skills coachv2.3.1

Analyze and optimize a skill that handles customer inquiries for an e-commerce platform. The skill currently has high failure rates on ambiguous queries and struggles with multi-turn conversations.

Improve a skill that extracts data from invoices and receipts. It faces issues with varied formats and poor error handling on corrupted PDFs, causing manual rework.

Optimize a skill that books and manages medical appointments. It has bugs in timezone handling and fails to confirm bookings under heavy load.

Refine a skill that automatically reviews pull requests for code style and security issues. It misses certain vulnerability patterns and generates false positives for legacy code.

Enhance a skill that flags inappropriate content across platforms. It struggles with context-dependent violations and has high latency during peak hours.

Offer AI skill optimization on a subscription basis, charging clients a monthly fee to analyze and improve their custom skills using Training-Free GRPO, with tiered pricing based on skill complexity.

Charge a one-time fee per skill improvement project, including a baseline analysis, optimization, and a before/after comparison report. Ideal for clients with occasional needs.

Release the base optimization framework as open source to drive adoption, then offer premium support, custom integrations, and advanced analytics as paid add-ons for enterprise clients.