GitHub

Zack Proser

Applied AI @ WorkOS · Independent AI Researcher · Consultant
Local inference economics · Eval methodology · Systems from silicon to prompt

arXiv Blueprints Benchmarks Demos Newsletter Mind on Fire Mind on Fire AI Consultancy


Research

I run controlled experiments on local LLM inference, build eval harnesses with proper statistics, and publish everything as interactive technical drawings.

The Blueprint Series

17 technical drawings covering the full AI stack — each with SVG schematics, equations, academic citations, and interactive demos:

The Transformer
The Transformer
The Tokenizer
The Tokenizer
The Embedding Space
The Embedding Space
The RAG Pipeline
The RAG Pipeline
The Diffusion Model
The Diffusion Model
Choosing an LLM
Choosing an LLM
The Agent Fleet
The Agent Fleet
The Attention Head
The Attention Head
The Autonomy Boundary
The Autonomy Boundary
The Guard
The Guard
Designing AI Evaluations
Designing AI Evaluations
The Workshop
The Workshop

→ View all 17 Blueprints


Interactive Demos

Live tools you can use right now — built into my portfolio site:


Publications

  • Identity Management for Agentic AI (Oct 2025) — Co-authored white paper on authentication, authorization, and security for AI agents. With Tobin South, Alex Pentland (MIT), and others.
  • RAG Evaluation chapter — Official contribution to Pinecone's Vector Databases in Production book series.
  • 50+ technical articles at WorkOS, Pinecone, Cloudflare, Gruntwork — AI agents, RAG pipelines, fine-grained auth, vector DBs, IaC.
  • 180+ essays on zackproser.com + external publications on The New Stack, Prefect.io, Pinecone Learning Center.

→ Full publications list


Open Source

Project Description Stars
coding-agent-eval-harness Open-source benchmark harness for coding agent comparison NEW
portfolio zackproser.com — Next.js 15, 17 Blueprints, 9 demos, 180+ essays
handwave watchOS app controlling Claude Code from your wrist
git-xargs Run commands across many GitHub repos simultaneously ⭐ 1,086
cloud-nuke AWS resource cleanup — nuke entire accounts safely ⭐ 3,121
cf-terraforming Generate Terraform from existing Cloudflare config ⭐ 1,324

Speaking

→ All speaking engagements


Career

Role Company Years What I did
Applied AI WorkOS 2025–present AI workflows, internal tooling, developer education. Created Claude Cowork workshop with Anthropic.
Staff DevRel Pinecone 2023–2025 RAG pipelines, AWS reference architectures, dev education during the vector DB explosion. Spoke at a16z SF.
Senior Software Engineer Cloudflare 2020–2023 Joined at ~100 engineers globally. Built cf-terraforming (1.3K⭐). APIs, edge infra, dev tools at scale.
Infrastructure Engineer Gruntwork 2018–2020 Built git-xargs (1K⭐), contributed to cloud-nuke (3.1K⭐). Multi-account AWS, Terraform, production IaC.

Reach

12.4M

Search impressions / yr
Google Search Console

52.5K

Search clicks / yr
avg. position 7.9

137K

Visitors / yr
+21% YoY

179K

Page views / yr
+18% YoY

6,000+

Newsletter
subscribers

Regularly advising hedge funds and PE firms on AI infrastructure, developer tools, and cloud platforms via AlphaSights, Guidepoint, Tegus, GLG, Coleman.


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Read the original on github.com ↗