# Introduction

**Billy Bets is an autonomous AI agent designed to revolutionize the sports betting experience**. By integrating SportsTensor intelligence, Sportsdata.io data and tracking and analyzing the behavior of top-performing bettors, Billy delivers accurate and data-driven betting recommendations, serving as an invaluable resource for bettors, providing insights into critical facts and trends tailored to the games they care about. With its advanced analytics and real-time updates, Billy not only empowers users to make more informed decisions in the competitive world of sports betting but also autonomously places these bets itself via on-chain betting sites.

Billy is poised to become the most influential sports bettor of all time. Billy is on 24/7, continually improving it's edge, and interacting with its fans online, providing them actionable information that can help them make more informed bets. We are witnessing the next generation of sports betting entertainment. Enjoy the show.&#x20;


# Next-Gen Influencer

Unlike other betting agents, Billy Bets isn’t just a research tool. Billy Bets was designed to truly embody the personality of your typical sports betting sharp. Billy has an in-depth knowledge of sports and sports history, including an understanding of team rivalries, popular teams and players, and other culturally relevant sports history. Billy is extraverted, has a high tolerance for risk, and a clear degenerate & humorous side.&#x20;

Billy Bets was designed to speak and behave like the great modern sports bettors, as if they were distilled into pure bettors, merged into one, and given an iPhone with just X and FanDuel on it.


# Influence & Insights

As of writing, there are thousands of AI-powered influencers appearing online. Meta has recently opened the floodgates for their AI generated users to begin creating content at scale. In the near future, AI influencers will be indistinguishable from their human counterparts.&#x20;

Billy will be no exception to this rule. Billy Bets’ personality has the opportunity to create a cult following in a similar way that other online bettors have. The advantage for Billy Bets is that it can interact with everyone in the world, simultaneously, 24/7.&#x20;

In order to gain mindshare and influence we have determined that Billy Bets personality must consist of a deep understanding of sports lore, virality, community building, and crypto lore. Billy Bets is more than just a sharp, he’s a modern day influencer.&#x20;


# Core Interaction Capabilities

Users can interact directly with Billy Bets across a myriad of channels allowing for users to get personalized answers to their sports betting questions and  offer timely and relevant insights to the public at large. This is achieved through key interaction capabilities including:

## Active Listening & Response

* Continuously monitors mentions, tags, and relevant conversations across platforms
* Processes and understands conversation context through its advanced memory system
* Maintains separate conversation threads with multiple users simultaneously
* Stores user interactions and conversation history for future context

## Engagement Triggers

### Direct Engagement

* Responds to direct mentions and tags
* Processes questions and requests using its knowledge base
* Performs real-time web searches when additional information is needed
* Maintains conversation context through its memory system

### Autonomous Engagement

* Proactively joins relevant sports and betting discussions
* Analyzes conversation relevance before engaging
* Can disengage when conversation becomes irrelevant
* Initiates new content creation based on observed trends or gaps in discussion

## Platform-Specific Implementation

### **Twitter Integration**

* Monitors Twitter stream for relevant sports betting discussions and mentions
* Implements conversation threading for coherent multi-turn interactions
* Uses sentiment analysis to gauge optimal engagement timing
* Maintains rate limit awareness to ensure consistent availability

### **Discord Integration**

* Provides real-time responses in relevant channels
* Maintains separate conversation contexts per channel and user
* Offers detailed analysis and betting insights when requested
* Stores server-specific preferences and interaction history


# Interactive Research Platform

As a cornerstone of the platform, Billy Bets serves as an advanced sports research agent accessible across multiple platforms. This will provide users with access to high quality data and analysis including:

## Real-Time Research Access

* Seamless interaction through Discord, Twitter, Telegram, and WhatsApp
* Natural language processing for intuitive question-answering
* Analysis of specific games, teams, or betting opportunities
* Customizable research queries based on user needs

## Personalized Insights

* Learns and adapts to user's betting tendencies and preferences
* Tracks favorite players and teams for targeted betting opportunities
* Analyzes past performance to identify most profitable strategies
* Curates personalized bet recommendations based on user history
* Suggests optimal bet sizes based on user's risk tolerance and bankroll

## Data-Driven Analysis

* Integration with SportsData.io and other proprietary feeds
* Real-time statistical analysis and trend identification
* Historical performance data and pattern recognition
* Contextual understanding of current sports events

## Platform-Specific Features

* Discord: Deep-dive analysis in dedicated channels
* Twitter: Quick insights and real-time updates
* Telegram: Private consultation and personalized research
* WhatsApp: Direct, mobile-friendly research access

## Research Applications

* Pre-game analysis and probability assessments
* Player performance predictions
* League-wide trend analysis
* Historical matchup insights
* Injury impact assessments
* Weather and external factor analysis


# Autonomous Betting

Billy Bets will manage its own wallet, allowing it to use its own analysis and judgment to place wagers on upcoming sports fixtures. The agent will be integrated with on-chain sportsbooks, starting with Polymarket. Billy Bets will primarily focus on NBA, NFL, and MLB money-line markets and will expand to other sports and betting markets in future releases.


