Radical Imagination

Give Your Org a Spark

Building a Chief Agentic Officer

Mike Spade · Radical Imagination

Act 1 — The Problem

I'm one person running 17 projects across 155,000 lines of code with zero funding.

I needed to hire 5 people.
I had $20/month.

Act 1 — The Problem

What I actually need

RoleMarket Cost
Grant Writer$50 - 70K
Instructional Designer$65 - 85K
Research Archivist$55 - 75K
Cultural Consultant$100 - 250/hr
Impact Analyst$30 - 40K

Total: ~$250K/year  —  My budget: one Claude subscription.

Act 1 — The Problem

"First I just asked Claude
to do stuff. Like everyone."

USER

Write me a grant proposal for an education project.

AI

Sure! Here's a generic grant proposal template...

The answer is fine. It's useless the next day.
The problem isn't the AI. It forgets everything.

Act 1 — The Problem
Act 2 — The Architecture

Meet Spark

The Chief Agentic Officer

You talk to Spark. Spark routes to the right agent.
One interface. Eight specialized minds behind it.

Act 2 — The Architecture

The 8 Agents

AgentWhat They DoReplaces
Curriculum ArchitectDesigns learning experiencesInstructional designer
Money AgentGrant strategy, funder analysisGrant writer
Cultural ArchivistSource registries, provenanceResearch archivist
Cultural ValidatorReviews for integrityCultural consultant
Technical MentorLearning paths, code guidanceSenior dev mentor
Collective ManagerRoster, portfolio, onboardingOperations manager
Impact & EngagementReports, social, contentImpact analyst
Commercial StrategistEvaluates opportunitiesBusiness dev

"Google's research: multi-agent systems lose performance above 8. So we stopped at 8."

Act 2 — The Architecture

The State Layer

Not a database — markdown files in a git repo.

"Every agent reads the same files. The state IS the institution."

Act 2 — The Architecture

Spark remembers
across conversations.

MEMORY.md
# Memory Index
30 memory files
user preferences, project context,
feedback, references...

I told Spark once: "stop giving me task lists."
It never did it again. Across every future session.

Act 2 — The Architecture

The Authentication System

🔥⚡

Yes, the CEO of my AI system is locked behind a fire emoji and a lightning bolt.

Security through obscurity? No.
Security through absurdity.

Act 2 — The Architecture

The Session Protocol

EVERY SESSION STARTS

  • Read last-session.md
  • Check for contradictions
  • Flag stale files
  • Predict what I'll need

EVERY SESSION ENDS

  • Update state files
  • Draft morning email
  • Log what was built
  • Sync to Drive

"The institution documents itself."

Act 2 — The Architecture

The Email System

DRAFT — Gmail

To: partner@university.edu

Hi Dr. Chen — Following up on our conversation about the VR heritage workshop. Based on our project timeline, we could demo the Du Bois experience at your faculty meeting on the 15th...

"The draft is better than what I'd write from scratch — because Spark has the full project context."

Act 3 — The Superpowers

Cross-Project Intelligence

17 projects scanned. 30 connections found in one pass.

01 A component built for one VR experience that upgrades another
02 A scholar who bridges 3 different archive projects
03 A font file duplicated across 4 projects wasting 8.6 MB

A 10-person team discovers these in weekly standups.
Spark found them in one pass.

Act 3 — The Superpowers

The Decision Journal

Decision: 8th Wall over MindAR

Alternatives: WebXR (no iOS), keep MindAR (worse tracking)

Reasoning: Free, MIT license, iOS + Android

Confidence: 5/5  •  Reversible: Yes

Six months from now, when someone asks "why did you choose this?" — the answer is searchable.

Act 3 — The Superpowers

Confidence Scoring

Confidence: 3/5

Based on secondary sources. Community consultation not yet done. Significant gaps in Garvey archive.

The AI tells you when it doesn't know.
That's rarer than you think.

Act 3 — The Superpowers

The Contradiction Detector

⚠ CONTRADICTION FOUND

portfolio.md says Douglass is "feature-complete"

validation-log.md says "active build"

No stale data survives.

Act 3 — The Superpowers

The Scenario Engine

SCENARIO QUERY

"What if we skip Juneteenth and focus on July 4?"

DOWNSTREAM IMPACT

Positive: 6 extra weeks of build time for Douglass 250th...
Negative: Lose Ghana Du Bois Foundation demo slot, investor momentum from Oculus event, HBCU tour pilot visibility...

Every major decision gets modeled against the real state of the organization.

Act 3 — The Superpowers

$250,000/year

$20/mo

ComponentCost
Claude Code~$20/mo
Gmail MCPFree
Calendar MCPFree
Git repoFree

The value isn't the cost savings.
One person can operate like a ten-person company.

Act 4 — The Honest Part

What Spark Can't Do

"The founder is still the founder. Spark is the COO."

Act 4 — The Honest Part

The Failures

Spark downloaded 2 portraits of white men from the Library of Congress and put them in a Black liberation VR experience. I had to check every image by hand.
The crowd silhouettes in the Douglass experience were box geometry with spheres for heads. My feedback: "bruh, can't tell those are humans."
We built 81 image planes into 7 scenes. I said "some of these scenes are overwhelming." We had to thin to 3-4 per scene.

The system is powerful. It's not perfect.
Human oversight isn't a limitation — it's the design.

Act 4 — The Honest Part

The Anti-Rubber-Stamp Rule

The Cultural Validator cannot approve something the same turn it first encounters it.

First response is always findings and questions.
Never "looks good."

Without this rule, the AI just tells you what you want to hear.

Act 5 — The Close

Every org with more ambition
than headcount needs this.

If you have a Claude subscription and a git repo,
you can have a Spark by end of day.

Act 5 — The Close

The Workshop — 3 Hours

  1. Your own agent roster (3-5 agents tailored to YOUR org)
  2. Your state file system (portfolio, priorities, people)
  3. Your memory layer (cross-session persistence)
  4. Your session protocol (how every session starts and ends)
  5. Your first Gmail-integrated email draft

You leave with a working system. Not a slide deck about a system.

Act 5 — The Close

The Ops Dashboard

ops.radicalimagination.xyz

Calendar

Live view

Budget

Real-time

War Room

Active priorities

Handoff Docs

Always current

The institution doesn't need the founder in the room to know what's happening.

Act 5 — The Close

155,000 lines of code.
17 projects.
1 founder.
0 funding.
8 AI agents.
$20/month.

The system didn't make the art.
The system made the art possible.

Q&A

Mike Spade · Radical Imagination
create@radicalimagination.xyz