tokens&
For enterprises
tokens&

Find tools, check provider offers, save a build plan, and share your work when you’re ready.

For buildersFor enterprises

For builders

  • Startup credits and perks
  • Agent Skills
  • Publish a project

For enterprises

  • Start free company workspace
  • Submit a tool, product, or perk

Community

  • Community
  • Newsletter
  • Events
Xin

© 2026 tokensand, LLC. All rights reserved.

  • Terms
  • Privacy
  • Security
  • Data Processing
  • Status
  1. Hackathon
  2. Project gallery
  3. Sift: Cognitive Governance Engine
Anonymous builder2 months agoJudging locked: Event build

Sift: Cognitive Governance Engine

Evaluates whether a user’s prompt reflects cognitive offloading and either responds normally or intervenes with a Socratic question to encourage independent thinking.

Review the project

Start with the source code, then open the demo or video if available.

View GitHub repository
Watch demo video
Demo video

Video demos are proof context. Repo, stack, and build notes stay attached so visitors can inspect what was actually built.

Project description
Sift is a cognitive governance layer that sits in front of AI assistants to reduce cognitive offloading. Instead of immediately answering every prompt, Sift evaluates whether the user has demonstrated independent thinking or is relying entirely on AI to reason for them. When excessive cognitive offloading is detected, the system temporarily intervenes with Socratic questions that encourage users to form their own hypotheses before receiving AI assistance. By promoting active reasoning rather than passive consumption, Sift aims to preserve critical thinking while maintaining AI as a collaborative tool rather than a replacement for human cognition.
Tools used
  • GGemini
Project gallery
Project links
  • GitHub repository
  • Demo video
Tools used
  • GGemini