AI Engineering Roadmap
Systematic progression from foundational LLM integrations to advanced agentic workflows and security engineering.
App 01: Smart Inspector
Multi-modal vision analysis, image tags, captions, object detection, OCR transcription via Azure OpenAI. Includes EXIF stripping & magic bytes image validation.
App 02: Support Bot
Healthcare billing support assistant with Azure AI Language NLP, PII data masking, and grounded FAQ retrieval isolated with prompt injection XML tags.
App 03: Prompt Forge
Structured content generation workbench with Azure Content Safety filtering, persona tuning, SSE real-time streaming, and client-side history.
Security Baseline & Standards
Monorepo public release audit, secrets scanning, Gitleaks CI, CodeQL analysis, standard FastAPI & Next.js starter templates, and deployment isolation.
App 04: Pocket RAG
Local document grounding with vector embeddings, semantic search, hybrid retrieval, and chunking strategy evaluation.
App 05: Agentic Workflow
Autonomous agent execution loop, multi-tool calling, state machine persistence, and human-in-the-loop validation.