feat(agent): RAG on prisma phase agents

[samchon]

This pull request makes substantial improvements to the Prisma Schema Review system prompt and updates related code to enhance clarity, enforce mandatory function calls, and improve output structure. The changes provide clearer instructions for agents, reorganize review dimensions, and ensure that outputs are structured and actionable.

Prompt and Review System Improvements:

• Major rewrite and reorganization of PRISMA_REVIEW.md:
  • Clarified agent mission, execution strategy, and mandatory function call requirements.
  • Reorganized input materials, review dimensions, and process steps for greater clarity.
  • Expanded and grouped review dimensions (now 14 total), with explicit descriptions and examples for each.
  • Provided detailed output requirements including field descriptions, output format, and a checklist to ensure completeness and compliance.
  • Added explicit requirement to call the process() function with the correct payload, making this step mandatory and the primary purpose of the agent. [1] [2]

Codebase Enhancements:

• Improved import structure in transformPreliminaryHistory.ts:
  • Added writePrismaApplication to imports for future use or clarity.
• Improved assistant message creation:
  • Changed assistant message content to use toJsonBlock(oldbie) for better formatting and structure.

These changes collectively ensure that the Prisma Schema Review process is systematic, thorough, and produces actionable outputs, with clear requirements for agents and improved code maintainability.

[Copilot]

Pull Request Overview

This pull request enhances the Prisma Schema Review system with substantial improvements to system prompts, code structure, and agent orchestration patterns. The changes introduce a mandatory function-calling approach with clearer execution strategies and reorganize code for better maintainability.

Key Changes

• System Prompt Rewrite: Comprehensive reorganization of PRISMA_SCHEMA.md, PRISMA_REVIEW.md, and PRISMA_CORRECT.md with explicit function call requirements, clearer review dimensions (14 total), and detailed execution checklists
• Preliminary Request Pattern: Introduction of unified preliminary data request handling across Prisma agents with type discriminators for request routing
• Code Organization: Refactored imports in packages/utils and moved writePrismaApplication to shared utils package for better reusability

Reviewed Changes

Copilot reviewed 33 out of 34 changed files in this pull request and generated 1 comment.

Show a summary per file

File	Description
test/rag.bash	Updated archive commands to change --from parameter from "interface" to "prisma" for all test scenarios
pnpm-lock.yaml	Dependency updates including @types/node version bump and rolldown package version updates
packages/utils/src/prisma/writePrismaApplication.ts	Refactored imports to use relative paths for ArrayUtil, MapUtil, and StringUtil
packages/utils/src/prisma/index.ts	New export file for prisma utilities
packages/utils/src/index.ts	Added exports for prisma utilities and ArrayUtil
packages/utils/src/ArrayUtil.ts	New utility file with asyncMap and paddle functions
packages/utils/package.json	Added @types/node devDependency
packages/compiler/src/prisma/AutoBePrismaCompiler.ts	Updated import to use writePrismaApplication from @autobe/utils
packages/agent/src/orchestrate/prisma/structures/*.ts	Added request type discriminators and preliminary request patterns to IProps interfaces
packages/agent/src/orchestrate/prisma/orchestrate*.ts	Introduced AutoBePreliminaryController integration with unified request handling
packages/agent/src/orchestrate/prisma/histories/*.ts	Renamed history transformation functions (removed plural "Histories" suffix) and integrated preliminary controller
packages/agent/src/orchestrate/interface/*.ts	Removed unnecessary type casts (as any) from preliminary validation calls
packages/agent/src/orchestrate/common/histories/transformPreliminaryHistory.ts	Enhanced assistant messages with toJsonBlock formatting and added Prisma schema file output
packages/agent/prompts/PRISMA_*.md	Major restructuring with explicit function call requirements, execution strategies, and comprehensive review dimensions

Files not reviewed (1)

• pnpm-lock.yaml: Language not supported

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