ModelAnalysis.ai

Determinism, Truth, Creativity and Hallucinations: Untangling Often-Confused Ideas About LLMs

Why the word “determinism” keeps tripping people up (and why it matters)

Sep 21 • 

Ram Komarraju

2

The Holy Grail of AI in Trading: Can We Finally Forecast the Markets?

Challenges, past attempts, and a blueprint for building a multimodal fusion model for financial prediction.

Sep 7 • 

Ram Komarraju

3

1

August 2025

When LLMs Try to Draw: A Weird Zoo of AI Line Art

Or: Vibe-coding my way through Cursor, I got GPT, Gemini, and Claude to sketch animals with JSON polylines — no diffusion, no code, just vibes.

Aug 25 • 

Ram Komarraju

June 2025

Can LLMs Be Used for Financial Forecasting?

How We Used Fine-Tuning with Synthetic Reasoning Traces and RLVR/GRPO to Train a Financial Reasoning Model

Jun 20 • 

Ram Komarraju

3

Forget 'Vibe Coding': Why Karpathy's Talk Shows Fundamentals Still Matter

But the real story isn't just how we'll code, but what we're building towards. After decades of shifting to web and mobile, the next great business…

Jun 20 • 

Ram Komarraju

4

May 2025

The Evolution of Meta's Llama LLMs

Charting the Architectural Progression of its Open Weight Models

May 8 • 

Ram Komarraju

April 2025

The End of the App Store?

Why You Might Only Need One AI Super App

Apr 11 • 

Ram Komarraju

2

Llama 4 Is a Context Monster—Just Don’t Ask It to Think (Yet)

Larger context, native support for multimodality, but no reasoning versions yet

Apr 6 • 

Ram Komarraju

MCP Demystified: Bridging a Gap in Official Documentation

A simple and clear insight into how Claude Desktop actually uses MCP — with diagrams and an explanation you won’t find in the official docs.

Apr 4 • 

Ram Komarraju

1

Why the Future of Agentic AI Won’t Be Chained: The Case for LLM-Driven Agents

Predicting the shift from developer-defined chains to LLM-driven orchestration.

Apr 3 • 

Ram Komarraju

March 2025

A case for learning GPT-2

A foundational model that still teaches you more than you’d expect.

Mar 22 • 

Ram Komarraju

3

Chasing Intelligence: The Rise, Limits, and Future of Large Language Models

There are many ways in which one could explain AI as a phenomenon over the past few years.

Mar 6 • 

Ram Komarraju

2

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