Hi 👋 Great to connect! That's an impressive stack—Next.js, FastAPI, and React.

If I had 6 months to become an Agentic AI Engineer. I'd do this. Stage 1: Python Async Foundations asyncio, FastAPI, event-driven architecture, error handling, API integration patterns. Stage 2: LLM Fundamentals for Agents Context management, model routing, token economics, latency tradeoffs, failure modes. Stage 3: Tool Calling Structured Outputs Pydantic validation, function calling schemas, error recovery, dynamic tool discovery. Stage 4: Memory State Management Short-term buffers, long-term vector recall, context compression, cross-session sync. Stage 5: Single Agent Workflows ReAct loops, plan-and-execute, self-reflection, iteration limits, graceful degradation. Stage 6: Multi-Agent Orchestration LangGraph/CrewAI, supervisor patterns, message passing, conflict resolution, handoffs. Stage 7: Human-in-the-Loop Systems Uncertainty detection, approval gates, audit trails, resume logic, intervention points. Stage 8: Evaluation Quality Assurance Automated eval harnesses, LLM-as-a-judge, regression testing, hallucination metrics. Stage 9: Observability Tracing Distributed tracing (LangSmith/Arize), cost dashboards, latency monitoring, alerting. Stage 10: Security Guardrails Prompt injection defense, output filtering, PII redaction, sandboxed execution, compliance. Stage 11: Production Deployment vLLM/SGLang, Kubernetes scaling, CI/CD for agents, canary releases, rollback strategies. Stage 12: Open Source Portfolio Ship autonomous agents publicly, write architecture docs, record demos, contribute to libs. Most people stay stuck watching tutorials. Builders get hired. (Bookmark it)

I built a full-stack SaaS solo in 6 months. AI invoice reading. Auto bank reconciliation. PCG exports. FastAPI React Docker OpenAI — shipped and live. Full breakdown on LinkedIn 👇 linkedin.com/feed/update/urn… #buildinpublic #indiehacker #webdev

My first real solo project. Most of the code was handwritten, with AI helping me when I got stuck Built with FastAPI, React, PostgreSQL, JWT Auth, Workspaces, Search, and Bookmarks I learned more from shipping this than from months of tutorials Public launch soon #buildinpublic

Today's progress: ✅ FastAPI project setup ✅ Repository/file upload pipeline working ✅ Initial project architecture drafted Next step: Parse Python files using AST and extract functions, classes, and imports.