# Framework

## INTRODUCTION

<figure><img src="/files/qHTqiWr3f8XyQIQw1tcg" alt=""><figcaption></figcaption></figure>

Anyone with the slightest background in finance or economics has likely heard of the [Efficient Market Hypothesis](https://www.sciencedirect.com/science/article/pii/S2212567115014161?). This theory posits that financial markets are informationally efficient, suggesting that outperforming the market would be impossible.

Decades of debate have challenged the Efficient Market Hypothesis, with critics pointing out the [flaws and limitations](https://onlinelibrary.wiley.com/doi/abs/10.1111/j.1745-6622.2009.00246.x) of the framework and others adding nuances to it. For which the outcome can be summarized as follows: Markets are only as efficient as the supply and demand providers making the market.&#x20;

Therefore, less efficient markets exist, and it is possible to predict these markets with a certain degree of confidence by processing the available data quicker and more efficiently than other market participants. Nevertheless, doing that efficiently in practice is still a big challenge.

Acknowledging the evolving nature of financial markets, Ÿ strategically chose to focus on the cryptocurrency market. Its dynamic nature, relative newness, and potential inefficiencies create fertile ground for analysis and prediction, making it ideal for our proprietary tools.

A key advantage crypto market offers is a vast trove of readily available data. However, effectively managing, organizing,  analyzing, and interpreting this massive dataset presents a significant challenge. Recent advancements in artificial intelligence have made it possible to tackle this complexity.

Despite this progress, no one has yet fully succeeded in aggregating data from the diverse array of reliable sources within this space. Moreover, extracting actionable insights requires deep experience and the ability to make use of existing data correctly. This complexity hinders the creation of a single, user-friendly model capable of generating insightful and profitable predictions.

Ÿ is building an AI real-time market prediction suite of services. We harness AI to deliver  unprecedented insights into market sentiment and trends. Our proprietary Oracle offer an unmatched advantage, empowering you with an unbeatable suite of prediction solutions for data centered decision-making.

***

## HOW IT WORKS

<figure><img src="/files/AENDp4KRHucOQgnZYnrE" alt=""><figcaption></figcaption></figure>

1. **Ÿ Oracle**

The Oracle is the collective output of the multiple, integrated sub-process structures that collaborate to deliver optimal precision. Ÿ Oracle employs two model types to transform data into predictions:

* Data Agents: analyze, refine, and stores diverse data sources.
* Oracle Agents: leverage this processed data to forecast future outcomes.

2. **Data Agents**

The Oracle employs data agents to relentlessly monitor diverse information sources 24/7: news, market prices, liquidity, on-chain and off-chain activity, and upcoming market events. This rich, self-updating historical database combined with real-time self-browsing capabilities ensures our models remain aligned with rapidly evolving markets.

3. **Oracle Agents**

Upon receiving observed events, our models analyze, label, and score incoming data. Oracle Agents seek current and past patterns, identify repetitions, draw historical parallels, and factor in context and sentiment. This analysis is then delivered to the appropriate output channels.

4. **Database**

The Oracle's predictive performance and power hinges on its expanding database. This repository encompasses data from the CEX market, on-chain data, ETF data, Sentiment Data, Traditional Finance Data, Orderbooks data and more  – essentially, every conceivable source of crypto-relevant information. As well as real-time updates ensuring the database constantly reflects the market's pulse.

5. **Output Channels**

   The Oracle is designed for seamless integration across multiple output channels. Starting with a real-time updates and reports via  the Ÿ Web Dashboard for in-depth analysis, the Oracle bot, the telegram mini app and future plans include developer-centric APIs and WebSockets. This flexibility empowers users to interact with the Oracle in the way that best suits their needs.

***

## Ÿ Agents

Ÿ Agents serve as the initial building blocks for creating the **unified Oracle**. Each of our 10 Agents acts as a dedicated data hub, focusing on a specific market data observer. All of these 10 agents are then unified in our Ÿ Oracle.&#x20;

<figure><img src="/files/Id9G0U0dJmlvi5PhcyYL" alt=""><figcaption></figcaption></figure>

