twin3 Contributors
Tracking platform growth — evaluating creators and builders across the twin3 ecosystem.
Twin3 Contributors
Creator Filter
connectors scored
experiencers scored
builders scored
Awaiting Backend Cache...
Referral Funnel
Invite Codes
Total L1
Conversion
CNI Total
Sum of current code(s) • live
r • l • f • b
—
Not in /leaderboard snapshots yet
Merge rule: when both sources exist, apply Tracker's fraud ratio (legit / regular) to the API count, then MAX against Tracker net. This filters alt-farming (Tracker flags fakes) while still crediting new legitimate invites since the bot's last snapshot. No double-counting — both sources key by Discord UID.
Level 2-4 tracking (SBT mint, Matrix update, Agent launch) will activate once the on-chain data pipeline is connected.
Participation Activity
Active
Gtwin3
Both
Tenure
Verified
OG Tester
Active
Gtwin3
Reactions
Tenure:
Joined:
Score: full months × 10 =
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Under Construction
This matrix dimension is currently being built in the Twin3 Protocol. It will be unlocked gradually.
About CCI (Creator Contribution Index)
1. Definition
CCI (Creator Contribution Index) is the ultimate performance metric designed specifically for the Twin3 Web3 ecosystem. It fuses traditional social metrics with algorithmic content quality analysis to precisely measure true creator impact.
2. Purpose
Designed to reward high-quality, high-engagement true contributors and eliminate bot farming and spam. CCI removes the strictly linear advantage of raw likes and views, focusing on deeper discussions and original content value.
3. Algorithm Logic
+ [ Log₁₀(Views+1) × ( Weighted Interactivity / Posts ) ]
- • Four-Factor Quality Audit (Multiplier): All metrics are first assessed by the scoring model evaluating alignment, quality, originality, and social context (applying a 0.2x to 1.5x penalty or bonus multiplier).
- • Deep Engagement Over Surface Traffic: By increasing the baseline weight of Replies (x3) and Reposts (x2), users are heavily incentivized to create thought-provoking, long-tail content.
- • Anti-Spam Dampener: The latter half of the formula divides by the total valid posts. This inherently means spamming low-quality content will drag down your average yield significantly. Only consistency with matched quality succeeds.
Scoring Methodology
Dual-Layer Scoring Pipeline — Transparent & Auditable
Dual-Layer Architecture
Every contribution is processed through a two-stage scoring pipeline designed for accuracy and efficiency. This ensures noise is filtered quickly while genuine contributions receive thorough, nuanced evaluation.
Model: Gemini 2.5 Flash
Instantly classifies contributions into 3 categories: Spam (filtered out), Low-Effort (penalized), or Valid (forwarded to Layer 2).
~80% of content resolved here. Cost: minimal.
Model: Gemini 2.5 Pro
Only valid content reaches this stage. The evaluation model performs 4-factor scoring with calibrated rubrics grounded in the Twin3 whitepaper.
~20% of content. Deep reasoning model.
4-Factor Scoring Rubric
Alignment (1-10)
How accurately does the content cite core protocol mechanics — Soulbound Tokens, 256D Matrix, AI Agent Economy, Human Origin Protocol? Generic hype with no specific knowledge scores low.
Quality (1-10)
Writing structure, grammar, formatting, and narrative clarity. Well-structured threads with clear arguments score high. Incoherent or emoji-only content scores low.
Originality (1-10)
Unique perspective and analytical depth. Novel use-case articulations and original insights score high. Copy-pasted or AI-generated boilerplate content scores low.
Social Context (1-10)
Potential for organic community engagement. Content likely to spark meaningful discussion, educate newcomers, or attract builders scores high.
Impact Classification
🚀 High-Impact
Score ≥ 30 & Align ≥ 7
×1.6
🟢 Standard
Score 15-29
×1.0
⚠️ Low-Quality
Score < 15
×0.3
Anti-Gaming Measures
- ▸ Duplicate Detection: Posts with highly similar content to previous submissions are automatically flagged and receive a ×0.0 multiplier.
- ▸ Handle Verification: Only posts from a user's primary/majority Twitter handle are counted. Cross-account engagement farming is filtered.
- ▸ Originality Detection: The scoring model is calibrated to detect copy-pasted or boilerplate content, penalizing it heavily on the Originality axis.
- ▸ Cache Integrity: All evaluations are cached and immutable once scored. Re-syncs do not re-evaluate previously scored content.
Pipeline Flow
// Creator Content Pipeline
Tweet → L1 Flash (Spam?) → L2 Pro (4-Factor Score) → CCI Calculation
// Builder Report Pipeline
Bug Report → L1 Flash (Noise?) → L2 Pro (Severity × Originality × Constructiveness) → BCI Score
About BCI (Builder Contribution Index)
BCI v2 — Multi-Dimensional Builder Quality Metric
1. Definition
BCI (Builder Contribution Index) is a composite metric that evaluates the true value of each tester's contributions to the Twin3 ecosystem. It measures not just quantity, but the quality, severity, originality, and follow-through of each report.