# Betting Engine

The agent will place daily bets autonomously utilizing the betting engine. Billy Bets will utilize a combination of strategies and integrations across betting markets to place directional and delta-neutral bets on sports markets, starting with the NBA, with the objective of maximizing bankroll growth, whilst minimizing risk.&#x20;

The following strategies will form the core of the bets made by the agent:

1. **Sports Intelligence**: Leverage proprietary odds from Bittensor's SportsTensor subnet
2. **Arbitrage**: Offset trades across exchanges
3. **Copy Trading**: Following top sports bettors on & off-chain
4. **Market Making**: Leverage off-chain betting odds to provide liquidity on-chain

Moreover, the agent will utilize a combinations of risk mitigation strategies to maximize returns whilst limiting downside risk. These include Kelly criterion sizing optimizations, unit sizing models and other gold standard betting strategies used by the leading bettors.&#x20;


# SportsTensor Intelligence

Billy Bets is powered by the [SportsTensor](https://www.sportstensor.com/) predictive betting model, developped on Bittensor's Subnet 41, which provides highly accurate win probabilities for NBA, MLB and NFL matches.&#x20;

SportsTensor has been built on Bittensor, leveraging a distributed network of ML models that use Darwinistic incentive structures to produce battle-tested sports prediction systems that can consistently outperform traditional betting models. Utilizing this advanced prediction model Billy is able to bet with a consistent edge against opponents and identify opportunities in the markets that are mispriced by traditional books.


# Tokenomics

## Token Economy

<figure><img src="https://1718183966-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOMZuZTSmqcVyWIr0jHE8%2Fuploads%2FLFiWG3aERhUeP5cnQDk1%2FFlowchart%20(2).jpg?alt=media&amp;token=580b532d-7948-4ad9-bab4-ae661ee3f410" alt=""><figcaption></figcaption></figure>

## Token Allocation

<figure><img src="https://1718183966-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOMZuZTSmqcVyWIr0jHE8%2Fuploads%2FzoB5EXO6VaDAEIm2u2vc%2FIMAGE%202025-02-17%2023%3A51%3A18.jpg?alt=media&amp;token=49899f12-1505-4d59-a01f-c19de706d771" alt=""><figcaption></figcaption></figure>


# Buyback & Burn

The main objective of the $BILLY token is to directly link the trading performance to the tokenomincs through a buyback and burn mechanism. This allows for $**BILLY token holders to passively benefit from the success of the autonomous betting** strategies without having to set their own bets, track games or engage with the agent themselves.

Billy Bets will autonomously place bets and upon the end of a betting epoch (currently 1 week), Billy Bets will use 50% its net profits to buyback $BILLY tokens which will subsequently be burnt.&#x20;

Net profits will be calculated as the difference between the starting bankroll and the final bankroll during an epoch. Should Billy Bets not exceed his starting bankroll on any given period, the starting bankroll figure will be rolled forward for the next epoch, ensuring that Billy Bets continously grows his bankroll to facilitate larger buyback and burns in future.


# Utility

In addition to the buyback and burn mechanisms the $BILLY token will be integral to access premium features which will be token gated.

## Terminal

Users that hold a minimum balance of $BILLY in their wallet will be able to access a terminal to interact directly with Billy Bets, beyond what is possible through public channels. Users will be able to leverage the terminal to place bets using natural language and peform advanced research on potential props, parlays and sports statistics to better inform their betting decisions. Additionally, users will be able to monitor line movements, set reminders and execute trades if certain conditions are met.

## Vaults

Billy Bets will offer vaults in which users can deposit USDC that will be allocated in line with Billy Bets' own allocations in markets. Vault allocations will be constrained by the balance of $BILLY users hold, ensuring that edges are not eroded when bets are made. Themed vaults will also allow users to curate their exposure to specific sports or types of bets, allowing for a more personalized experience.&#x20;


# Technical Architecture

## Architecture

<figure><img src="https://1718183966-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FOMZuZTSmqcVyWIr0jHE8%2Fuploads%2FHbFfbYL6wAAhqZschJmF%2FFlowchart%20(3).jpg?alt=media&amp;token=c825a3c8-9faa-4aee-89f0-83e3571c9d6b" alt=""><figcaption></figcaption></figure>

Billy Bets has been built utilizing a combination of the [Eliza framework](https://elizaos.github.io/eliza/) and proprietary coding. This allows Billy Bets to operates as a fully autonomous agent which leverages advanced AI models, bespoke sports datasets, and intelligent social interaction capabilities. This technical overview details the core components and their interactions.

