engineering • agents • systems

From bold ideas to reliable AI systems.

Founded by Ed Jaeger (full-stack developer & cloud architect, 20+ years), Birthbaum builds secure, scalable platforms for data-driven products, analytics, and agentic AI - shipped carefully, fast.

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agent.ts — birthbaum

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// AI Agent System
class AIAgent {
  async process(data) {
    const insights = await this.analyze(data);
    return this.orchestrate(insights);
  }
}
const agent = new AIAgent();
agent.process(realTimeData);

Overview

Pragmatic architecture

Secure, scalable systems for data platforms and emerging AI workflows. We design for correctness, observability, and calm operations.

From zero → MVP

We take startups from concept to launch with clear docs, dependable infra, and quick iteration - no heroics, just good engineering.

Care & transparency

Self-hosted when it makes sense, cloud when it's smart. Reverse proxies, SSL automation, CI/CD, and measured rollouts.

Capabilities

Agentic AI

Internal ChatGPT-style bots and AI agents that orchestrate tools (search, code, data, APIs) with guardrails, logging, and human handoff.

MPC & privacy

Exploring multi-party computation and tokenized joins so teams can collaborate on sensitive data without exposing raw inputs.

Dashboards from any data

From civic datasets to product analytics, we build AI-assisted dashboards and auto-summaries your team can trust.

Next.js React TypeScript Tailwind Flask Supabase Edge Functions Transformers OpenAI APIs Pandas Prophet AWS Vercel Docker Nginx Apache Ubuntu Server GitHub Actions PostHog Stripe

Recent work

Infra revamp + agents

Private client: multi-repo CI/CD, scalable API system, and AI agents that assist developer workflows.

Traffic Harvester

ML-based crash forecasting with billing, access control, and daily + live summaries.

Neighborhood Pulse

Real-time civic data transformed into an AI dashboard of neighborhood health.

"If it's worth doing, it's worth doing it right - and if it's worth doing it right, it's worth overdoing it."

Bias for correctness over cleverness. Small pieces, well-joined. Transparent from setup to ship.

Contact

Have a platform to build, a pipeline to stabilize, or an AI feature to ship?

contact@birthbaum.com See overview