Adam Crocker · AI Cloud Engineer

I build AI-native systems for businesses of every size.

Fortune 500 down to mom-and-pop shops — same person, same care. AWS Solutions Architect — Professional. Based in Springville, Alabama; remote anywhere.

SAP-Pro · Jan 2025 Springville, AL Remote anywhere
Adam Crocker
Selected work

Six pieces, all production.

Different shapes — a data platform, an ML system, an agent platform, a reporting modernization, a SOX-aligned pipeline, and a cross-platform mobile app — but each one running today against real load.

Data platform

Corporate Historian — OT Data Platform

Lead engineer on the central operational data warehouse. TimescaleDB with 15 schemas, 77 tables, 114 PL/pgSQL functions, 1.6M+ daily production records. Star schema, hypertables, continuous aggregates. ETL from CygNet SCADA, Snowflake, MNR; outbound to Grafana and regulatory reporting. Embedded pgai for automated issue detection over operator free-text and semantic search across historical observations.

1.6M+ records/day · 114 PL/pgSQL functions · 15/77 schemas/tables
AI systems

Autonomous AI Agency Platform

10-agent system handling the full client lifecycle — intake, sales, scoping, build, QA, deploy, support, billing, comms, phone — across 8 project types. MiniMax M2.7 primary; Gemini 3 Flash Preview for visual QA. Voice via Pipecat + Telnyx + Deepgram Nova; agents execute inside Cua sandboxes. SvelteKit client portal on Vercel.

10 specialized agents · 8 project types · ~15× cost reduction target
AI at scale

Reporting Modernization — SCRD / ESR / MPR v2

JSON-first replacement for three legacy scorecards (~2,300 entities/closeout). Python packagers on Teradata, Step Functions parallel branch, DynamoDB caching, single vanilla-JS viewer. AWS Bedrock (Claude Haiku 4.5) for auto-narratives + per-KPI explanations via /api/v1/kpi-explain. Closed seven latent defects en route, including an eval()-based templating injection.

~2,300 entities/closeout · 7 defects closed · 13 engineering docs
ML platform

Historian ML — Industrial Anomaly Detection

ML platform over 186M+ telemetry observations. 8 categories of industrial sensor failure. Isolation Forest for unsupervised anomaly detection, Random Forest for pattern classification, LSTM for sensor-level forecasting. Packaged as an AWS CDK stack with a 580-line handoff runbook.

186M+ observations · 8 failure categories · 3 model architectures
DevOps

Hybrid DB Migration CI/CD

5-stage Azure DevOps pipeline on a self-hosted Windows agent. SQL risk classifier (BLOCKED / HIGH / MEDIUM / LOW) over ~30 regex patterns. DROP TABLE foreign-key safeguard. Transactional execution with auto-rollback. SOX-aligned audit logging.

5 stages · ~30 risk patterns · SOX-aligned
Mobile

Field App — Offline-First Tank Inspections

Ionic 8 + Angular 20 + Capacitor. Single codebase → iOS, Android, installable PWA. Offline-first on Dexie / IndexedDB with a write-queue and conflict-resolving sync. AWS AppSync + DynamoDB; Cognito federated to Azure AD via MSAL.

3 targets, 1 codebase · offline-first · enterprise SSO
Partners

Organizations I've done work with.

Delta Air Lines Diversified Gas & Oil That Simple Tech
Stack

Six buckets, sixty-plus tools.

The full working surface. Heaviest in AI/ML, AWS, and Postgres-family data engineering — but production work in mobile, voice, and DevOps too.

AI / ML
Agent design & orchestration · MCP · Claude API · OpenAI API · OpenRouter · AWS Bedrock (Anthropic, OpenAI, Titan, Cohere, Voyage) · pgai · RAG · vector embeddings · vLLM · Ollama · Qwen 3.6 Plus / 3.5-Omni / 3 Coder · MiniMax M2.7 · DeepSeek-R1 · Gemma · BGE-M3 · F5-TTS · Isolation Forest · Random Forest · LSTM · Pipecat · Deepgram · Cua
AWS
Lambda · Step Functions · EventBridge · SageMaker · Bedrock · Comprehend · Amplify · AppSync · Cognito · API Gateway · S3 · DynamoDB · Redshift · Glue · Kinesis · OpenSearch Serverless · Fargate (incl. Spot) · ECR · CDK (Py + TS) · CloudFormation · Secrets Manager · IAM · STS · KMS
Data & ETL
TimescaleDB · hypertables · continuous aggregates · PostgreSQL 14+ · PL/pgSQL · Teradata · Snowflake · Redshift · pgvector · pgai · JSONB · star-schema · effective-dated dimensions · AWS Glue · Python ETL · Kinesis · CygNet SCADA · MNR
App Stack
FastAPI · Node.js · GraphQL (AppSync) · SQLAlchemy 2.0 · Pydantic · Alembic · SvelteKit 2 / Svelte 5 · React · Angular 20 · Ionic 8 · Capacitor · PWA · Tailwind · Three.js · Threlte · GSAP · Dexie / IndexedDB
DevOps
Azure DevOps Pipelines · GitLab CI/CD · GitHub Actions · AWS CDK · CloudFormation · Docker · Docker Compose · self-hosted build agents · pattern-based SQL risk classification · SOX-aligned audit logging · Tailscale · Caddy · Grafana / Prometheus
Languages & Identity
Python · TypeScript · JavaScript · SQL (Teradata · PostgreSQL · Snowflake) · PL/pgSQL · Bash · PowerShell · HTML · CSS · Microsoft Entra ID / Azure AD · MSAL · AWS Cognito · PingFederate SSO · Stripe · Telnyx · GA4 · GSC
Contact

Easiest paths in.

Email is fastest. LinkedIn is fine. If you want to skip the formal channel entirely, text the number.

Springville · Alabama · US · CT time zone · remote anywhere.