Agentic AI · RAG · LLM platforms · serverless AWS
Production applications spanning Retrieval-Augmented Generation, LLM pipelines, autonomous agents, real-time voice, and serverless AWS — designed, built, and operated end to end.
Real-time conversational voice app: speech in, LLM reasoning, natural voice out — streamed over WebSocket with sub-second turn-taking.
Live →Multi-theme web player with an audio-reactive visualizer (5 themes) driven by live frequency analysis; plays AI-generated two-host "podcast" briefings.
Live →A multiverse hub linking 40+ generative apps across 7 studios, each producing nightly AI content (text, image, audio, video).
Live →Image + audio generation pipelines (Imagen, Veo, TTS) producing cinematic daily sessions, cached idempotently on S3.
Live →A studio of habit/growth web apps with nightly LLM-generated content via EventBridge-scheduled Lambdas.
Live →AI domain-name generator with live availability checks against Route 53 and full Stripe-powered subscription checkout.
Live →Server-side semantic retrieval over a 1,200+ document index: Titan embeddings, cosine ranking, snippet extraction — built to scale past browser-side search.
Backend serviceResearch → LLM dedup/extraction → templated render → two-host AI audio → email delivery, with a content-quality CMS and audit trail.
Listen →AI / ML: Amazon Bedrock (Claude Sonnet 4.5 with prompt caching; Titan Embed Text v2, 1024-dim), Google Gemini 2.5 (Pro/Flash/TTS, Imagen 4, Veo 3), ElevenLabs, OpenAI (image, Whisper), Perplexity.
Patterns: Retrieval-Augmented Generation, multi-agent orchestration, structured/JSON LLM output, multi-model fallback & verification, prompt caching, idempotent generation, tiered memory, content-quality gates.
AWS: Lambda, API Gateway (HTTP + WebSocket), DynamoDB, S3, CloudFront, Route 53, ACM, SES, EventBridge, Cost Explorer.
Engineering: Python, JavaScript/Node.js, SQL, HTML/CSS; serverless & event-driven architecture; real-time streaming; Web Audio API; SQLite (vector cache, dedup ledger); Stripe & Twilio integrations.