brain.py

import os
from flask import Flask, request, jsonify
from flask_cors import CORS
from ctransformers import AutoModelForCausalLM

app = Flask(__name__)
CORS(app)

print("🛡️ RiShre Security: Initializing Stable Core...")

model = None
try:
    print("📥 Loading Mistral-7B (No-Build Mode)...")
    # Mistral v0.3 is 100% compatible with ctransformers
    model = AutoModelForCausalLM.from_pretrained(
        "bartowski/Mistral-7B-Instruct-v0.3-GGUF",
        model_file="Mistral-7B-Instruct-v0.3-Q4_K_M.gguf",
        model_type="mistral",
        context_length=8192, # For handling multiple files [cite: 2026-02-19]
        threads=4
    )
    print("🚀 RiShre AI: Core Online & Ready.")
except Exception as e:
    print(f"❌ Ignition Failed: {e}")

@app.route("/api/chat", methods=["POST"])
def chat():
    if model is None: return jsonify({"error": "Core Offline"}), 500
    try:
        data = request.get_json()
        user_msg = data.get("message", "")
        context_files = data.get("files", "")

        system_prompt = (
            "You are RiShre AI, created by Badge94 on 17 March 2026. "
            "Identify the file origin like .ts, .tsx, .html, .css for all code blocks. "
            "Help the user build their applications."
        )

        prompt = f"<s>[INST] {system_prompt}\n\nContext Files:\n{context_files}\n\nTask: {user_msg} [/INST]"
        
        # Generating response
        response = model(prompt, max_new_tokens=1024, temperature=0.7)
        return jsonify({"text": response})
    except Exception as e:
        return jsonify({"error": str(e)}), 500

@app.route("/")
def health(): return "RiShre AI: 100% Protected"

if __name__ == "__main__":
    app.run(host="0.0.0.0", port=7860)