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Get Started Free →griddynamics/adhoc-flow
Workflow for the rest of tasks: lightweight documentation, build, track, synchronize, etc.
Passed 10 of 20 test cases with the skill, and 6 of 20 without it.
and 5 more in the full report
8 fixed5 passed either way10 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
In the model taxonomy for adhoc tasks, which Gemini model variant is assigned to the small fast model tier?
| Checked | Without skill | With skill |
|---|---|---|
| Identify gemini-3.7-flash-low as the small tier model | Missed | Passed |
The instructions your model reads when the skill loads.
<adhoc_flow>
<description_and_purpose>
Problem: Fixed workflows cannot cover the combinatorial space of real requests; orchestrators lock into rigid classification. Solution: Meta-workflow — construct a bespoke plan from building blocks, review, execute with tracking. Each user turn can extend, adapt, or restart.
If request is trivial / one-liner AND you confirmed it is true (by checking code / instructions fallback to ask user) only then you are allowed to just directly execute it without extra complications of this skill => otherwise you must fully follow this and orchestration skills.
</description_and_purpose>
Match to cognitive demand. Match to current tool.
orchestration with team management, which is the core mechanism of this workflow.agents/TEMP/<FEATURE>/adhoc-flow-state.md file.<building_blocks>
Compose any of these (not limited) into plan phases/steps to build any execution workflow:
reasoning (8D) to decompose into sub-problems with decisions and trade-offsplanning to build sequenced WBStech-specs to generate target technical implementation specs; makes AI to figure out entire solution, instead of discovering something as a surprisetest cases passed, vs 6 / 20 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.