alexhacks

case study

BioLite

Software Engineering Manager · Applied AI & Cloud

2025 — Present

Applied AIAWSEngineering LeadershipIoT

tl;dr

  • [1]Lead applied-AI strategy across the combined Goal Zero / BioLite engineering org.
  • [2]Ship LLM-backed internal tools, RAG knowledge bases, and AI synthesis pipelines that measurably accelerate engineering work.
  • [3]Continue to own event-driven AWS IoT infrastructure powering the connected portable-power product line.

Context

BioLite acquired Goal Zero from NRG Energy on April 15, 2025, combining two clean-energy hardware brands under a single CEO (Jonathan Cedar). Goal Zero retained its Salt Lake City HQ and engineering team. Both brands continue to ship — BioLite on cookstoves, FirePits, and BaseCharge; Goal Zero on portable-power and home-backup systems.

My remit broadened with the acquisition: keep Goal Zero’s connected-product cloud running, and build the applied-AI practice across the combined org.

What I build

I focus on high-leverage AI work — places where an LLM-backed tool replaces an hour of expert time per use, and we use it dozens of times a week.

  • AI-powered internal tools — purpose-built assistants serving engineering, product, and operations.
  • Retrieval-augmented knowledge bases over architecture docs, runbooks, and historical decisions, so engineers can ask natural-language questions instead of paging humans.
  • AI synthesis pipelines that aggregate AWS telemetry, GitHub activity, and operational signal into weekly digests for engineering leadership.
  • AI-accelerated SDLC — code review, firmware optimization, and refactor-at-scale workflows used across the team.
  • The underlying plumbing: AWS Lambda, IoT Core, SNS, DynamoDB, S3, API Gateway, Serverless Framework.

Outcomes

Cycle time on “track down the right context” tasks is down measurably for new engineers and cross-team questions. CI/CD work cut deployment time by ~65%. Per-engineer output across the team is meaningfully higher with AI-assisted workflows in the loop.

Public products

BioLite continues to ship its FirePit+, BaseCharge, and HomeStove lines, alongside its Africa-market cookstove distribution under the Parallel Innovation model — selling efficient cookstoves at scale to households still cooking on open fires. The combined org keeps both brands distinct in market.

References