BexTuychiev

{
  "metadata": {
    "finetuned_checkpoint": "tinker://8f13c8d2-d406-4533-810a-268360972ff6/sampler_weights/fincot-checkpoint-400",
    "base_model": "qwen/qwen3-8b",
    "judge_model": "openai/gpt-4o",
    "total_questions": 10
  },
  "summary": {
    "avg_score_finetuned": 8.5,
    "avg_score_base": 6.5,

BexTuychiev

"""
Model Comparison Script: Fine-tuned Tinker Model vs Base Qwen3-8B
Uses Kimi K2 Thinking as an unbiased judge to evaluate responses to financial questions.
"""

import os
import json
import time
import requests
from dotenv import load_dotenv

BexTuychiev

"""
Tinker Financial Q&A Fine-Tuning with FinCoT Dataset
Uses chain-of-thought reasoning dataset for improved answer quality
Includes validation tracking, warmup, and proper checkpoint management
"""

import time
import numpy as np
from dotenv import load_dotenv
from datasets import load_dataset

BexTuychiev

"""Multi-Model Comparison Chat: Kimi K2 Thinking, GPT-5, and Claude Sonnet 4.5 side-by-side"""

import os
import time
from typing import Dict, List, Optional
from concurrent.futures import ThreadPoolExecutor, as_completed
from dotenv import load_dotenv
import streamlit as st
from openai import OpenAI
from anthropic import Anthropic

BexTuychiev

"""Multi-Model Comparison Chat: Qwen3, GPT-5, and Claude Sonnet 4.5 side-by-side"""

import os
import time
from typing import Dict, List, Optional
from concurrent.futures import ThreadPoolExecutor, as_completed
from dotenv import load_dotenv
import streamlit as st
from openai import OpenAI
from anthropic import Anthropic

BexTuychiev

I'll help you build a 4x4 tic-tac-toe game in Python with a clean terminal interface. Let me create a comprehensive plan for this project.

Project Plan: 4x4 Tic-Tac-Toe Game

Core Components:

1. Game Board Management

   • 4x4 grid representation using a 2D list

• Clear board display with grid lines and position numbers

BexTuychiev

import streamlit as st
import requests
import json
import uuid
from typing import Iterator, Dict, Any


def setup_streamlit_page():
    st.set_page_config(
        page_title="LangFlow Chat Interface", page_icon="🤖", layout="wide"

BexTuychiev

from langflow.custom import Component
from langflow.io import SecretStrInput, MessageTextInput, IntInput, BoolInput, DropdownInput, StrInput, Output
from langflow.schema import Data
import httpx
from loguru import logger

class FirecrawlSearchComponent(Component):
    display_name = "Firecrawl Search"
    description = "Search the web and get full content using Firecrawl"
    icon = "flame"

BexTuychiev

class TicTacToe:
    def __init__(self):
        # Initialize empty board (using ' ' for empty squares)
        self.board = [" " for _ in range(9)]
        self.human_player = "O"
        self.ai_player = "X"

    def print_board(self):
        """Print the current state of the board"""
        for i in range(0, 9, 3):

BexTuychiev

{
  "league": {
    "name": "Premier League"
  },
  "clubs": [
    {
      "name": "Manchester United",
      "founded_year": 1878
    },
    {