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BrilliantDojo

Trains users to detect and correct AI drift in real time through structured drills

$49Starting price
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About BrilliantDojo

BrilliantDojo provides a structured training system for identifying and correcting AI drift, which occurs when an AI model silently shifts its interpretation of a conversation’s frame. The platform uses a measurable belt system—ranging from White to Black Belt—to teach users how to recognize, classify, and correct drift in real time using the Frame Correction Protocol (FCP). Each lesson is delivered as a live training rig rather than a passive video course, allowing users to practice correcting drift against actual AI outputs. The curriculum covers twelve drift taxonomies, including Dominant-Frame Collapse, Substitution Drift, and Temporal Drift, with each type having a distinct signature and correction method. Users progress through ranks by completing exams and drills, with higher belts focusing on advanced skills such as maintaining continuity over multiple turns or coordinating multiple operators. The platform is designed for operators who need to ensure AI systems adhere to intended contexts, such as researchers, analysts, or professionals working with AI-driven tools.

Key features

  • Seven measurable belt ranks from White to Black Belt
  • Frame Correction Protocol (FCP) with five disciplined steps
  • Twelve drift taxonomies with identifiable signatures
  • Live FCP rig for real-time drift correction drills
  • Belt exams and recertification for each rank
  • Founding-cohort access with lifetime recertification
  • Unlimited rig access for purchased belts
  • Enterprise and cohort pricing options

Use cases

  • Training AI operators to maintain context in high-stakes conversations
  • Improving accuracy of AI responses in research and analysis workflows
  • Developing systems that resist AI drift across different models

Pros

  • Live training rig for hands-on drift correction practice
  • Measurable belt progression with exams and recertification
  • Covers twelve distinct drift taxonomies with specific correction methods
  • Founding-cohort pricing with lifetime recertification included
  • No subscription required; one-time payments for permanent access

Cons

  • No free tier or trial beyond a single introductory drill
  • Pricing may be prohibitive for casual users
  • Requires consistent practice to progress through belts
  • Limited to English-language AI drift scenarios

Frequently asked questions about BrilliantDojo

What is AI drift and why does it matter?

AI drift occurs when an AI model silently shifts its interpretation of a conversation’s frame, leading to misaligned outputs. It matters because it can cause models to deviate from intended contexts, affecting reliability in real-world applications.

Who is BrilliantDojo designed for?

BrilliantDojo is designed for operators who need to ensure AI systems adhere to intended contexts, such as researchers, analysts, or professionals working with AI-driven tools.

How does the training system work?

The platform uses a measurable belt system—ranging from White to Black Belt—to teach users how to recognize, classify, and correct drift in real time using the Frame Correction Protocol (FCP). Each lesson is delivered as a live training rig for hands-on practice.

What drift taxonomies are covered in the curriculum?

The curriculum covers twelve drift taxonomies, including Dominant-Frame Collapse, Substitution Drift, and Temporal Drift, each with a distinct signature and correction method.

How do users progress through the ranks?

Users progress through ranks by completing exams and drills, with higher belts focusing on advanced skills such as maintaining continuity over multiple turns or coordinating multiple operators.

Is BrilliantDojo available now?

BrilliantDojo is currently in a reserve list phase. Inquiries can be directed to hello@brilliantdojo.net for updates on availability.

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