automation could be leveraged to manage to have local AI figure it out using research from his workflow gathered by deepseek via API or locally (if you can run deepseek locally). Given how cheap deepseek-v4-flash-0731 is via open router (100 million output tokens was less than 5 USD). I figured out this workflow when trying to abliterate/uncensor Muse Glimmer 30B. The attempt using this approach was successful and managed to get a 8/144 refusals with 0.099 KLD. Given muse glimmer 30b is hardened against having the safeguard removed and i've never heretic'ed a model before, I think this validates this approach enough where I automated it with a pi harness /skill:research-this-shit and a custom MCP tool that is used by the skill to leverage open webui for this research workflow. Open WebUI Research Automation runs large, current-information research jobs through Open WebUI while Pi remains the control surface. Instead of asking one model to solve an entire complex task from pretrained knowledge, the system: Produces an exhaustive research plan. Divides questions into related groups. Researches questions concurrently with tool-enabled sub-agents. Synthesizes each group into an Open WebUI note. Compiles all group notes into one master report. Uses Qwen and Kimi critics to validate the master report against current sources. Applies verified corrections to the same master note. Returns the corrected note and a local Markdown artifact to Pi. Full workflow explanation/writeup: https://gist.github.com/joorklee/e0df4878a21e0d3c64097508aa389f59 My plan is to use this workflow when I need to have my local qwen3.6/qwen3.8 27b figure out something way above its weight class like trying to heretic a newly released model or etc. submitted by /u/joorklee [link] [comments]

Source: r/LocalLLaMA | 2026-08-12

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