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illmethinks0/README.md

Gary Dobkin

Currently building Paput.ai / EUCompli.ai: AI-powered automation and compliance workflows for teams that need useful automation without months of implementation drag.

My current work is mostly private product work, so I keep public proof in a sanitized repo and short proof page: gary-dobkin-proof-of-work / proof page.

Paput.ai | LinkedIn | Email


Current Work

  • Building production agent workflows with durable task state, structured outputs, tool-backed execution, approval gates, traceability, and observability.
  • Moving compliance and security-adjacent workflows from prompts and prototypes into systems with evidence, ownership, and review paths.
  • Connecting AI product work to the operating problems I know well: onboarding, customer success, deployment, support, executive reporting, and time-to-value.

Proof Notes

  • Production Agent Systems - Rails/Solid Queue orchestration, narrow agents, evidence capture, validation, monitoring, and Firecracker-backed isolated compute paths.
  • Customer Success + AI Operations - how customer success discipline changes AI adoption: workflow ownership, handoffs, health signals, review gates, and time-to-value.
  • Global Security Deployment - lessons from leading 26-person global security onboarding across SIEM, IDS/IPS, EDR/MDR, US/EMEA/APAC, and 200+ monthly projects.
  • Systems Built Index - sanitized map of current systems across compliance scanning, operational SaaS, risk-gated agents, document automation, monitoring, and governance.

Background

  • Founded and exited a 12-year MSP serving 50+ AAHA/AVMA-oriented veterinary hospitals.
  • Built customer success at Perch Security through acquisition by ConnectWise, reaching 1.7% churn, 96%+ CSAT, and 97% NPS.
  • Directed global security deployment operations at ConnectWise across 18 products, 3 regions, and 200+ monthly projects.

Stack

Rails 8, Ruby, PostgreSQL, Solid Queue, Rodauth, Pundit, RubyLLM, MCP, TypeScript, Python, Swift, FastAPI, Next.js, React, OpenAPI, Playwright, Docker, Render, Vercel, Firecracker, Tailscale, Langfuse, Supabase, Prisma, GitHub Actions.

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  1. gary-dobkin-proof-of-work gary-dobkin-proof-of-work Public

    Sanitized case studies and proof notes for production AI systems, customer operations, and security deployment leadership.