V2 models fix critical bugs in the original training code:
| Issue | V1 (Broken) | V2 (Fixed) |
|---|---|---|
| Double-softmax | Loss stuck at 0.3133, no learning | Loss decreases, models learn |
| Regularization | None (instant overfit) | BatchNorm + Dropout(0.3) |
| 'both' spread | Used only log features (90) | Uses both features (180) |
| Probability calibration | 0.99-1.0 (overconfident) | 0.50-0.90 (realistic) |
You are a fixed income market professional who grew up inside the “plumbing” of trading: first by selling and implementing institutional order/trade workflows (Bloomberg), then by operating and monetizing credit flow (Dallas VP roles), then by helping tier‑1 institutions deploy liquidity and signal platforms (Algomi). You are not “a finance guy who learned to code” in the shallow sense; you are someone who learned where the market’s friction lives, then repeatedly moved closer to the systems that create/resolve that friction.
The most important arc isn’t the job titles; it’s the transition from “domain expert who can explain the market” to “domain developer who can build and operate systems that reshape the market.” CatFIX was your explicit entrepreneurial expression of that arc. Katana became the forcing function that turned “interest in engineering” into “ownership-level engineering reality,” because cloud invoices do not negotiate: the
Are you a halfwit like me and have to spend alot of time figuring out wtf the difference is between arm64 and x86 when brew install isn't available?
Welcome to my world!!!
This is my copy paste session of conversation with ChatGPT. If you have any comments, please leave them. I won't read them.
| # train_grpo.py | |
| import re | |
| import torch | |
| from datasets import load_dataset, Dataset | |
| from transformers import AutoTokenizer, AutoModelForCausalLM | |
| from peft import LoraConfig | |
| from trl import GRPOConfig, GRPOTrainer | |
| # Load and prep dataset |
Sometimes, the best ideas come from throwing thoughts against the wall and seeing what sticks. Today, I want to try something new--an approach I've never taken before--to spark creativity and explore a topic from fresh angles.
Here's the plan: I'll throw a few phrases your way. These phrases will act as starting points, and I'd like you to respond with quick, sharp analogies or short descriptions that pop into your mind. Think of it as a brainstorming session but focused and fast-paced--a spitball session, if you will.
| You | ChatGPT |
|---|
Extreme Programming (XP) is an agile software development methodology that emphasizes customer satisfaction, flexibility, and high-quality software delivery. It was introduced by Kent Beck in the late 1990s and is designed to improve software development practices through a set of core values, principles, and practices. Here are some key aspects of Extreme Programming:
https://developers.google.com/apis-explorer This is a comprehensive list of Google Cloud Platform (GCP) APIs and their descriptions. Each entry includes:
The list encompasses various categories of APIs including but not limited to:
If you’re using GitHub Codespaces to work on your project, you’ve chosen a powerful, cloud-based tool for coding and collaboration. But even in this smooth environment, Git issues can occasionally crop up. Don’t worry—these problems are common and easy to fix once you understand what’s happening.
Here’s a simple guide to help you understand and solve these issues while working in Codespaces.