Open-source AI agents for bare metal. 100% on-prem, air-gap ready.
20 stars · 4 forks. On-prem, zero telemetry.
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Intro
Licensed Professional Engineer (PE) and product leader who has spent a decade deliberately converging on one problem: making physical infrastructure intelligent. Starting at Schneider Electric building data center solutions, through scaling API platforms at athenahealth, owning field operations tech at Dispatch, and mapping energy assets at Sunergi — each move added a layer toward the same thesis. At CoolantStream, I put that thesis into practice: founding an AI-native thermal management platform with a filed patent, PyTorch-based anomaly detection on 5,000+ sensors, and an MLOps stack on AWS and GCP.
Projects
Data center cooling optimization for high-density, real-time telemetry workloads. We are actively partnered with top-tier OEMs. The Cooling Credit Unit (CCU) system is patent pending.
Sunergi
CompleteSolar leads and grid services from satellite imagery. CV/ML to detect panels across the US. Partnered with some of the largest solar installers across the country.
Director of Product Management at Dispatch. Service orchestration for brands, providers, customers, and partner networks. Partnerships with Amazon and ServiceTitan.
Recent GitHub activity
Skills
- Roadmaps & PRDs with LLMs. Using LLMs to draft and refine PRDs, roadmaps, and requirement docs so teams move faster with clear, structured specs.
- Sprints & unblocking pods via API workflows. Automating standups, sprint planning, and dependency checks with APIs so engineering stays unblocked and aligned.
- Cloud cost forecasting & product margins. Modeling cloud spend and unit economics so product and finance share a single view of margins and runway.
- API & system prototypes with AI. Using AI coding tools to sketch APIs, data models, and system diagrams before locking in implementation.
- Feedback → tickets with NLP. Turning support threads, interviews, and surveys into prioritized, well-scoped tickets with NLP and synthesis.
- Telemetry & DBs for product iteration. Using metrics, logs, and direct DB access to spot issues and opportunities and steer product decisions.
- CV pipelines & annotation workflows. Designing CV/ML pipelines and annotation schemas so model quality and delivery stay predictable at scale.
Tools
Cursor IDE
AI-native code editor
Google Gemini
Multimodal AI system
Claude
Reasoning & writing
OpenCV
Computer vision
Jira
Issue tracking
Zapier
Workflow automation
Notion
Product docs
Confluence
Engineering runbooks
Postman
API design & testing
Streamlit
Internal tools
Vercel
Front-end hosting
Microsoft Project
Program planning
AWS
Cloud infrastructure
Google Cloud
Data & ML platform
Datadog
Observability
Testimonials
“Zack has a rare ability to turn abstract, technical ideas into products that actually ship. He connects engineering, finance, and operations around innovative solutioning and then productizes those ideas into systems our teams can rely on.”
George Salah, CEO & President, Apparent Energy
“Zack is one of the few product leaders I’ve worked with who can sit deep in the architecture with engineers and, in the same afternoon, translate those decisions into commercial outcomes. His technical instincts are sharp, but what really stands out is how he bends that capability toward real-world applications our customers actually use.”
Ethan Change, former CTO, Dispatch