The collective
About
An independent research practice building agentic AI for regulated industries — run where its owner has control, grounded in real systems, documented in public.
The most interesting question in agentic AI isn't what a system can do. It's whether the system knows when it's wrong.
MAX Research Collective studies and builds systems that keep themselves honest: AI architectures with integrity checks, reconciliation loops, evals that can actually fail, and interfaces that tell the operator the truth about internal state.
The research here isn't survey work. Every note comes out of a live system — a boot sequence wired to real readiness events, a doc-sync skill that catches ledger drift, a pipeline that refuses to merge until it can prove its own state. When something breaks, that's the material.
The collective publishes field notes, architecture write-ups, and reference series for practitioners building with agents — people who need patterns that survive contact with production, not demos.
Focus areas
What we work on
Security & compliance
Scanners that actually find things, gates that hold, and compliance treated as evidence you can produce.
Healthcare
Regulated data, decades-deep integration, and AI that keeps protected health information inside the building.
Agentic AI
Agents that plan, call tools and change things: the stack, the guardrails and the evaluations that bite.
Cloud & DevOps
Where a workload runs is an architecture decision and a financial one, from a workstation to your own cloud.
Developer tooling
Code review that finds things and pipelines that measure the health they report.
Career & leadership
Leading the people and organizations that run technology, and the money language that goes with it.
Behind the collective
About the founder
Jason Newell leads organizations and people in technology. He is also a researcher, a deep technologist and a builder, and he goes where the technology is.
He started as a software developer, won state-level awards, and was rewarded with time on a CRAY — the most powerful computer of its day, and less powerful than the phone in your pocket now. He has followed the technology ever since.
The path here
Few careers cover this much of the stack from the inside. He has been a network and systems architect and administrator; worked technical pre-sales, technical support, advanced services engineering and quality engineering; been a data architect and modeller; built data integrations and enterprise data warehouses; and designed reporting and analytics. He has architected software, architected cloud-first, and now architects AI-first.
Then he came to lead many of those same roles, across states and continents. He has led interdisciplinary teams, and led security and compliance initiatives at some of the largest organizations in the country and abroad — often stepping in after acquisition, layoffs or production instability, and rebuilding both the delivery and the people who deliver it. He led modernization inside a $3.1B multi-brand health plan, delivering roughly a 50% operational efficiency gain through system unification; scaled a Series A–C EHR/RCM startup tenfold; drove a 200% platform performance improvement worth about $240K a year; and shipped production multi-agent orchestration that hit its delivery targets at a fraction of a pure-staffing cost model.
He is insatiable to learn. Every problem is something new to learn from, which is why he has never stopped building alongside the teams he leads.
What the collective builds
He is the founder and principal architect of MAX Research Collective, an independent research practice that builds agentic AI for the places it is hardest to put: regulated, compliance-driven industries where data cannot wander and a person has to own every decision that matters.
Going where the technology is means the platform runs wherever its owner has control — a workstation, the owner's own servers, a co-located rack they hold the keys to, or a cloud account that is theirs rather than a vendor's. The rules are the same everywhere: role-based access, low or no egress so data stays where it lives, and a system that prepares, checks and recommends while a person decides.
Local
A workstation and one process. Nothing leaves the room.
Your servers
On-premises hardware you already run and audit.
Co-location
A rack you hold the keys to, off your premises.
Your cloud
An account you own, not a vendor's tenancy.
Same rules everywhere: role-based access, low or no egress, a person decides
Healthcare is where that matters most, and it is the practice's strongest focus, out of experience and out of passion. MARA, the Medical Agentic Resident Assistant, is MAX pointed at healthcare: an assistant for every person in a patient's care, from the triage nurse to the insurer, that learns from what actually happened and never signs. It sits on MAX3, a local-first, voice-first AI resident built as a single Python process, specified by the Unified Theory and Production Blueprint and its Forward-Forward Variable-Vector Agent (FF-VVA) architecture. REEF applies the same approval-gated pattern to network defence, and the EngTeam Wallkit stands up an engineering organization run by AI agents to find exactly which decisions still need a human.
The through-line is the seam. Value in these organizations rarely sits inside one system; it sits between them, where a record, a claim, a schedule and a conversation each hold part of the truth and no one holds all of it. The collective owns that seam — joining systems and data into a smarter, more helpful view, with advanced patterns kept as simple as they can be.
He writes the way he builds. The collective's library runs past a hundred pieces across agentic AI, security and compliance, cloud, developer tooling, healthcare, and career and leadership, including The Agentic AI Builder's Playbook, a series on production-grade agent architecture, and The Money Language Series, which teaches technology leaders the language finance already speaks.
Beyond the work
He holds a degree in political science and pre-law and has worked in city and county politics. He is a certified medical first responder and a volunteer, a residential construction contractor and a licensed pyrotechnician, and a marathon runner, an artist and a writer. He is certified with, trained by, and a member or partner of dozens of technology consortiums and vendors.
There is no such thing as chaos. Just patterns we haven't figured out yet.
He is based in Portland, Oregon.
Contact — reach Jason at info maxresearchcollective.com.
Next step
See the work
The thesis is easiest to judge by the artifacts. Start with the projects, pick a topic, or go straight to the notes.