Resume

Daniel Edwards

18+ years of progressive technical and leadership experience. Specializing in Context Engineering and agentic systems for regulated, high-stakes production environments.

Daniel Edwards

Principal AI Engineering Lead | Context Engineering & Agentic Systems

Summary

Principal AI Engineering Lead with 18+ years of progressive technical and leadership experience. Specializes in Context Engineering — designing the data structures, system boundaries, and information flows that let AI agents operate reliably in production. Hands-on across Claude Code, Anthropic SDK, LangGraph, MCP server authoring, and advanced RAG. Domain depth in regulated environments: healthcare (HL7 / FHIR / HIPAA), commerce (PCI), and B2B (SOC 2).

Experience

Principal AI Engineering Lead

Sep 2025 – Present

theAppPlace (TAP) Innovations · Irving, Texas · Hybrid · Full-time

  • Lead the Innovative Engineering department, driving AI-first transformation across both internal operations and client-facing solutions; spearhead TAP's evolution from a services-focused org to a hybrid services + product company delivering enterprise applications through white-label and licensing models.
  • Architect and operationalize AI-driven ecosystems across the organization — embedding LLMs, agent-based systems, and automation into engineering, sales, product, project management, and executive decision-making workflows.
  • Pioneer the practice of Context Engineering — designing the data structures, system boundaries, and information flows required for AI systems to operate reliably, securely, and at scale.
  • Define and implement agentic AI workflows, shifting from sequential scripting to reasoning-based execution models that enable adaptive, multi-step problem solving across business functions.
  • Establish governance frameworks for AI adoption — usage controls, auditability, security boundaries, zero-trust data access — ensuring enterprise-grade reliability and compliance.
  • Design and oversee secure RAG architectures, enforcing data access and PII protections while enabling high-quality, context-aware AI outputs.
  • Partner with executive leadership to shape AI strategy, product direction, and company-wide operating models, aligning AI adoption with measurable business outcomes.

Senior Technical Architect, BigCommerce Solutions

Nov 2023 – Sep 2025 · 1 yr 11 mos

Verndale · Boston, Massachusetts · Remote · Full-time

  • Senior technical architect for Verndale's BigCommerce product offering, leading both product design and go-to-market strategy for a new service line.
  • Defined and operationalized delivery workflows across cross-functional teams — engineering, account management, project management, strategy, design, and executive leadership — ensuring alignment from concept through execution.
  • As the AI landscape rapidly evolved, expanded the offering to include AI-driven product R&D and solution development, introducing Windsurf, Contentstack, v0.dev, and Cursor into internal workflows and client-facing capabilities.
  • Led early exploration and adoption of LLM-powered systems and agentic AI workflows, shifting from traditional sequential scripting toward reasoning-based execution models for more adaptive and scalable solutions.
  • Acted as a bridge between technical execution and business strategy, ensuring that emerging AI capabilities were aligned with real-world use cases, delivery models, and client value.

Engineering Consultant — AI & Platform Systems

Apr 2023 – Nov 2023 · 8 mos

PeakActivity · Delray Beach, Florida · Remote · Contract

  • Led development teams delivering early-stage AI implementations across both internal and customer-facing systems within eCommerce environments.
  • Directed the design and execution of AI-powered solutions for internal intranet operations and external product experiences, including product selection, recommendation engines, and acquisition flows.
  • Utilized GPT-3.5 and GPT-4 to build and integrate AI-driven capabilities into production workflows — well ahead of widespread enterprise adoption.
  • Balanced hands-on engineering with team leadership, guiding developers through implementation while aligning technical solutions with business objectives.

Technical Lead — React Specialist

Sep 2021 – Mar 2023 · 1 yr 7 mos

Rightpoint · Dallas, Texas · Remote · Full-time

  • Led development on AB InBev's BEES global eCommerce platform, supporting large-scale B2B commerce operations across international markets.
  • Served as the technical lead for global language and localization rollouts, owning translation systems and internationalization strategy across regions.
  • Owned and matured DevOps practices, establishing CI/CD standards, deployment strategies, and operational processes for reliable, repeatable releases at scale.
  • Played a key role in adopting BigCommerce as a strategic platform offering; led internal enablement, training and scaling multiple development teams to consistent delivery standards.
  • Architected and guided full-stack solutions across complex commerce ecosystems, integrating backend services, APIs, and frontend applications.

Director of Information Technology

May 2019 – Mar 2021 · 1 yr 11 mos

Twisted Throttle LLC · Providence County, Rhode Island · Full-time

  • Responsible for an 8-person IT and Marketing team; managed the eCommerce network of applications and rolled out new sellers channels (Amazon, eBay, Facebook), increasing profits by 20% YoY.
  • Migrated server infrastructure from on-prem to AWS.
  • Managed eCommerce properties on Magento 2, WordPress, and Shopify.
  • Refined the SDLC cycle and implemented a CI/CD strategy.
  • Enhanced ERP integration on NetSuite using a new PostgreSQL database.

Manager of Application Development

Oct 2018 – May 2019 · 8 mos

Nobilis Health Corp. · Dallas, Texas · Full-time

  • Led the design, development, and ongoing evolution of an enterprise healthcare CRM platform supporting patient workflows, insurance communications, and operational approval processes.
  • Architected and maintained integrations aligned with HL7 and FHIR standards, enabling reliable data exchange between internal systems, clinical platforms, and external partners.
  • Directed cross-functional teams building systems that managed insurance verification, claims coordination, and pre-/post-procedure approval workflows.
  • Partnered with business and clinical stakeholders to translate complex regulatory and operational requirements into scalable technical solutions, ensuring HIPAA compliance while maintaining system performance.
  • Reported system health, project progress, and operational risks to executive leadership, supporting strategic planning and resource allocation.

