LIVE IN PRODUCTION OPEN-SOURCED ON GITHUB SYS-01 // FOUNDATION

Guidey: Reversing Cognitive Atrophy Through Socratic AI

A production dialectic inquiry system designed to elevate human intellect. Instead of spoon-feeding instant copy-paste answers, Guidey scaffolds progressive conceptual hints, training users to think from first principles.

v1.0.0 RELEASE TYPESCRIPT & PYTHON FREE & OPEN SOURCE

Why Instant Answers Erode Human Thinking

Current generative models operate as instantaneous resolution machines: a student poses a complex question, and the LLM responds with a complete, fully baked answer in under three seconds. This frictionless convenience creates severe cognitive atrophy—the neurological loss of problem-formulation and hypothesis-testing capabilities.

Guidey inverts this paradigm through progressive constraint scaffolding:

01
WEB APPLICATION GATEWAY https://guidey.exortic.com ↗ Zero-friction web interface for students and researchers
02
OPEN SOURCE REPOSITORY github.com/exorticlabs/guidey ★ MIT License codebase, open issues & public roadmap
03
PEDAGOGICAL CONSTRAINT ENGINE Socratic Hint Scaffolding Anti-monologue guardrails, conceptual probing & step verification
04
LOCAL & CLOUD HYBRID Ollama, vLLM & API Dispatchers Run privately on consumer GPUs or via cloud inference
exorticlabs/guidey // main PUBLIC REPO
# 1. Clone Guidey repository
$ git clone https://github.com/exorticlabs/guidey.git
$ cd guidey
# 2. Install dependencies & launch local dev
$ npm install && npm run dev
✓ dialectic-graph initialized
✓ adaptive hint scaffolding online
✓ anti-monologue safety active
→ local server ready at http://localhost:5173
ACTIVE COMMUNITY ISSUES

We are actively welcoming open-source contributors across 14 curated issues:

  • Issue #12: Three.js interactive blackboard canvas
  • Issue #09: Multi-turn anti-monologue guardrail
  • Issue #07: Modular local model adapter for Ollama/vLLM
  • Issue #04: Scaffolded progressive hint ladder tuning
Browse Open Issues on GitHub ↗
PEDAGOGICAL AI FOUNDATIONS SYS-01 SPECIFICATION OPEN ACCESS

The Cognitive Atrophy Hypothesis: Socratic Dialogue Scaffolding vs. Instant Answer Engines in LLM Tutoring

Exortic Human Cognitive Elevation Research Initiative

Investigates the psychological and neural deskilling effects of zero-friction conversational AI on student retention, proposing the progressive-hint constraint model implemented in Guidey.

Test Live in Guidey ↗ View All Research Papers →
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