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gan-style-harness

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About gan-style-harness

G

gan-style-harness

GAN-inspired Generator-Evaluator agent harness

gan-style-harness is an agent skill from the ECC collection by affaan-m, listed on skills.sh. It sets up a multi-agent harness in which one agent generates work and a separate evaluator, instructed to be strict, critiques it, and the critique drives the next round. The idea follows the Generator and Evaluator pattern of GANs and is based on Anthropic's March 2026 write-up on harness design for long-running application development. The stated reason is that a single agent asked to judge its own work tends to praise it, while a separate evaluator is easier to make rigorous. The skill suits building a complete application from a one-line prompt, frontend work where visual quality matters, full-stack projects that need working features rather than just code, and any task where generic AI-looking output is unacceptable. The listing notes that such a run may cost $50 to $200 to produce production-quality output. A skill is a SKILL.md file of instructions that an AI agent loads when a task calls for it. It is free and open source, and the skills.sh listing shows all three security audits passing.

View gan-style-harnessAll AI Skills apps
Price
Free
Made by
affaan-m
Category
AI Skills
Website
github.com/affaan-m/ecc/gan-style-harness