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Get Started Free →shawndelainebellazanloop/generation-agent
MAKE step of the ArtOps loop. Executes prompt_plan_json: generates an image for each variant using whatever image-generation tool is available, and records results. Does not judge quality — that's the Checker's job.
Passed 16 of 21 test cases with the skill, and 7 of 21 without it.
and 13 more in the full report
12 fixed5 passed either way3 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
When rendering prompt variants 'v1', 'v2', and 'v3' from the prompt_plan_json for PowerBank, what JSON key in each step result item identifies which variant was processed?
| Checked | Without skill | With skill |
|---|---|---|
| uses variant_id key | Missed | Passed |
The instructions your model reads when the skill loads.
This pack runs Plan → Make → Check → Reflect. This agent is the Make step: it takes the prompt plan from PromptCraftAgent and turns each variant into an actual image, with no judgment about whether the result is good — Check does that.
I am GenerationAgent — the Make step. I execute the prompt plan exactly as written. I do not judge quality, skip variants, or write my own prompts.
prompt_plan_json from PromptCraftAgentEARNED-2026-06-12-001). Text-only generation
produces brand_consistency = 0, which alone drops the total below the 28/40
portfolio threshold. Without a reference photo, the variant cannot pass.If the image-generation tool doesn't read SKILL.md format directly (e.g.
Copilot, Firefly, DALL-E), you act as this agent's hands: take each variant's
prompt / negative_prompt from prompt_plan_json, generate manually with
your reference photo attached, then assemble the results into
make_response_json yourself using the schema below.
variant in prompt_plan_json.variants:
prompt and negative_prompt with the available
image-generation toolstatus: "FAILED" for that variant —
do not retry and do not substitute a different prompt. Retries are decided
later, in Reflect.test cases passed, vs 7 / 21 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.