Plans & Pricing

Plans for structured ML systems study

Package the local catalog by study intent: browse the maps, work through the complete source-mapped collection, or organize a small group around courses and recall decks.

Billing

Checkout uses Stripe for web access.

Start with the official all-access product. After payment succeeds, Stripe sends a signed webhook and Numinens grants the Supabase entitlement for the purchased roadmap bundle.

Free Reader

Browse the map

For sampling the public learning paths and opening individual lessons.

$0 local preview
  • Browse 2 roadmaps
  • Open source-mapped lessons
  • Preview courses and focused skill paths
  • Try the available review decks
Start free

Official Content Bundle

Stripe checkout

Full ML catalog

For serious study across Transformer Systems and AI Agent Frameworks.

All access one web purchase
  • 50 lessons across 2 tracks
  • 2 structured courses
  • 10 guided skill paths
  • 7 scored review decks
  • 87.7 hr of estimated study material

Study Group

Cohort pack

For evaluating how teams could coordinate the same local curriculum.

Pilot design only
  • Shared roadmap reading order
  • Course-based weekly milestones
  • Review deck assignments
  • Facilitator notes can be added later
Plan a path

Complete Bundle

Everything mapped into the first two tracks

The bundle groups the same source material into multiple entry points: graph roadmaps, course sequences, smaller skill paths, and recall decks.

2

Roadmaps

Top-level maps for Transformer Systems and AI Agent Frameworks.

2

Courses

Long-form programs built from ordered lesson modules and outcomes.

10

Skill paths

Focused routes for one capability, such as tool use or decoding systems.

33

Review cards

Flashcards attached to lessons where exact recall matters.

Included

What every local plan is built around

Source-linked learning

Lessons keep the original article lineage while presenting the material as a study catalog.

Difficulty and category metadata

Cards expose difficulty, domain, module, duration, and review mode before you open the item.

Recall-first challenges

Challenge decks use Again, Hard, Good, and Easy scoring to make weak concepts visible.

Future account surface

Authentication, saved progress, bookmarks, and billing can be added without changing the catalog model.

Community

A compact study base for ML engineers

These numbers describe the local content collection today. They avoid claiming audience or revenue that this build does not yet have.

2 Tracks
50 Lessons
7 Review Decks
87.7 hr Study Time

FAQ

What is real in this pricing page?

Is billing live?

Web checkout is wired to Stripe. It becomes usable after the Stripe price, Stripe secrets, and Cloudflare Pages secrets are configured.

What does the bundle include?

The bundle includes the local roadmaps, lessons, courses, skill paths, and scored flashcard challenges.

Does this include runnable environments?

No. The current product surface is structured reading, guided sequencing, and recall review.

Can this become a real subscription later?

Yes. The database already has subscription tables, but this first billing path is one-time web purchase access.