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kanderson-ai-dev/README.md
Kaarsten Anderson — Agentic AI Developer

I build production-grade AI agents — guardrailed, evaluated, observable, and shipped with the CI/CD discipline a real business needs before an agent touches production traffic.

LinkedIn Email


👋 About

Full-stack developer specializing in agentic AI — LLM applications and multi-agent systems built with LangGraph, taken from API to deployed service.

I don't ship tool-calling demos — I ship the layer above the demo: input/output guardrails against prompt injection (OWASP LLM Top 10), evaluation scorecards gated in CI, cost-governed autonomy, human-in-the-loop escalation that survives a restart, and the observability to prove all of it in production, not just in a README claim.

  • 🤖 Agentic AI — LangGraph multi-agent orchestration, Self-RAG, autonomous research agents, guardrailed agent APIs
  • 🕷️ Data extraction at scale — production-shaped scraping pipelines, browser automation, scheduled monitoring services
  • 🧪 Evaluation-driven — every system ships with a versioned quality scorecard (faithfulness, cost, latency) gated in CI, not vibes

📄 Check out all of my projects →


🛠️ Stack

Agentic AI / LLM LangGraph LangChain OpenAI LangSmith Pinecone Neo4j

Backend / API Python FastAPI Pydantic PostgreSQL SQLAlchemy

Frontend React TypeScript JavaScript HTML5 CSS3

Scraping / Automation Playwright BeautifulSoup Pandas

Infra / Quality Docker GitHub Actions Pytest mypy Prometheus


🚀 Featured Projects

Agentic AI Systems

Project What it does Stack
LangGraph Multi-Agent Orchestrator Multi-tenant Supervisor–Workers platform: dynamic agent teams, runtime Send() fan-out, cost-governed autonomy, hash-chained audit trail LangGraph · FastAPI · Postgres
Autonomous Web Research Agent Planner dispatches parallel search/scrape workers, a critic re-plans, a writer synthesizes a cited report LangGraph · FastAPI
Research Agent — Agents SDK port The same research agent on a second framework — identical use case/API/scorecard, so LangGraph vs Agents SDK is compared with measured numbers OpenAI Agents SDK · FastAPI
Agentic RAG & Knowledge System Self-RAG loop: hybrid vector+graph retrieval, self-grading, human escalation instead of hallucinating LangGraph · Pinecone · Neo4j
Guardrailed Agentic AI API Guardrailed single-agent service: OWASP LLM01/LLM02 defenses, multi-turn memory, SSE streaming LangGraph · FastAPI
MCP Agent Toolkit MCP server + agent client over stdio: runtime tool discovery, sandbox/SELECT-only/LLM01 guardrails, request-ID-correlated observability TypeScript · MCP SDK · OpenAI

Web Scraping & Data Automation

Project What it does Stack
Enterprise Data Pipeline API Scheduled, self-healing scraping pipeline with Postgres history and an authenticated REST API FastAPI · Postgres · Docker
Dynamic Scraper & AI Change Monitor Browser-driven monitor for JS-heavy sites — change detection with optional LLM extraction, multi-channel alerts Playwright · SQLAlchemy
Web Scraper & Directory Extractor Schema-validated catalog/directory extractor — clean CSV/XLSX in a 1-2 hour engagement BeautifulSoup · Pandas

📄 See the full breakdown — architecture, evaluation metrics, and links for every project →


📩 kaarsten.anderson@gmail.com · 💼 Open to Agentic AI / LLM engineering engagements

Popular repositories Loading

  1. agentic-api agentic-api Public

    Production-grade, guardrailed LangGraph agent behind a FastAPI micro-service — prompt-injection defenses, retries, multi-turn memory, SSE streaming, and full observability (LangSmith, structlog, Pr…

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  2. python-web-scraper-template python-web-scraper-template Public

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  3. dynamic-scraper-ai-monitor dynamic-scraper-ai-monitor Public

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  4. enterprise-data-pipeline-api enterprise-data-pipeline-api Public

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  5. agentic-rag-system agentic-rag-system Public

    Self-RAG microservice (FastAPI + LangGraph) with hybrid vector+graph retrieval, self-correction, human-in-the-loop review, and evaluation-driven quality gates enforced in CI.

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  6. agentic-web-researcher agentic-web-researcher Public

    Autonomous multi-agent web research service (FastAPI + LangGraph): plans sub-questions, runs parallel search/scrape/parse workers, verifies every citation against real source text, and escalates to…

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