Commit 7a0364

2025-09-25 06:14:19 Sakshi Mahajan: Added changes
Projects/Sentify.md ..
@@ 11,10 11,13 @@
## Project Overview
::: info
- - Tired of trading on panic and gut feelings? The crypto market runs on collective emotion and real-time news chatter, not just spreadsheets.
- - Sentify is the AI-powered financial psychoanalyst for the digital economy. We continuously process the massive, chaotic, global stream of market sentiment, cutting through the noise to distill the true market mood.
- - The result is a clear calculated trading probability, helping you know with high likelihood when to Long or Short.
- - Our Goal: To help you stop trading on feelings and start trading on quantified market probability.
+ Crypto markets move at lightning speed, driven by global news, community sentiment, and collective emotion — not just price charts. Most traders struggle to keep up, relying on gut feelings or reacting too late.
+
+ Sentify is your AI-powered market analyst, cutting through the noise of endless news and chatter to deliver only what matters. Our system continuously scans global crypto news and events, analyzes their credibility and sentiment, and transforms them into clear, probability-based insights.
+
+ The result: instant alerts with a confidence score showing whether an event is likely to push the market up or down — empowering you to trade with data, not emotion.
+
+ Our goal is simple: stop guessing, start trading on quantified market probability.
:::
## The Problem
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**What It Does ? 🎯**
- - Converts Twitter chatter into objective Long/Short trading signals.
+ - Delivers real-time alerts on global crypto-related news — complete with a probability score showing whether the event is likely to move the market positively or negatively.
- - Replaces emotional trading (FUD/FOMO) with data-driven probability scores.
+ - Replaces emotional, reactionary trading with clear, data-driven insights so you can make confident Long/Short decisions.
**How It Works ? ⚙️**
- - **Ingestion:** Scrapes real-time crypto tweets.
+ - **Ingestion:** Continuously scans trusted global news sources, forums, and updates relevant to crypto.
- - **AI:** A specialized NLP model (BERT-based) understands crypto slang and quantifies sentiment (Bullish/Bearish).
+ - **AI:** Our specialized NLP model interprets the context, detects sentiment, and evaluates the credibility of the information.
- - **Prediction:** LSTM network correlates mood intensity with market movement.
+ - **Prediction:** A probabilistic model correlates sentiment intensity and relevance with potential market impact.
- - **Output:** Delivers a specific trade action with a probability score.
+ - **Output:** Users receive instant notifications with a confidence percentage — telling you if the news is likely bullish or bearish — so you never miss a market-moving event.
## Technology Stack
- * **AI/ML Models:** (e.g., Fine-tuned ResNet-50, OpenAI API, Llama 2)
- * **Frameworks & Libraries:** (e.g., PyTorch, LangChain, Scikit-learn, Pandas)
- * **Backend:** (e.g., Python Flask, FastAPI, Node.js)
- * **Frontend:** (e.g., React, Streamlit, Vue.js)
- * **Databases:** (e.g., PostgreSQL, SQLite, Firebase)
- * **Deployment & Tools:** (e.g., Docker, Git, GitHub Actions, Google Cloud Platform, AWS)
- * **APIs Used:** (e.g., Google Maps API, Twitter API)
+ * **AI/ML Models:** (Gemini)
+ * **Frameworks & Libraries:** (LangChain)
+ * **Backend:** (Python Flask, FastAPI, Node.js)
+ * **Frontend:** (Flutter)
+ * **Databases:** (PostgreSQL, PGvector, Firebase)
+ * **Deployment & Tools:** (Docker, Git, AWS)
+ * **APIs Used:**
## Project Architecture
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