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Shira AI backend using OpenAI-compatible agent with tool-calling loop, replacing the smart-assistant route in ai-gateway. Components: - FastAPI adapter (same HTTP contract as ai-gateway) - Agent runner with agentic tool-calling loop via ai-gateway /v1/chat/completions - EspoCRM REST API client - 20 MCP tools (CRM, documents, legal assistance) - Prompt builder ported from ai-gateway JS to Python - SOUL.md personality definition - Dockerfile for Coolify deployment Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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