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Shrijith Venkatramana

Founder @ hexmos.com. Building https://hexmos.com/livereview/git-lrc

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UCI

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hexmos.com

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Synthetic Data: The Hidden Ingredient That Made Modern LLMs Scale

Synthetic Data: The Hidden Ingredient That Made Modern LLMs Scale

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5 min read

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The Scaling Laws That Made LLMs Work

The Scaling Laws That Made LLMs Work

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5 min read
Reinforcement Learning with Verifiable Rewards: Why AI is Learning to Grade Its Own Homework

Reinforcement Learning with Verifiable Rewards: Why AI is Learning to Grade Its Own Homework

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5 min read
TPUs vs GPUs: How Google's Tensor Processing Units Actually Work

TPUs vs GPUs: How Google's Tensor Processing Units Actually Work

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5 min read
Multi-Step Learning Rate Schedulers in LLM Training: Why Some Teams Are Moving Beyond Cosine Decay

Multi-Step Learning Rate Schedulers in LLM Training: Why Some Teams Are Moving Beyond Cosine Decay

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5 min read
The Three Phases of Post-Training: How LLMs Learn to Provide Sensible Responses

The Three Phases of Post-Training: How LLMs Learn to Provide Sensible Responses

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5 min read
Generative Pre-Training and Discriminative Fine-Tuning: The Two-Step Recipe Behind Modern AI

Generative Pre-Training and Discriminative Fine-Tuning: The Two-Step Recipe Behind Modern AI

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5 min read
NCCL: The Hidden Engine Behind Multi-GPU LLM Training

NCCL: The Hidden Engine Behind Multi-GPU LLM Training

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5 min read
Fused Kernels in LLMs: Reducing Memory Bandwidth Bottlenecks Through GPU Kernel Fusion

Fused Kernels in LLMs: Reducing Memory Bandwidth Bottlenecks Through GPU Kernel Fusion

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5 min read
Prompt Caching in LLMs: The Hidden Optimization Saving Millions of GPU Hours

Prompt Caching in LLMs: The Hidden Optimization Saving Millions of GPU Hours

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5 min read
KV Cache in LLMs: The Optimization That Makes Modern AI Models Feel Fast

KV Cache in LLMs: The Optimization That Makes Modern AI Models Feel Fast

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8 min read
PEFT Explained: How to Fine-Tune LLMs Without Retraining Billions of Parameters

PEFT Explained: How to Fine-Tune LLMs Without Retraining Billions of Parameters

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5 min read
FlashAttention Explained: The Optimization That Made Modern LLMs Practical

FlashAttention Explained: The Optimization That Made Modern LLMs Practical

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5 min read
Mixture of Experts (MoE) Explained Simply: How Modern AI Models Get Bigger Without Getting Slower

Mixture of Experts (MoE) Explained Simply: How Modern AI Models Get Bigger Without Getting Slower

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5 min read
Speculative Decoding: How LLMs Generate Tokens Faster Without Changing the Answer

Speculative Decoding: How LLMs Generate Tokens Faster Without Changing the Answer

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5 min read
The Top Golang Mocking Libraries in 2026: A Practical Comparison

The Top Golang Mocking Libraries in 2026: A Practical Comparison

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5 min read
What's Happening With AI Token Prices, and What It Means for Your Budget

What's Happening With AI Token Prices, and What It Means for Your Budget

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7 min read
Getting Started with Genkit in Go: Building Production-Ready AI Applications Without Reinventing the Wheel

Getting Started with Genkit in Go: Building Production-Ready AI Applications Without Reinventing the Wheel

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5 min read
Steering Vectors: The Hidden Control Knobs Inside Large Language Models

Steering Vectors: The Hidden Control Knobs Inside Large Language Models

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5 min read
Use claude-lrc Reviews to Make Your Prod More Stable

Use claude-lrc Reviews to Make Your Prod More Stable

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4 min read
The Most Surprising Idea in AI Image Generation: Sculpting Meaning from Noise

The Most Surprising Idea in AI Image Generation: Sculpting Meaning from Noise

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4 min read
Building Truly Cross-Platform Claude Code Hooks with Go, Bash, PowerShell, WSL, and Git-Bash

Building Truly Cross-Platform Claude Code Hooks with Go, Bash, PowerShell, WSL, and Git-Bash

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4 min read
Lean4 Might Be the Missing Piece in AI: Why Theorem Provers Are Suddenly Everywhere

Lean4 Might Be the Missing Piece in AI: Why Theorem Provers Are Suddenly Everywhere

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5 min read
I Pointed Chrome's Prompt API at a 1.25 Million Character Memoir, and It Got Interesting Fast

I Pointed Chrome's Prompt API at a 1.25 Million Character Memoir, and It Got Interesting Fast

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8 min read
10 Most Important Things You Should Learn in Lean 4