## Character

The Billy Bets character has been hand crafted to replicate the personality of top sports betting personalities, both real and fictional. The agent is able to pull from a number of pop-culture and sports references to provide a geniunely entertaining personality with sacrastic wit, allthewhile providing deep sports analysis.&#x20;

## Model

Billy Bets leverages multiple state-of-the-art AI models including Anthropic’s Claude 3.5, OpenAI’s ChatGPT 4o, Meta's LLaMA 3.2, and Perplexity for different specialized functions. Each model serves specific purposes within the system, from content generation to complex decision-making processes.

This has been fine-tuned using a combination of Reinforcement Learning from Human Feedback (RLHF) and supervised training techniques.

**Supervised Fine-Tuning**: Manually curated conversations and replies, emphasizing Billy’s tone and character, is used to train the model. This step is important to ensure that our agent maintains its funny and degenerate style across various interaction scenarios.

**Reinforcement Learning:** A reward-based feedback loop is implemented, where responses are scored based on engagement metrics from X (likes, retweets, comments) to optimize for more engaging content.

## Data

Billy Bets implements a multi-layered data processing system pulling from relevant sources that ensure it to respond in real time with context, relevance and historical knowledge allowing for it to create organic engagement with users.&#x20;

Key integrations include:

* **Sports Data Integration** through Sportsdata.io API with real-time websocket connections
* **Blockchain Oracle Integration** via Polymarket's on-chain APIs
* **Persistent Storage Layer** utilizing Supabase for distributed memory management to support RAG processing.&#x20;
* **Deployment Infrastructure** through Render for scalable service management
* **Daily Betting Intelligence** via the SportsTensor API

## Memory Managment

A sophisticated RAG-based memory architecture has been implmented that allows for:

* Vector-based conversation storage for efficient context retrieval
* Hierarchical user profile management system
* Distributed sports knowledge base with real-time updates
* Context-aware memory pruning and optimization


# Roadmap

Below details the Billy Bets roadmap.&#x20;

✅ Denotes a completed feature

&#x20;🏗️ Denotes a feature currently under development by our dev team

Follow us on our socials for the latest updates&#x20;

## Phase 1: Model Fine-Tuning and Initial Deployment ✅

### Billy Bets Persona Development ✅

* Model fine-tuning to create the Billy Bets persona, incorporating sports betting knowledge and a humorous personality.
* Implement natural language processing to ensure Billy's interactions are engaging and on-brand.

### Sports Data Integration ✅

* Integrate comprehensive sports betting data to provide Billy with up-to-date information on teams, players, and betting odds.
* Incorporate SportsTensor intelligence for enhanced predictive capabilities and market analysis.

### Social Media Presence ✅

* Launch Billy Bets' X account as the primary platform for sharing insights and engaging with followers.
* Develop automated posting and reply systems for consistent engagement and real-time updates.

### Research and Insights Generation ✅

* Enable Billy to analyze sports data and generate valuable insights for followers.
* Implement sentiment analysis to gauge user reactions and adapt content accordingly.

## Phase 2: Tokenization & Premium Features 🏗️

### $BILLY Token Launch ✅

* Create and distribute the $BILLY token, establishing a tokenomics model that incentivizes engagement and loyalty
* Provide DEX liquidity for a seamless trading experience

### Autonomous Betting Capabilities ✅

* Provide Billy with a funded wallet which he controls entirely
* API access to multiple sports betting websites, where Billy can autonomously place bets

### Multi-Platform Integration 🏗️

* Expand Billy Bets' presence to additional social media platforms for wider reach and engagement
* Provide additional access to other betting platforms in order to increase Billy’s edge

### Sports and Bet Type Expansion 🏗️

* Increase the range of sports Billy can analyze and bet on
* Implement capabilities for various bet types, including parlays, prop bets, and live betting

### Advanced Trading Strategies 🏗️

* Implement advanced trading strategies to allow Billy to exit positions dynamically based on changes in implied volatility mid game
* Train Billy on advanced sports betting strategies to hedge across books&#x20;

## Phase 3: Expansion & Advanced Features

### Terminal

* Develop a tokengated terminal that allows users to interact with Billy on the website&#x20;
* Users can request advanced research, live lines and track line movements
* Users can submit trading requests in natural language and execute trades directly in the terminal

### Billy Bets Vault

* Develop a secure system for users to deposit USDC with Billy for automated betting on their behalf
* Reduce betting line slippage for $BILLY holders by betting for them as an edge begins to emerge in real-time

### Sportsbook Aggregator

* Leverage its integration with multiple decentralized sports betting platforms to provide an aggregator that will be able to leverage liquidity across multiple platforms, allowing for larger bets and reduced slippage
* Create a synthetic orderbook for specific betting markets, and establish a maker and taker fee that will be charged to betters with a discount for $BILLY holders above a certain threshold


