SkillAgentSearch skills...

Thinkrank

Revolutionizing collaborative thinking and problem-solving through intelligent ranking systems and gamified AI research contribution. A hybrid gaming-educational mobile platform that combines engaging game mechanics with generative AI education and research.

Install / Use

/learn @clduab11/Thinkrank

README

🎮 ThinkRank — The world's most addictive AI literacy game

<div align="center">

Download on App Store Download on Google Play Website

<img width="1024" height="1280" alt="VeniceAI_FKX8lEx" src="https://github.com/user-attachments/assets/f214c350-a96f-4eba-9c08-7c0cda6db626" />

Learn to outsmart AI—by playing. ThinkRank transforms advanced AI concepts into viral, bite-sized challenges that feel like a game and level up your real-world AI literacy while contributing to cutting-edge research.

🎯 Learn More📱 Coming Soon to App Stores🎞️ Watch Demo👥 Join Research Community

</div>

🦾 Why ThinkRank, why now?

  • AI is everywhere—so are deepfakes, bias, and hallucinations.
  • Most tools teach features; ThinkRank trains judgment.
  • You’ll master bias detection, research workflows, and ethical AI—while contributing valuable research data that advances AI safety.

🔥 Core gameplay that teaches (and sticks)

Gacha‑style progression (designed for learning, not luck)

Collect challenge packs across five transparent rarity tiers that map to learning depth—not paywalls:

  • Common: starter drills that build pattern recognition
  • Uncommon: context and prompt‑sensitivity challenges
  • Rare: cross‑modal (text + image) detection scenarios
  • Epic: nuanced bias/ethics tradeoff simulations
  • Legendary: expert‑level research investigations, time‑boxed and collaborative

What drops:

  • Challenge Packs: curated sets by topic (bias, provenance, safety)
  • Insight Cards: distilled lessons unlocked from your play
  • Research Threads: community investigations you can join and rank in

Odds are published in‑app. No pay‑to‑win. Progress is skill‑based and education‑first.

Bias detection challenges

  • Spot subtle linguistic tells, stylistic artifacts, and sampling biases
  • Compare model outputs, trace likely training influences
  • Calibrate confidence and justify decisions under uncertainty

Real‑time research workflows

  • Validate sources, triangulate claims, and cite evidence
  • Log reasoning steps; receive instant feedback and exemplars
  • Join live investigations of trending AI‑generated content

Viral features that amplify learning

  • Social sharing of Insight Cards and clutch solves
  • Global leaderboards, seasons, and achievement streaks
  • Party play and classroom modes for cohort learning

🎓 Your learning arc

  • Onboarding: fast calibration of your current AI literacy
  • Adaptive Path: challenges personalize to your strengths and gaps
  • Mastery Checks: prove competence through timed, mixed‑modality rounds
  • Recognition: earn shareable badges and optional certificates aligned to real competencies

🧪 Research mode that respects people

ThinkRank’s challenges double as privacy‑preserving research tasks that advance AI safety.

  • Contribute to collective understanding of bias, detection limits, and evaluation best practices
  • Unlock meta‑insights that explain where and why detection succeeds or fails
  • Access anonymized, aggregated learning analytics about your own progress

🛡️ Research‑only ad philosophy & data ethics

  • Research‑only data use: gameplay data is used exclusively for educational research and AI safety advancement
  • Privacy by design: identifiers removed, k‑anonymity and aggregation enforced, with differential privacy where appropriate
  • Governance: IRB/ethics board alignment for studies; transparent data dictionaries and retention windows
  • Access policy: insights are sold only to accredited universities, public benefit corporations, and mission‑aligned nonprofits
  • No commercialization for profit: no ad targeting, no sale to ad networks, no data brokering
  • Compliance: GDPR/CCPA supported; export/erase on request; clear in‑app consent and controls

Read the full policy in the in‑app Privacy Center at launch.


🚀 Project status & launch

  • Coming soon to the Apple App Store and Google Play
  • Enterprise‑grade foundation already in place; content and live events ramping
  • Beta cohorts forming for educators, researchers, and student groups

🎯 Development Roadmap & Sprint Planning

Sprint 1: Foundation & Core Architecture (Weeks 1-4)

Focus: Establish robust technical foundation for AAA-quality gaming experience

Key Deliverables:

  • ✅ Microservices architecture with 60fps performance baseline
  • ✅ Cross-platform Unity client with Metal/Vulkan optimization
  • ✅ Authentication and user management system
  • ✅ Core database schema with research integration
  • ✅ Performance monitoring and analytics pipeline

Technical Highlights:

  • Sub-200ms response times across all interactions
  • 99.9% uptime architecture with automated failover
  • Advanced memory management and asset streaming
  • Real-time multiplayer infrastructure

Sprint 2: AAA Game Engine Integration (Weeks 5-8)

