About
Jeremy Longshore — independent AI consultant building production systems at Intent Solutions. Operator background, OSS at scale, based on the Gulf Coast.
Intent Solutions
Independent AI consultancy. Production systems, not slide decks.
Founder: Jeremy Longshore Based: Gulf Shores, Alabama Contact: jeremy@intentsolutions.io · intentsolutions.io
What we ship
We build AI systems that go to production and stay there. The deliverables span four shapes — automation programs, agents and RAG systems, data and infrastructure foundations, and end-to-end product builds — but the through-line is the same: it has to run, every day, for real users, with telemetry and recovery in the box. Demos that never ship are someone else’s business.
How we work
Speed beats theory. A working prototype on Friday is worth more than a perfect proposal on Monday. We compress decision cycles by writing operational specs first, then building against them.
Production-first defaults. Every system we hand over has logging, alerting, secrets posture, and a runbook. The boring infrastructure isn’t optional — it’s what separates a delivered product from a science project.
Operators first. We’ve spent more time managing P&L than admiring architecture. The technical decisions are made for the people who have to live with the system on a Tuesday at 2 AM, not for the engineers who want to talk about it at a conference.
About Jeremy
Jeremy Longshore is the founder of Intent Solutions, a full-time AI consultancy building production systems for organizations adopting Claude Code, agent-based tooling, and AI-native enterprise workflows.
He is the creator and primary maintainer of the open-source claude-code-plugins-plus-skills repository (2,100+ GitHub stars, 286 forks, and 45,000+ NPM downloads), which he built into one of the largest discovery ecosystems for Claude Code tooling. The repository powers the tonsofskills.com marketplace and indexes more than 425 plugins, 2,800+ skills, and 200+ agents across the Claude Code ecosystem. He also created and maintains the ccpi CLI tooling platform for discovery and workflow integration.
Before transitioning into AI full time, Jeremy spent more than two decades in restaurant operations with Bloomin’ Brands, including leadership roles across Outback Steakhouse and Bonefish Grill, where he led restaurant operations, opening teams, and P&L performance across multiple markets throughout the Southeast.
Jeremy is a U.S. Marine Corps veteran and a graduate of The Citadel. He is based on Alabama’s Gulf Coast.
This blog (Start AI Tools) is the daily journal — case studies, deep-dives, and field notes from the work, published every morning by the autonomous content pipeline that runs the site.
Tech we reach for
| Layer | Tools |
|---|---|
| Languages | Python, TypeScript, Go, SQL, Bash |
| AI / Agents | Claude API, MCP, Vertex AI Gemini, OpenAI, RAG systems |
| Backend | FastAPI, Node, Cloud Run, Docker |
| Frontend | Next.js, Astro, Hugo, React, Tailwind |
| Data | BigQuery, PostgreSQL, Firestore, vector stores |
| Infra | Caddy, Tailscale, Terraform, Netlify, Contabo VPS, GitHub Actions |
| Automation | n8n, Claude Code, custom skills, MCP servers |
Connect
GitHub · X · LinkedIn · intentsolutions.io