Earlier roles

  • Lead Web DeveloperGlobe RunnerApr 2015 – Jun 2018 · 3 yrs 3 mos
  • Lead Web DeveloperOnline Performance MarketingMay 2012 – Feb 2015 · 2 yrs 10 mos
  • Web DeveloperIlfusion CreativeJul 2010 – Oct 2011 · 1 yr 4 mos
  • Interactive Production Artiste-RewardsAug 2008 – Jun 2010 · 1 yr 11 mos

Technical Skills

AI engineering & coding agents

  • Claude Code (hooks, subagents, skills, plugins, Agent Teams)
  • Cursor (Composer, Project Rules, MCP)
  • Windsurf (Cascade, Memories, Workflows)
  • v0 / Vercel V0
  • Anthropic SDK (prompt caching, extended thinking, tool use, 1M context)
  • Vercel AI SDK
  • LangChain / LangGraph (multi-agent, persistence, HITL)
  • MCP server authoring (tools, resources, prompts, sampling)

LLM providers & models

  • Anthropic Claude (Opus / Sonnet / Haiku)
  • OpenAI GPT-4o / GPT-5 / o-series reasoning models
  • Google Gemini
  • Perplexity Sonar API
  • Open-source via Ollama / vLLM (Llama, Mistral, Qwen, DeepSeek)

Retrieval-augmented generation

  • Hybrid search (BM25 + dense vector)
  • Reranking (Cohere, Voyage, BGE)
  • Contextual Retrieval
  • Query rewriting / HyDE / multi-query
  • GraphRAG / knowledge-graph traversal
  • Multi-modal RAG

Agentic patterns & multi-agent

  • ReAct, Plan-and-Execute, Reflexion, Tree-of-Thought
  • Supervisor / orchestrator routing
  • Swarm / handoff-based collaboration
  • Hierarchical agent teams
  • Episodic / semantic / working memory architectures

Vector & embedding infrastructure

  • pgvector (HNSW, ivfflat, halfvec, binary quantization)
  • Pinecone (namespaces, hybrid, filtering)
  • Weaviate · Qdrant
  • Embedding models: OpenAI · Voyage · Cohere · sentence-transformers
  • AI gateways: Vercel AI Gateway · OpenRouter · Portkey

Frontend & web platforms

  • TypeScript
  • Next.js (App Router) · React 19
  • Remix / React Router v7 · Astro · Vue / Nuxt
  • Tailwind CSS · CSS Modules · Styled-components
  • Headless commerce: BigCommerce · Shopify Hydrogen · Adobe Commerce · commercetools
  • Headless CMS: Contentstack · Contentful · Strapi · Payload

Backend, data & APIs

  • Node.js · NestJS · Express · Fastify · Hono · Bun
  • .NET / ASP.NET Core
  • Python (FastAPI, Django, Flask)
  • PostgreSQL · MySQL · MongoDB · Redis · DynamoDB
  • Prisma · Drizzle · TypeORM · raw SQL
  • REST · GraphQL · OpenAPI

Cloud, DevOps & infra

  • AWS · Azure · Vercel · Cloudflare · Netlify
  • Docker · Kubernetes · Helm · ECS / Fargate · Service mesh
  • Terraform · Pulumi · CDK · Bicep
  • GitHub Actions · Azure DevOps · GitLab CI · CircleCI · Jenkins
  • Datadog · Sentry · New Relic

Workflow orchestration & harness engineering

  • n8n (reasoning-logic alternative to code)
  • Make · FlowIQ · Zapier
  • Homebrew agent harnesses
  • Archon (YAML workflow engine for AI coding)
  • OpenClaw (open-source agent runtime, ACP)

Production hardening & evaluation

  • Eval-driven CI (LangSmith · Braintrust · Phoenix · Helicone)
  • Token / cost tracking + per-tenant budget enforcement
  • Rate limiting + exponential backoff + retries
  • Prompt-injection defenses & input sanitization (OWASP LLM)
  • LLM-as-judge & embedding-similarity eval harnesses

Compliance & regulated industries

  • HIPAA · HL7 · FHIR (healthcare)
  • PCI DSS (commerce)
  • SOC 2 · GDPR · CCPA

Certifications

Cloud & infrastructure

  • Microsoft Azure — AZ-900 (Fundamentals), AZ-204 (Developer Associate)
  • AWS — Cloud Practitioner (CLF-C02), Solutions Architect Associate (SAA)
  • HashiCorp Terraform Associate

Commerce & content platforms

  • BigCommerce BigDev (Developer)
  • BigCommerce Catalyst Developer
  • BigCommerce Implementation / Solutions
  • BigCommerce Headless Specialist
  • Contentstack Certified Developer
  • Contentstack Certified Architect / Champion

AI / LLM

  • Anthropic Skills / course completions

First aid & trauma response

  • American Heart Association (AHA)
  • American Red Cross

Education

  • B.A., Graphic Design & Multimedia

    Westwood College — Dallas, TX

    2004 – 2008

    3.5 GPA · specialization in web application development, ActionScript, server infrastructure, and ecommerce design.

Resume — Daniel Edwards