Skip to content

Add enterprise AI platform for LLM product development and deployment#54

Draft
Copilot wants to merge 6 commits intomainfrom
copilot/setup-platform-for-ai-products
Draft

Add enterprise AI platform for LLM product development and deployment#54
Copilot wants to merge 6 commits intomainfrom
copilot/setup-platform-for-ai-products

Conversation

Copy link

Copilot AI commented Feb 17, 2026

Implements production platform for designing, building, and deploying multi-LLM AI products with real-time customer data iteration.

Core Infrastructure

  • FastAPI backend with async operations, OpenAPI docs, Prometheus metrics
  • Multi-LLM service - Unified interface for OpenAI, Anthropic with token tracking
  • Multi-agent system - 5 specialized agents (Research, Analyst, Writer, Coder, Orchestrator)
  • RAG service - Document ingestion pipeline with vector store integration (Pinecone, Weaviate, ChromaDB)

API Endpoints

  • /api/v1/llm/* - Completions, chat, provider management
  • /api/v1/agents/* - Single and multi-agent workflow execution
  • /api/v1/projects/* - AI project lifecycle management
  • /api/v1/deployments/* - Environment deployment with metrics, scaling, health checks

Web Interface

Interactive dashboard with project management, deployment control, LLM console, and agent execution interface.

Platform Dashboard

Infrastructure

  • Docker Compose with PostgreSQL, Redis, ChromaDB
  • GitHub Actions CI/CD with security scanning
  • Automated setup script

Security

Fixed 7 vulnerabilities (2 critical, 5 high):

  • fastapi: 0.109.0 → 0.115.5 (ReDoS)
  • langchain-community: 0.0.16 → 0.3.27 (XXE, SSRF, pickle deserialization)
  • python-multipart: 0.0.6 → 0.0.22 (arbitrary file write, DoS, ReDoS)

All tests passing (7/7). Zero vulnerabilities remaining.

Usage

# Multi-LLM completion
POST /api/v1/llm/completion
{
  "prompt": "Analyze customer data",
  "provider": "openai",
  "temperature": 0.7
}

# Multi-agent workflow
POST /api/v1/agents/multi-agent
{
  "tasks": [
    {"agent_type": "research", "instruction": "Gather requirements"},
    {"agent_type": "analyst", "instruction": "Analyze patterns"},
    {"agent_type": "writer", "instruction": "Generate report"}
  ]
}

Documentation in docs/: API reference, architecture, deployment guide, getting started.


💬 We'd love your input! Share your thoughts on Copilot coding agent in our 2 minute survey.

Copilot AI and others added 5 commits February 17, 2026 17:37
…ment system

Co-authored-by: Stacey77 <54900383+Stacey77@users.noreply.github.com>
Co-authored-by: Stacey77 <54900383+Stacey77@users.noreply.github.com>
Co-authored-by: Stacey77 <54900383+Stacey77@users.noreply.github.com>
…hain-community, python-multipart)

Co-authored-by: Stacey77 <54900383+Stacey77@users.noreply.github.com>
Copilot AI changed the title [WIP] Set up platform for designing and deploying AI software Add enterprise AI platform for LLM product development and deployment Feb 17, 2026
Copilot AI requested a review from Stacey77 February 17, 2026 17:51
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

2 participants