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Manthan Gupta describes three AI-powered skills he uses after coding each feature: a multi-agent review skill using different models, an integration testing skill that generates and executes aggressive test queries, and a babysit skill that auto-fixes CI failures. These automated workflows for review, testing, debugging, and CI cleanup significantly reduce manual effort while he still reviews all code before handoff.
Built for AI agentsACO · 901 tokens
Summary
Manthan Gupta describes three AI-powered skills he uses after coding each feature: a multi-agent review skill using different models, an integration testing skill that generates and executes aggressive test queries, and a babysit skill that auto-fixes CI failures. These automated workflows for review, testing, debugging, and CI cleanup significantly reduce manual effort while he still reviews all code before handoff.
Tags
coding-agents · code-review · integration-testing · ci-cd · automation · ai-workflow · developer-productivity
Key entities
Manthan Gupta (person, 0.99) · Delba Oliveira (person, 0.85) · GPT-5.5 (technology, 0.95) · Claude Code (technology, 0.9) · Braintrust (technology, 0.85) · Tempo (technology, 0.7) · AI-assisted code review (concept, 0.95) · multi-agent sub-agents (concept, 0.85) · feedback loops (concept, 0.8)
Classification
snippet · language en · status final
Provenance
claude-opus-4-6 via @stacklist/mcp-server@2.0.0, confidence 0.85, 16 Jun 2026