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AI for Code Generation
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== <span style="color: #FFFFFF;">Creating</span> == Designing an AI-assisted coding workflow: '''1. IDE integration architecture''' <syntaxhighlight lang="text"> User types code in editor β [Language server: captures cursor context (prefix + suffix)] β [Context assembly: current file + open files + relevant imports] β [Embedding retrieval: similar code from codebase (RAG)] β [FIM request to code model: predict middle section] β [Output filtering: syntax check, security scan] β Suggestion displayed in editor β [Accept/reject tracking β feedback signal] </syntaxhighlight> '''2. Autonomous coding agent architecture''' <syntaxhighlight lang="text"> Task specification (GitHub issue / natural language) β [Repository indexing: AST parsing, file tree embedding] β [Agent: ReAct loop] βββ READ: view files, search codebase βββ WRITE: edit files βββ EXECUTE: run tests, linter βββ REFLECT: analyze failures, revise plan β [Pull request creation with diff summary] β [CI validation: automated tests, security scan] β [Human code review: final approval] </div>
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