Focus: Implement AAA-comparable game mechanics with educational depth

Core Game Titles Preview:

🎯 Bias Hunter (Puzzle-Adventure, Genshin Impact Quality)

  • iOS/Android Optimization: ARKit/Core ML integration for real-world bias detection
  • Gameplay: Shadow of the Colossus-style boss battles against AI bias manifestations
  • Educational Integration: Each defeated bias unlocks research contribution opportunities
  • Visual Fidelity: Horizon Forbidden West-level graphics with dynamic bias visualization

🧠 Mind Maze (Rogue-like Puzzle, Hades meets The Witness)

  • iOS/Android Optimization: SceneKit/Metal performance optimization for complex 3D puzzles
  • Gameplay: Procedurally generated AI ethics challenges with permanent progression
  • Educational Integration: Each floor represents different AI research domains
  • Visual Fidelity: Monument Valley-inspired architecture with neural network visualizations

QuickScope AI (Competitive Shooter, Valorant meets Counter-Strike)

  • iOS/Android Optimization: Vulkan/Metal API optimization for 120fps competitive gameplay
  • Gameplay: Fast-paced bias detection matches with ranking and tournaments
  • Educational Integration: Real-time AI evaluation challenges during matches
  • Visual Fidelity: Rainbow Six Siege-level tactical environments with AI behavior simulation

🌐 Echo Chamber (Social Strategy, Among Us meets Civilization)

  • iOS/Android Optimization: Unity DOTS for massive multiplayer social simulation
  • Gameplay: Build and defend digital societies from AI misinformation
  • Educational Integration: Community-driven research validation and consensus building
  • Visual Fidelity: Cities: Skylines-style city building with information flow visualization

🔮 Oracle's Trial (RPG Adventure, Zelda meets Final Fantasy)

  • iOS/Android Optimization: Advanced shader pipeline for magical AI effects
  • Gameplay: Epic quest to master AI literacy across multiple realms
  • Educational Integration: Each realm focuses on different AI research areas
  • Visual Fidelity: Breath of the Wild-level open world with dynamic AI ecosystem

Sprint 3: Research Integration & Polish (Weeks 9-12)

Focus: Deep integration of cutting-edge AI research with game mechanics

Research Partnerships:

  • Stanford HAI: Human-AI alignment challenges
  • MIT CSAIL: Advanced bias detection scenarios
  • Google DeepMind: Safety and ethics integration
  • OpenAI: Alignment and value learning systems

Advanced Features:

  • Real-time research problem distribution
  • Player contribution quality validation
  • Dynamic difficulty adjustment based on research needs
  • Cross-platform save synchronization

Sprint 4: Launch Preparation & Beta (Weeks 13-16)

Focus: Polish, optimization, and launch readiness

Beta Testing Phases:

  • Internal testing: Performance and stability validation
  • Closed beta: Research institution partners
  • Open beta: Educational institution testing
  • Soft launch: Gradual market introduction

Launch Targets:

  • 60fps consistent performance on iPhone 12+/Galaxy S21+
  • <200ms response times for all interactions
  • Zero-downtime deployment architecture
  • Comprehensive accessibility features

📊 Sprint Metrics & Success Criteria

Performance Benchmarks

  • Frame Rate: 60fps minimum, 120fps target on high-end devices
  • Load Times: <3s app startup, <1s level transitions
  • Memory Usage: <500MB baseline, <1GB during intensive gameplay
  • Network: <200ms API responses, <50ms real-time features

Educational Impact Metrics

  • Learning Progression: Measurable AI literacy improvement
  • Research Quality: 85%+ expert validation of player contributions
  • Engagement: 15+ minutes average session length
  • Retention: 70% day-7 retention, 40% day-30 retention

Technical Excellence Standards

  • Crash Rate: <0.1% across all platforms
  • Accessibility: WCAG 2.1 AA compliance
  • Localization: 15+ language support
  • Platform Optimization: Apple App Store and Google Play feature parity

Join early access: hello@parallax-ai.app


🧩 Technical excellence (built to scale learning)

  • Seven microservices architecture
    • Authentication • Game • AI Research • Social • Analytics • Realtime • API Gateway
  • Mobile‑first Unity client for iOS and Android with native‑feel performance
  • Real‑time multiplayer and events via secure WebSockets
  • AI integration for adaptive difficulty, feedback, and research workflows
  • Enterprise security: strong encryption, zero‑trust networking, comprehensive auditability
  • Production SRE stack: metrics, logs, and traces with actionable alerts

Deep dives:

  • Architecture, deployment, and SRE docs (coming soon in docs/)

🤝 Join the m

View on GitHub
GitHub Stars25
CategoryEducation
Updated4d ago
Forks2

Languages

TypeScript

Security Score

95/100

Audited on Mar 29, 2026

No findings