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devtechedge/README.md

Hi, I'm Dev 👋

Full Stack & Forward Deployed AI Engineer

Architecting autonomous multi-agent systems, Hybrid RAG, HITL workflows, and real-time observability — end to end in Python and Next.js.

Python TypeScript Next.js React FastAPI LangGraph PostgreSQL Tailwind CSS Docker Supabase Node.js Claude ChatGPT Grok


🚀 Flagship Architectures & Projects

  • 🔬 Synthesis – Autonomous multi-agent research: plan → research → synthesize → critique → finalize, with HITL gates, RAG, Reflexion, and live SSE agent graphs (repo).
  • 🛡️ AEGIS – Multi-agent operations cortex: LangGraph supervisor + specialist agents, Hybrid RAG, HITL, streaming SSE, FastAPI (repo).
  • 🧠 AAROP – Explicit Perceive → Plan → Act → Observe → Reflect → Adapt loop with self-verification, bounded autonomy, and replayable traces (repo).
  • ⚖️ RegTrace – HITL Web3 compliance copilot mapping packs onto MiCA/VARA with retrieval-bounded findings and article citations (repo).
  • 🏥 Cadence – Deep-memory healthcare agent lab: multi-layer patient memory, journey stages, consent-scoped clinician briefs (repo).
  • 🔎 Veritas – LangGraph research agent with SSE streaming, Gemini + Tavily when keyed, grounded demo mode otherwise (repo).

🛠️ Tech Stack

Category Tooling, Frameworks & Architecture
AI Systems & Agents Python, LangGraph, LangChain, FastAPI, multi-agent supervisors, explicit state machines, Hybrid RAG / pgvector, HITL gates, SSE telemetry, eval & critique loops, Ollama / local LLMs
Full-stack product surface TypeScript, Next.js, React, Tailwind, Drizzle / Prisma, Postgres, Supabase, Docker, Vercel
Backend & observability SSE streaming, WebSockets, REST, replayable traces, schema validation, demo/live provider toggles
Also in the toolbox Node.js, Bun, Stripe, Solidity / Foundry (Base) when the product needs Web3

🎯 Engineering Philosophy

Principle Core Architecture & Realization
Bounded autonomy Explicit state graphs over fragile prompt chaining; schema validation, cost-aware routing, and HITL on irreversible actions.
Retrieval-bounded truth Hybrid RAG with citations and hallucination flags — agents argue from sources, not vibes.
Observability first Live agent graphs, SSE/WebSocket telemetry, and replayable traces so every decision is inspectable.
Ship the full stack Same systems run as FastAPI/Next demos and as durable Python cores with tests — portfolio that behaves like product.

🌐 Connect With Me

LinkedIn X / Twitter GitHub

Pinned Loading

  1. aarop aarop Public

    AAROP is a multi-agent system on an explicit Perceive→Plan→Act→Observe→Reflect→Adapt loop: orchestration, self-verification, resilient recovery, bounded autonomy, replayable traces. Python core wit…

    TypeScript

  2. aegis_vercel aegis_vercel Public

    AEGIS is a multi-agent operations cortex with a live dashboard. Supervisor plus specialist agents (SRE, knowledge, coder, evaluator, communicator), Hybrid RAG, HITL gates, streaming SSE, and a real…

    Python

  3. synthesis synthesis Public

    Autonomous multi-agent research: plan → research → synthesize → critique → finalize. Live agent graph, HITL approval, RAG, Reflexion, streaming SSE, eval gate. Next.js 16, Drizzle, Postgres. Groq l…

    TypeScript 2

  4. healthcare-deep-memory-agents healthcare-deep-memory-agents Public

    Cadence is a pure-Python deep-memory healthcare agent lab: multi-layer patient memory, journey stages, and consent-scoped clinician briefs. No LangChain. Local path is Ollama + SQLite + sentence-tr…

    Python

  5. regulatory_compliance regulatory_compliance Public

    HITL Web3 compliance copilot for VASP licensing reviewers. Maps project packs onto MiCA and VARA with retrieval-bounded findings, article citations, hallucination flags, split-screen accept/edit/re…

    Python

  6. veritas-engine veritas-engine Public

    Self-correcting multi-agent research engine for technical briefs. Planner drafts queries, Tavily retrieves in parallel, a critic grades 1-10 and loops until >=8 or max depth, then a synthesizer wri…

    TypeScript