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AI Accommodation: The Foundations

Self-paced · 3 weeks · $299 · Course 01

Your prompts keep getting longer and your output keeps getting worse. This course teaches you the structural fix — and how to keep your intent intact from start to finish.

You already know how to read a room — a client, a brief, an audience. Figuring out what something needs before you start is how you do your best work. This course teaches you to do the same thing with AI.

Not ten hours of video. Three weeks of structured practice on your own real project, using the gradual release model: demonstration, guided practice, independent practice. You finish with a working system for your own practice, not a playlist you watched.

Week 1

Task Decomposition

Demo, guided practice, independent practice

Your prompts keep getting longer and your output keeps getting worse. The problem is structural: compound instructions degrade in AI the same way they degrade in a classroom. You learn to run a room of specialists. Each one goes deeper than a compound prompt because its attention isn't split across five objectives at once. The AI gives you raw material at depth. You provide the synthesis — the calls the model cannot make because it doesn't have your judgment. You aren't prompting. You're directing.

Deliverable: A decomposed workflow for one real project, with before/after comparison.

Diagram
Decomposition-to-Synthesis Flow
Week 2

Input Inversion

Demo, guided practice, independent practice

Structured prompts compress what makes your thinking yours. Unstructured input (talking, brainstorming, arguing with yourself) contains richer raw material. You learn to dump your thinking and let the tool find the structure. The ideas that emerge are yours because the raw material was yours.

Deliverable: An input practice for one real project, with a recorded brain dump and its structured output.

Diagram
Input Inversion Pipeline
Week 3

Voice Governance

Demo, guided practice, independent practice

All AI copy sounds the same because voice constraints are applied after generation, not during. You learn to extract how you actually talk (from conversation, not published writing), codify it as generation rules, and apply those rules before the first word is produced. The output sounds like you because the constraints occupied the space where the AI's defaults would have gone.

Deliverable: A voice protocol extracted from your own speech patterns, tested against real output.

Diagram
Voice Governance Pipeline

What the difference looks like.

Brand design — task decomposition

Same brand. Same model. One compound prompt covering five dimensions at once. Five decomposed prompts, one per dimension. Here is what the logo direction came back as in each version.

Compound Output

Logo Direction

"A wordmark-forward logo using a hand-drawn or letterpress-style treatment with a supporting mark (possibly a stylized pepper or farm element). The mark should feel made by hand, not designed in software. Avoid flames, skulls, cartoons."

Decomposed Output

Logo Direction

"The mark should feel earned. It should carry the weight of someone who has done physical work to produce the thing in the jar. Drawn by someone with dirt under their fingernails, not in software. Reference sign painters' corner initials and printer's marks from the 1500s: compact enough to stamp, distinct enough to identify the shop. Reproducible by hand on a napkin. Must work at bottle-cap size and at eight-foot market-stall scale."

The compound version described what the logo looks like. The decomposed version described what it feels like, what it references, what it must avoid, and what constraints govern every scale. The practitioner now has something to act on, not just a spec to execute.

Building a practice — task decomposition

Same practitioner. Same model. One compound prompt asking for a complete business and marketing plan. One focused question asking about positioning only. Here is what came back.

Compound Output

Practice Direction

"1. Define your target market: Conduct market research to identify your ideal clients, their industries, needs, and pain points. Create buyer personas. 2. Develop a brand identity: Create a logo, website, and social media profiles consistent with your brand. 3. Create a portfolio: Showcase your best work. 4. Determine your pricing structure: Research industry standards to ensure your prices are competitive. 5. Create a marketing strategy: Use social media, email marketing, and networking to reach your target market..."

Decomposed Output

Positioning Only

"You spent eight years as a journalist before you started writing for SaaS companies. That is not a career pivot. That is why you know how to find the human story inside a technical product before you write a single sentence about it. Most copywriters learn to write clearly. You learned to find what is true first. There is a specific kind of client — the one whose product does something real but whose copy sounds like everyone else's — who needs exactly what you have. The marketing plan follows from that. The portfolio is evidence of it. Everything else is execution."

The compound version gave five steps that apply equally to any practitioner who has ever read a business blog. The decomposed version, focused on positioning only, named a specific capability built over eight specific years and the exact client who needs it. The difference is not the model — the model had the same information both times. The compound prompt asked it to cover everything at once. The focused prompt left it nowhere to go except into the specifics you gave it.

Fiction writing — voice governance

Same character. Same model. One version with no voice constraints. One version with a protocol extracted from the author's own speech patterns, applied before the first sentence. Here is what the opening came back as in each version.

No Voice Protocol

Opening Scene

"Henka had lived in New City for as long as she could remember. The city was a maze of rusted machinery and broken concrete, walls of salvaged metal that blocked out most of the sky. She moved through the shadows carefully, watching for the corporate drones that swept the sector every three hours. If they spotted her, there would be questions. Questions she couldn't afford."

Voice Protocol Applied

Opening Scene

"Oil and standing water, the smell of both. She pressed into the gap between the housing units and waited. Her shoulder against the corrugated metal, she felt the hum before she heard it. Distant. East. She counted beats without counting — it was just a rhythm her body kept. When the hum faded she moved. The pile was still there."

The first version describes a character in a world. The second renders a world through a body. The difference is not better writing — it is a specific set of constraints applied before the first sentence: sensory priority (smell before sight), emotion as physical state, not internal monologue, short sentences during tension, no exposition. The author's voice held because it was encoded first. The AI's defaults occupied none of the space.

What's included

  • Gradual release pedagogy: demonstration, guided practice, independent practice (from IDEA-governed special education method)
  • Applied exercises on your own projects, not fictional examples
  • Three deliverables you use the day after
  • Frameworks, templates, and reference materials
  • On-camera sessions with the instructor
  • Grounded in six published whitepapers with DOIs (citations include Sweller, Cowan, Murdock, Liu et al., Wong et al., Bock, Pennebaker, Flower & Hayes)

Built by a trained educator (Brooklyn College M.A. program, NYC Department of Education, Kingsborough Community College) using the same pedagogical framework the course teaches. The course structure itself demonstrates Accommodation Design. Read the research.

Foundations is Course 01. After it, the curriculum continues with Input Inversion, Lens Extraction, Voice Governance, Semantic Hierarchy, and Coordinator Building — each one deepening a single practice on your own real work. All six build toward Prosthetic Cognition. See the full curriculum.

Completion of Foundations earns a Course Completion certificate (Tier I). Complete the full curriculum for Program Completion (Tier II). See all certification tiers.

$299

Three weeks. Three deliverables. One methodology.

Enroll when open