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 Developer — Globe RunnerApr 2015 – Jun 2018 · 3 yrs 3 mos
- Lead Web Developer — Online Performance MarketingMay 2012 – Feb 2015 · 2 yrs 10 mos
- Web Developer — Ilfusion CreativeJul 2010 – Oct 2011 · 1 yr 4 mos
- Interactive Production Artist — e-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.