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Add comprehensive AI capabilities planning and documentation#12

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hotlong merged 4 commits intomainfrom
copilot/add-ai-capabilities-documentation
Jan 9, 2026
Merged

Add comprehensive AI capabilities planning and documentation#12
hotlong merged 4 commits intomainfrom
copilot/add-ai-capabilities-documentation

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Copilot AI commented Jan 9, 2026

Establishes complete technical foundation for AI integration in ObjectQL: architecture, security framework, implementation roadmap, and task breakdown.

Documentation Added (4,100+ lines)

Core Technical Guides

  • AI Integration Guide (585 lines) - LLM integration patterns, prompt engineering, validation pipeline, caching strategies
  • AI Safety Guidelines (801 lines) - Multi-layer validation (structural/semantic/complexity), permission enforcement, rate limiting, sandboxing, audit logging
  • Quick Start Guide (208 lines) - 5-minute setup with common patterns

Implementation Planning

  • 6-Phase Roadmap (684 lines) - 16-22 week plan from SDK development through production templates

    • Phase 1: Foundation & docs (2-3w)
    • Phase 2: AI SDK core (3-4w) - Query generator, schema analyzer, safety layer
    • Phase 3: Advanced features (4-5w) - NL API, analytics, automation
    • Phase 4: Governance (2-3w) - Monitoring, audit, cost controls
    • Phase 5: Dev tools (3-4w) - Playground, VS Code extension, CLI
    • Phase 6: Templates (2-3w) - Production-ready AI apps
  • 20+ GitHub Issue Templates (797 lines) - Detailed tasks with acceptance criteria, estimates, dependencies

Supporting Materials

  • Documentation Index (277 lines) - Navigation hub with learning paths
  • Changelog (300+ lines) - Version tracking and release plan
  • Chinese Summary (264 lines) - Stakeholder briefing (中文)

Key Capabilities Designed

Natural Language Query Engine

const query = await aiQuery.generate("Find high-priority tasks due this week", "tasks");
// Generates validated ObjectQL query with permission checks

Schema Generation

await generateSchema("CRM with customers, deals, contacts");
// Auto-generates object definitions with inferred relationships

Safety Architecture

  • Query validation: Zod schemas, complexity limits, semantic checks
  • Permission layer: Object/field/filter-level enforcement
  • Rate limiting: Token bucket with per-user quotas
  • Sandboxing: VM2 isolation for AI-generated code
  • Audit trail: Complete operation logging with anomaly detection

Tech Stack

  • LLM providers: OpenAI, Anthropic Claude, Ollama (local)
  • Validation: Zod, custom semantic analyzers
  • Security: VM2, DOMPurify, rate-limit-redis
  • Orchestration: LangChain

README Updates

Added AI capabilities section highlighting JSON-based query protocol optimized for LLM generation vs. SQL string injection risks.

Original prompt

帮我规划如何增加AI能力,编写文档和安排任务


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Copilot AI and others added 3 commits January 9, 2026 03:22
Co-authored-by: hotlong <50353452+hotlong@users.noreply.github.com>
Co-authored-by: hotlong <50353452+hotlong@users.noreply.github.com>
Co-authored-by: hotlong <50353452+hotlong@users.noreply.github.com>
Copilot AI changed the title [WIP] Add documentation for AI capability enhancements Add comprehensive AI capabilities planning and documentation Jan 9, 2026
Copilot AI requested a review from hotlong January 9, 2026 03:27
@hotlong hotlong marked this pull request as ready for review January 9, 2026 03:39
@hotlong hotlong merged commit 99f4aaf into main Jan 9, 2026
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3 participants