AI Architect · Developer · Investor

Jiran Zack
Deimel

Reasoning systems.
Multi-agent orchestration at scale.

Jiran Zack Deimel
01 · About

The person behind
the systems.

I’m Jiran Zack Deimel, an AI architect and developer specializing in reasoning systems and multi-agent orchestration. I design how complex problems become executable plans: breaking down objectives, coordinating specialist agents, managing dependencies, and checking results.

My work brings together software architecture, distributed systems, and AI evaluation. I’ve built a proprietary orchestration harness spanning 1,050 agents across dozens of cloud and local models. My background includes Amazon engineering, government emerging technology, OpenAI’s Reasoning team, and enterprise AI leadership. I work directly on architecture and implementation, including the integration and testing required to take a system into production.

6 Fortune-500 Deployments
14 Sectors
12+ Years Shipping
02 · Engagements

Ways I work.

From first decisions to production systems.

01
Fractional AI Leadership
For teams that need ongoing AI architecture support

I work with your team on AI strategy, architecture decisions, and implementation.

Includes
  • Architecture and vendor reviews
  • Team coaching and hiring support
  • Implementation reviews and next steps

Part-time, embedded support. Scope and cadence agreed together.

View details
AI strategy, technical decisions, and hands-on team leadership.
02
AI Architecture Blueprint
For teams deciding what to build

An architecture engagement to test an idea before committing to a build.

Includes
  • A 60-minute scoping session to define the problem and success criteria.
  • A working proof within 24 hours.
  • A production roadmap within a week, covering architecture, dependencies, and next steps.

Delivery starts once we agree scope and have the required access and inputs. Production implementation is scoped separately.

View details
Working proof within 24 hours. Production roadmap within a week.
03
Production Build & Hardening
For teams taking an AI system into production

I build and harden AI systems in your repository and infrastructure.

Includes
  • Agent coordination and integrations
  • Testing, monitoring, and failure recovery
  • Access controls and human approvals
  • Documentation and team handoff

Fixed-scope or embedded work, agreed around the system you need.

View details
A tested system your team can operate and improve.
03 · Experience

Experience & investments.

Partner Active

Partner · Head of AI & Emerging Technologies

Partner leading AI strategy and the architecture roadmap, including model selection, agent systems, and integrations.

Independent Active

Emerging Technologies Consultant / Investor

I advise enterprise and government clients on AI adoption and systems integration, and invest in early-stage technology companies.

Consulting Active

Solutions Architect

Technology planning for a Raleigh boxing gym offering coaching and group training.

Consulting Active

Solutions Architect

Solutions architecture for a health practice combining medical care, lab testing, and coaching.

Consulting Active

Solutions Architect

Technology planning for an Italian food market in Cary, North Carolina.

Consulting Active

Solutions Architect

Solutions architecture and technical planning for a social platform offering live voice and video chat.

Consulting Active

Solutions Architect

Solutions architecture for a merchant technology platform spanning point of sale, payments, and online ordering.

Consulting Active

Solutions Architect

Solutions architecture and technical planning.

Mentorship Active

Mentor

Mentorship at North Carolina State University.

Consulting Active

Solutions Architect

Solutions architecture and software development for vehicle booking and fleet operations.

Consulting Active

Solutions Architect

Business and technology architecture for a pet-wellness commerce platform.

Consulting Active

Solutions Architect

Solutions architecture and software development for school scheduling and administrative workflows.

Investment Active

Investor

Advertising platform for lead generation, campaign management, and automated follow-up.

Investment Active

Investor

Media and financial services company providing advertising, branding, marketing, and business consulting.

Investment Active

Investor

AI-focused talent marketplace connecting businesses with specialists to plan, build, and deliver software projects.

Investment Active

Investor

Luxury goods authentication and resale marketplace.

Investment Active

Investor

Strategy, technology, and operations consulting for organizations in healthcare, life sciences, finance, and technology.

Employment

Solutions Architect, Reasoning Team

Worked on the Reasoning team, helping enterprise and public-sector clients plan and deploy AI systems in regulated industries.

Employment

Senior Software Engineer

Designed cloud services and distributed systems for international product lines, working with product teams on requirements and delivery priorities.

Employment

Emerging Technologies Architect

Lead architect for AI, automation, and systems integration in defense and intelligence environments.

Employment

Head of AI & Emerging Technologies

Led AI strategy, chaired the AI Committee, and served on the Skunkworks board, reporting to the CTO.

Consulting

Solutions Architect

Solution design and technical planning for a global software and cloud technology company.

Consulting

Solutions Architect

Solutions architecture support in private-market investment management.

Consulting

Solutions Architect

Technical planning and solution design in global asset management.

Consulting

Solutions Architect

Solutions architecture for a technology consultancy specializing in financial planning and analytics.

Consulting

Solutions Architect

Solutions architecture support in a federal defense environment.

Consulting

Solutions Architect

Technical requirements and solution planning in a federal justice environment.

Consulting

Solutions Architect

Solutions architecture support in the context of U.S. diplomacy and foreign affairs.

Consulting

Solutions Architect

Solution design and technical planning in a homeland security environment.

Consulting

Solutions Architect

Solutions architecture support in federal health and human services.

Consulting

Solutions Architect

Technical planning and solution design in a civil aviation environment.

Consulting

Solutions Architect

Solutions architecture support for a federal public-health agency.

Consulting

Solutions Architect

Technology planning for an architecture and interior design practice.

Consulting

Solutions Architect

Solution design for an IT consultancy serving government and public-sector organizations.

Consulting

Solutions Architect

Solutions architecture for a firm providing scientific, engineering, and IT services.

Consulting

Solutions Architect

Technology planning for a research and marketing firm serving cybersecurity companies.

Consulting

Solutions Architect

Solutions architecture support for a global sportswear business.

Consulting

Solutions Architect

Solution design and technical planning for an energy drink brand.

Consulting

Solutions Architect

Solutions architecture for an HR outsourcing firm providing payroll, benefits, and employer services.

Consulting

Solutions Architect

Solutions architecture for a sports management platform covering registrations, payments, and participant communication.

Coaching

Coach

Coaching at Minnesota State University, Mankato.

Consulting

Solutions Architect

Solutions architecture for a data science and software engineering company serving government and commercial organizations.

Coaching

Coach

Coaching at the University of Texas at San Antonio.

Investment

Investor

Investment in Alliance Jiu Jitsu.

04 · My approach

1,050 agents.
One coordinated system.

Platform integration. Product launch. Incident response.

A simulated integration, product launch, and production incident compete for the same resources.

  1. DelegateSplit each mission into dependent tasks. Teams share a limited cloud and local execution budget.
  2. ReprioritizeCheckpoint launch work when an incident arrives. Continue unaffected integration tasks.
  3. ChallengeResolve conflicting evidence and reopen only the failed migration branch.
  4. RecoverResume an interrupted cloud assignment on a local model, then independently check the repair.
  5. DecideAt the deadline, hold the remaining rollout for a human decision: stage the launch or allow more time.

Example result

05 · Life

Away from
the keyboard.

Usually around cars, in the air, or training.

Interests & community
Field Craft
Conditioning
Strategy
Motors & Service
Affiliations
Jiran Zack Deimel
06 · FAQ

Questions

Yes. I work on architecture, write code, build integrations, and help take systems into production. I can also provide technical direction for your existing team.

That’s a reasonable place to start. We can look at how your team works, identify useful opportunities, and decide which are worth testing.

No. Explain what you’re trying to do in your own words. We can work through the technical part together.

Absolutely. A rough idea or a problem you’re struggling to explain is enough to start a conversation.