***

## Available Agents

Here is a one-sentence explainer for all current active agents

<table data-column-title-hidden data-view="cards"><thead><tr><th></th><th></th><th data-hidden data-card-cover data-type="files"></th></tr></thead><tbody><tr><td><mark style="color:green;">Ÿ CEX</mark></td><td>Daily analysis of centralized exchange market activity &#x26; its potential impact on crypto assets.</td><td><a href="/files/8j8q306JFUQ2V7ZgCnFd">/files/8j8q306JFUQ2V7ZgCnFd</a></td></tr><tr><td><mark style="color:green;">Ÿ Balance Global</mark></td><td>Looks at global exchange balance metrics and changes</td><td><a href="/files/9la0V9Kxni345FXLOAND">/files/9la0V9Kxni345FXLOAND</a></td></tr><tr><td><mark style="color:green;">Ÿ Balance Asset</mark></td><td>Looks at exchange balances and changes for each tracked asset</td><td><a href="/files/I4zCnwCucUYwdDNior1c">/files/I4zCnwCucUYwdDNior1c</a></td></tr><tr><td><mark style="color:green;">Ÿ Orderbook</mark></td><td>Orderbook imbalances (Bid &#x26; Ask side) for crypto assets on different exchanges (Spot &#x26; Futures).</td><td><a href="/files/thtmOgQKqDRbYwnYbhAP">/files/thtmOgQKqDRbYwnYbhAP</a></td></tr><tr><td><mark style="color:green;">Ÿ Market</mark></td><td>Looks at general market stats such as spot vs futures volume, volume &#x26; open interest vs amrket caps, amount of leverage and more</td><td><a href="/files/jm45EYEPs9H6MSXbowLx">/files/jm45EYEPs9H6MSXbowLx</a></td></tr><tr><td><mark style="color:green;">Ÿ Yields</mark></td><td>Examines the size and rewards of various crypto assets onchain.</td><td><a href="/files/wyFV8V7vICvuTYmFR03g">/files/wyFV8V7vICvuTYmFR03g</a></td></tr><tr><td><mark style="color:green;">Ÿ Option</mark></td><td>Option's volume &#x26; open interest for different CEX's.</td><td><a href="/files/iKjqQaHKtSUfecp7Sb75">/files/iKjqQaHKtSUfecp7Sb75</a></td></tr><tr><td><mark style="color:green;">Ÿ TradFi</mark></td><td>Tracks the dollar index, major US benchmarks (S&#x26;P 500, Nasdaq), key tech stocks (Google, Apple), and crypto-related stocks (Bitcoin miners, MicroStrategy, Coinbase). Tracks US, EU, Asia markets, looks at bonds, currencies, commodities</td><td><a href="/files/fP8XZRCKqfeagaOjK74V">/files/fP8XZRCKqfeagaOjK74V</a></td></tr><tr><td><mark style="color:green;">Ÿ Premium</mark> </td><td>Looks at difference and imbalance between spot and futures pricing</td><td><a href="/files/sTJFukErGRvNhfFfLSN9">/files/sTJFukErGRvNhfFfLSN9</a></td></tr><tr><td><mark style="color:green;">Ÿ Fear &#x26; Greed</mark></td><td>Looks at general market sentiment for both crypto and stocks </td><td><a href="/files/xO86gSpVSnQ73yIrEt8Y">/files/xO86gSpVSnQ73yIrEt8Y</a></td></tr><tr><td><mark style="color:green;">Ÿ Sentiment Stock</mark></td><td>Looks at stock market sentiment for different market sectors across different social platforms</td><td><a href="/files/qxZ7MFyKnZTcd4WF4F1D">/files/qxZ7MFyKnZTcd4WF4F1D</a></td></tr><tr><td><mark style="color:green;">Ÿ Sentiment Asset</mark></td><td>Looks at individual asset sentiment across different social platforms</td><td><a href="/files/9JF5ReHfBqTXtXEke1iS">/files/9JF5ReHfBqTXtXEke1iS</a></td></tr><tr><td><mark style="color:green;">Ÿ Sentiment Stable</mark></td><td>Looks at stable coin sentiment across different social platforms</td><td><a href="/files/aJHdy7oDRmew45sQhrMn">/files/aJHdy7oDRmew45sQhrMn</a></td></tr><tr><td><mark style="color:green;">Ÿ Sentiment Global</mark></td><td>Looks at global sentiment across differnt social platforms by looking at topics such as crypto, finance, vc's, stocks, currencies etc</td><td><a href="/files/gsihez7bHh4fsuN5Mcmz">/files/gsihez7bHh4fsuN5Mcmz</a></td></tr></tbody></table>

***

## V5 Framework

<figure><img src="/files/9pKwyFWaB1kbBIVyGc3V" alt=""><figcaption></figcaption></figure>

With a goal of providing full-market coverage, the Ÿ Framework is forever evolving.  Now the latest is the V5 Framework Upgrade focused on delivering <mark style="color:green;">greater market coverage</mark>,  <mark style="color:green;">streamlined insights</mark>, with more <mark style="color:green;">accurate</mark> and <mark style="color:green;">profitable</mark> results!&#x20;

* Used more <mark style="color:green;">detailed colour coding</mark> for clear market insights.
* Developed two more trading strategies, implemented into the Ÿ signals for greater results!&#x20;
* 10 Tracked symbols & now tracking 5 different segments (<mark style="color:green;">Total ALTS, High Cap, Mid Cap, Low Cap, Total Crypto Market</mark>)&#x20;
* New Asset and Strategy Chart for Ÿ signals - Follow best performing strategies and assets easily!&#x20;


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://whitepaper.yoracle.ai/framework.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.