Technical Whitepaper
Cribble: The Filipino
AI Search Engine
A vertically-integrated AI search stack purpose-built for 50M+ Filipino internet users — combining hybrid retrieval, multilingual NLP, and the $CRIB utility token on Solana.
Abstract
Cribble is an AI-powered search engine purpose-built for Filipinos and the Filipino diaspora worldwide. It combines a web crawler focused on Philippine domains, a multilingual retrieval-augmented generation (RAG) pipeline, and the $CRIB utility token on the Solana blockchain.
Unlike global search engines that treat Filipino content as a second-class citizen, Cribble natively understands English, Tagalog, Bisaya, Kapampangan, and other Philippine languages. Every answer is grounded in real, cited sources — eliminating the hallucination problem endemic to pure language models.
Key Numbers: 50M+ Filipino internet users. 90% use mobile. Less than 5% of Filipino-language content appears on page one of global search results. Cribble fixes this.
Vision & Mission
Vision
To become the default AI search engine for every Filipino — on any device, in any Philippine language.
Mission
Build a vertically-integrated search stack that prioritizes Philippine content, language, and context — eliminating hallucination through cited, real-time retrieval.
We believe every Filipino deserves access to accurate, fast, local information in the language they think in. Search is not solved for the Philippines. We are here to solve it.
The Problem
Global search and AI tools systematically fail Filipino users across five critical dimensions:
AI Hallucination
ChatGPT and similar tools invent Filipino facts, cite non-existent laws, and produce plausible-sounding misinformation about local events.
Stale Results
Typhoon warnings, election results, and PAGASA advisories need real-time retrieval — not cached pages from weeks ago.
Mobile-First Gap
90% of Filipino users are on mobile, yet most search interfaces are built for desktop and slow 3G connections.
Language Blind Spots
Less than 5% of Filipino-language content reaches page one of global search results. Tagalog, Bisaya, and Ilocano are afterthoughts.
No Local Authority Signals
Global engines rank US-centric domains over authoritative PH government sites, news outlets, and academic sources.
Our Solution
Cribble solves all five problems through a single vertically integrated stack: crawl, index, retrieve, generate, verify, and serve — all optimized for Philippine content and Philippine languages.
Cross-Check: Before finalizing any answer, Cribble runs a secondary verification pass against multiple independent sources. If sources conflict, the system flags the uncertainty and presents both sides with citations.
System Architecture
Cribble is a five-layer stack, each layer purpose-built for low-latency Philippine-context search:
Presentation
- Next.js PWA (mobile-first)
- Responsive search UI
- Real-time results streaming
- Voice search (PH languages)
API Gateway
- Rate limiting & auth
- Query parsing & normalization
- Language detection middleware
- Supabase session management
Search Core
- Hybrid retrieval engine
- Multilingual reranker
- Cross-check verifier
- Freshness scorer
Data Layer
- PH web crawler
- Embedding store (pgvector)
- BM25 index (Elasticsearch)
- Real-time feed ingestion
Blockchain
- Solana smart contracts
- $CRIB token staking
- On-chain reward distribution
- Wallet authentication
Token Economics
The $CRIB token on Solana is the lifeblood of the Cribble ecosystem — powering search rewards, Pro access, staking, and community governance. Total supply is fixed at 1,000,000,000 $CRIB.
100% Fair Launch
No presale. No VC allocation. No private rounds.
$CRIB launches openly on Bags.fm. Every Filipino — and anyone around the world — gets equal access at the same time, at the same price. There are no whitelists, no insider deals, and no pre-allocated wallets. The community owns the token from day one.
Get a Solana wallet
Download Phantom or Backpack, fund it with SOL from any exchange.
Go to Bags.fm
Find the $CRIB token listing. Verify the contract address from our official channels.
Buy $CRIB
Swap SOL for $CRIB. Everyone participates on equal terms — same price, same access.
What $CRIB Does
Pro Search Access
Hold $CRIB to unlock higher rate limits, larger context windows, priority freshness, and real-time streaming.
Staking Rewards
Stake $CRIB to earn a share of premium search revenue, distributed weekly on-chain to all active stakers.
Governance Votes
Token holders vote on roadmap priorities, new language support, fee structures, and ecosystem grants.
Creator Incentives
Filipino content creators and data contributors earn $CRIB for improving search quality and expanding the index.
API Marketplace
Developers pay in $CRIB to access the Cribble API, embed Filipino search, and build on top of the stack.
Early Feature Access
Token holders get priority access to beta features — voice search, multimodal results, and new PH language support.
No team pre-mine: The founding team participates in the fair launch just like everyone else. All token mechanics, fees, and distribution rules are enforced on-chain and publicly verifiable on Solscan.
Roadmap
Phase 1 · Q1 2025
Foundation
Core search engine, Filipino web crawler, BM25 index, Next.js PWA v1, Tagalog NLP.
Phase 2 · Q3 2025
RAG & Multilingual
RAG pipeline, cross-check verifier, Bisaya + Ilocano support, voice search beta.
Phase 3 · Q1 2026
$CRIB Fair Launch
Fair launch on Bags.fm. No presale, no VC, no private allocation — community gets it first.
Phase 4 · Q3 2026
Pro & Ecosystem
Cribble Pro subscription, API marketplace, developer SDK, mobile app (iOS/Android).
Phase 5 · 2027+
Regional Expansion
Southeast Asian languages, multimodal search (image, audio), Cribble for Enterprise.
Conclusion
The Philippines is one of the most connected nations in Southeast Asia, yet its 50 million internet users are underserved by every major search platform. Cribble closes this gap with a purpose-built, mobile-first AI search engine that speaks Filipino — literally.
Through hybrid retrieval, cross-check verification, and a fully fair-launch token model, Cribble aligns the incentives of users, contributors, and builders toward one goal: making accurate Filipino information universally accessible — owned by the community that needs it most.
Built by Filipinos, for Filipinos. Join us at cribble.ph or follow @cribble_ph for updates.