{"version":"1.0","type":"card","id":"9045d6ae-c9fc-471a-a293-205cd961b068","url":"https://stacklist.com/card/9045d6ae-c9fc-471a-a293-205cd961b068","title":"Manthan Gupta on X: Skills for Code Review and Performance","source_url":"https://x.com/manthanguptaa/status/2063092277145489665","note":"Manthan Gupta shares his approach to utilizing a setup of three skills that he applies to nearly every feature post-coding. This includes a review skill that activates three sub-agents from various models to identify performance issues, over-engineering, and security vulnerabilities.","image":{"url":"https://ucarecdn.com/9cd91c36-a167-4fcc-b920-3c4fc1397e64/","alt":"Manthan Gupta on X: Skills for Code Review and Performance","width":200,"height":200},"stack":{"id":"539051c9-e760-4bd5-a86b-ac120e4ae368","title":"AI Software Development","url":"https://stacklist.com/stack/539051c9-e760-4bd5-a86b-ac120e4ae368"},"created_at":"2026-06-16T02:35:26.675Z","updated_at":null,"aco":{"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":[{"name":"Manthan Gupta","type":"person","confidence":0.99},{"name":"Delba Oliveira","type":"person","confidence":0.85},{"name":"GPT-5.5","type":"technology","confidence":0.95},{"name":"Claude Code","type":"technology","confidence":0.9},{"name":"Braintrust","type":"technology","confidence":0.85},{"name":"Tempo","type":"technology","confidence":0.7},{"name":"AI-assisted code review","type":"concept","confidence":0.95},{"name":"multi-agent sub-agents","type":"concept","confidence":0.85},{"name":"feedback loops","type":"concept","confidence":0.8}],"classification":"snippet","language":"en","confidence":0.85,"provenance":{"model":"claude-opus-4-6","tool":"@stacklist/mcp-server@2.0.0","confidence":0.85,"timestamp":"2026-06-16T02:35:36.554Z"},"token_counts":{"approximate":901,"cl100k":1000},"content_hash":"sha256:cde25351439be150d058afff201ad30dae86f12e6e75cafbf6d69ca0362aa001","acp_version":"0.2","body_available":true,"body_tokens":901,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/9045d6ae-c9fc-471a-a293-205cd961b068.json","html":"https://stacklist.com/card/9045d6ae-c9fc-471a-a293-205cd961b068","md":"/api/public/card/9045d6ae-c9fc-471a-a293-205cd961b068.md","stack_json":"/api/public/stack/539051c9-e760-4bd5-a86b-ac120e4ae368.json"}}