2. Report Classification
Each report is classified into severity categories with different base weights:
🐛 Bug
×3.0
System errors, crashes
🎨 UX
×2.0
Usability improvements
💡 Feature
×1.0
New feature requests
🗑️ Noise
×0.0
Chatter, off-topic
3. Scoring Formula
Total BCI = Σ(Per-Report BCI) + Verification_Bonus + Consistency_Bonus
4. Five Evaluation Dimensions
Impact
Cumulative severity of reported issues. Critical bugs (5/5) contribute more than cosmetic issues (1/5).
Quality (avg 1-5)
Average report clarity and depth. Reports with repro steps, logs, and tx hashes score highest.
Discovery
Number of issues where you were the first to report. Duplicate reports receive heavily reduced credit (×0.05).
Verification
Follow-up testing — confirming bug fixes, retesting after updates. Completes the feedback loop and earns +15 bonus per verification.
Consistency
Number of distinct active weeks. Sustained engagement over 4+ weeks earns +25 bonus. Rewards reliability over one-time dumps.
🏆 First-Reporter Priority
First Reporter
×1.0
Adds New Info
×0.4
Pure Duplicate
×0.05
About EXI (Experiencer Index)
Holistic Community Participation Metric
1. Definition
EXI (Experiencer Index) measures the depth and consistency of a community member's participation in the Twin3 ecosystem. It captures presence, engagement, and commitment across multiple touchpoints — not just message volume, but meaningful daily participation patterns.
2. Scoring Formula
3. Scoring Components
Server Tenure +10 per 30 days (max 120)
How long you've been a member of the Twin3 Discord server. Rewards early adopters and long-term community members. Capped at 12 months to prevent infinite accumulation.
Community Verification +5
Completing the server's identity verification process. Confirms you are a real, engaged participant — not a lurker or bot.
OG Tester +5
Participated in the first wave of testnet testing. This is a one-time badge of honor that recognizes founding contributors who helped shape the product from its earliest stage.
Active Days +2 per day
Any day you sent at least one message in any community channel. Measures genuine presence — not volume, but showing up consistently. Each unique active day counts once regardless of message count.
Gtwin3 Check-in +3 per day
Daily sign-in in the #gtwin3 channel. The highest-weighted daily action — it signals intentional, ritual-like commitment to the community. Weighted 1.5× more than a regular active day.
Announcement Reactions +1 each
Reacting to official announcements. Shows you read and acknowledged important updates. Each reaction emoji on announcement posts counts as +1.
📊 Activity Heatmap
Each user's expanded view includes a GitHub-style contribution heatmap that visualizes daily participation patterns. The heatmap encodes multiple signals into a single view:
Active Only
Sent messages
Gtwin3 Only
Daily check-in
Active + Gtwin3
Full participation
No Activity
Inactive day
📡 Data Source
Discord Gateway: All data is collected directly from the Twin3 Discord server via the Discord API.
Channels Tracked: All community, alpha-test, language, and support channels (22+ channels).
Sync Frequency: Guild profiles refresh every 12 hours. Channel messages sync every 6 hours.
Historical Coverage: All messages from server inception (Feb 2026) to present.
About CNI (Connector Index)
Referral Funnel Depth Metric
1. Definition
CNI (Connector Index) measures how effectively a community member brings new users into the Twin3 ecosystem. Unlike a simple invite count, it tracks the depth of conversion — rewarding connectors whose invitees go beyond joining Discord to actually become active ecosystem participants.
2. The 4-Level Funnel
Joined Discord +5 per person
Someone joined the Twin3 Discord via your invite link. Tracked via Discord's native invite usage count.
Minted SBT +15 per person
Your invitee connected a wallet and minted their Soulbound Token. This is the first meaningful on-chain step — they committed to a digital identity.
Updated Twin Matrix +25 per person
Your invitee actively shaped their 256-dimensional soul vector. This signals genuine engagement with the protocol — they're not just holding, they're building.
Launched Personal Agent +50 per person
Your invitee deployed their Personal AI Agent and joined the Agentic economy. This is full conversion — they became an active participant in the ecosystem.
3. Scoring Formula
Each invitee contributes cumulative points — an invitee who reaches L4 also counts for L1, L2, L3. This rewards both breadth (inviting many people) and depth (getting them to full conversion).
🚧 Current State (Phase 1)
L1 tracking: ✅ Live — polling Discord invite API every 2 hours.
L2 SBT detection: 🚧 Coming soon — requires Discord ↔ wallet binding system.
L3 Matrix tracking: 🚧 Coming soon — requires Twin3 backend API integration.
L4 Agent detection: 🚧 Coming soon — requires Personal Agent deployment API.
@
UID:
Identity Bindings
Discord
Wallet
X / Twitter
① Paste this code in your X bio or a tweet
Expires in 1 hour.
② Your X handle
Your bindings unlock Creator (Twitter) and Connector L2+ (Wallet) scoring features.