Adam Crocker — AI Cloud Engineer

Two pieces, both production.

Different shapes — an agent platform and a reporting modernization — but each one running today against real load.

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

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

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

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

Two pieces, both production.

Autonomous AI Agency Platform

Reporting Modernization — SCRD / ESR / MPR v2

Organizations I've done work with.

Six buckets, sixty-plus tools.

Easiest paths in.