Hi, I'm Jim Vinson ,

AI Product Manager & AI Operations Lead

Closing the gap between AI demos and AI production, between proofs of concept and operations at scale.

10+ years of complex program delivery at Google and Meta. $25M+ in capital projects at FORTÉ. 100+ station Starline fleet. AI systems shipped to real users at real clients.

Open to senior AI Ops and AI PM/PgM roles SF Bay Area or remote

Experience includes projects at

Selected Work

All

LLM State Machine Tuned CEFR Corpus Multi-Agent Review Structured Output

PHINEAS

A six-step LLM state machine that forces deterministic CEFR-aligned reading material output from probabilistic models.

Claude Managed Agent Cloudflare Sandbox Taste Agent Persistent Memory

Limner

A framework for taste-enabled creator agents. Pipeline-plus-judgment architecture, with the agent rejecting its own work when it fails a stylistic bar.

Orchestration Framework Workers AI Vectorize RAG Multi-Agent Consensus

The Permanent Record

A multi-agent peer review system built around three-round reconciliation. Reduces grade variance across LLM evaluators from 0.26 to 0.04.

Favorite Tools

All

Anthropic

Claude API & Claude Code

Primary AI provider. Multi-agent systems, RAG pipelines, code generation, and agentic development workflows.

Google

Gemini API & AI Studio

Gemini models for multi-modal tasks, long-context analysis, and cross-validation in multi-agent workflows.

Cloudflare

Edge Infrastructure

Workers, Pages, D1, R2, Vectorize - the full serverless edge stack. Sub-50ms cold starts globally.

Astro

Static Site Generator

Zero-JS by default, island architecture for interactive components. Ships the fastest sites on the web.

MidJourney

Image Generation

Concept exploration and initial asset generation in the Limner pipeline. Aesthetic control and style consistency.

Perplexity

AI Search

Citation-backed AI search for research and fact-checking. Direct answers with sources.

Tailwind CSS

CSS Framework

Utility-first CSS with v4's CSS-first config. Design tokens in oklch, no PostCSS config required.

Obsidian

Knowledge Management

Local-first markdown PKM. Project notes, AI research, architecture decisions. No lock-in.

Asana

Project Management

Task tracking and project coordination across workstreams. Portfolio-level views for multiple concurrent projects.

Warp

Terminal

AI-native terminal with built-in command completion and workflow blocks.

Notion

Documentation & Wikis

Flexible workspace for documentation, databases, and project wikis.

GitHub

Version Control & CI/CD

Source of truth for all projects. GitHub Actions for CI/CD pipelines to Cloudflare Pages.

Writing

All

May 26, 2026 · 5 min read

Raising Limner: Notes from a Year of Agent Husbandry

An HR consultant asked for pixel art. The discipline that came out of it turned into something I now call agent husbandry.

Silhouetted figure before towering stone architecture, pixel art in the Another World tradition

February 18, 2026 · 8 min read

Forcing Consensus: A Multi-Agent Convergence Method for LLM Evaluation

Independent LLM evaluators disagree, and averaging their scores hides the disagreement instead of resolving it. Here is a three-round method that surfaces the conflict, reconciles it through structured debate, and converges on an auditable result.

Antique desk covered in grade sheets, ledgers, and assessment documents under warm chiaroscuro lighting