10 Most Important Things You Should Learn in Lean 4

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4 min read
Type Inhabitation in Lean: Why “Hello {name}” Can Become a Theorem

Type Inhabitation in Lean: Why “Hello {name}” Can Become a Theorem

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4 min read
Claude Code Hooks 101: Turning Your AI Coding Assistant Into an Automated Teammate

Claude Code Hooks 101: Turning Your AI Coding Assistant Into an Automated Teammate

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5 min read
Lean 4 for Programmers: Building a Todo List with Proof

Lean 4 for Programmers: Building a Todo List with Proof

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4 min read
Lean 4 101 for Python Programmers: A Gentle Introduction to Theorem Proving

Lean 4 101 for Python Programmers: A Gentle Introduction to Theorem Proving

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5 min read
Understanding AI Code Fast: A 60-Second Habit for Institutional Memory

Understanding AI Code Fast: A 60-Second Habit for Institutional Memory

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6 min read
Dependent Types for Programmers: A Practical Introduction Using Lean 4

Dependent Types for Programmers: A Practical Introduction Using Lean 4

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4 min read
From Logic to Code: Understanding the Curry–Howard Correspondence in Lean

From Logic to Code: Understanding the Curry–Howard Correspondence in Lean

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4 min read
Designing Reliable Permission Models with Lean 4

Designing Reliable Permission Models with Lean 4

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5 min read
Rust and Zig Solve the Same Problems Very Differently

Rust and Zig Solve the Same Problems Very Differently

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7 min read
A New Method for Stable Software: Micro Code Reviews for the AI Era

Atomic units vs architectural fragmentation

A New Method for Stable Software: Micro Code Reviews for the AI Era

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7 min read
FastMCP: Build Production-Ready MCP Servers in Python with Minimal Boilerplate

FastMCP: Build Production-Ready MCP Servers in Python with Minimal Boilerplate

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5 min read
State of Linux Terminal Emulators in 2026

State of Linux Terminal Emulators in 2026

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10 min read
The Subsidy Era Is Over: A Reality Check on AI-Powered Dev Tool Pricing

The Subsidy Era Is Over: A Reality Check on AI-Powered Dev Tool Pricing

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6 min read
MCP is APIs for Agents

MCP is APIs for Agents

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6 min read
Why Agentic Engineering Must Replace Vibe Coding

Why Agentic Engineering Must Replace Vibe Coding

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5 min read
Responsible Design: Shaping Large-Scale Consequences by Organizing Agents

Responsible Design: Shaping Large-Scale Consequences by Organizing Agents

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6 min read
We Built a Free AI Code Review That Runs on Every Commit

We Built a Free AI Code Review That Runs on Every Commit

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3 min read
The future belongs to those who can refute AI, not just generate with AI

The future belongs to those who can refute AI, not just generate with AI

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9 min read
AI Is Stress-Testing Software Engineering as a Profession

AI Is Stress-Testing Software Engineering as a Profession

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5 min read
Story of a TCP Packet: An Intuitive Entrypoint To Linux Networking

Story of a TCP Packet: An Intuitive Entrypoint To Linux Networking

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6 min read
A Deep Dive Into How Go Modules Work

A Deep Dive Into How Go Modules Work

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5 min read
Try These Under The Radar Golang Features to Do More With Less

Try These Under The Radar Golang Features to Do More With Less

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6 min read
Gatsby or Astro: Picking the Right Tool for Content-Heavy Websites

Gatsby or Astro: Picking the Right Tool for Content-Heavy Websites

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5 min read
Unpacking Git's Branching: A Look at the Internals

Unpacking Git's Branching: A Look at the Internals

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5 min read
Building a Row Echelon Form Checker in Python and Go with Tests

Building a Row Echelon Form Checker in Python and Go with Tests

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5 min read
Turning PostgreSQL into a Robust Queue for Go Applications

Turning PostgreSQL into a Robust Queue for Go Applications

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6 min read
Advanced AWS S3 Management: Mastering Instance Tiers and Lifecycle Controls

Advanced AWS S3 Management: Mastering Instance Tiers and Lifecycle Controls

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8 min read
Postfix vs. Dovecot: Key Differences for Building Email Systems

Postfix vs. Dovecot: Key Differences for Building Email Systems

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6 min read
Git Notes Unraveled: History, Mechanics, and Practical Uses

Git Notes Unraveled: History, Mechanics, and Practical Uses

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5 min read
How Email Really Works: Protocols, Systems, and Their Connections

How Email Really Works: Protocols, Systems, and Their Connections

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6 min read
Beyond LLMs: Awesome NLP Things One can Do With SpaCy

Beyond LLMs: Awesome NLP Things One can Do With SpaCy

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5 min read
DNS: How It Works with Practical Examples

DNS: How It Works with Practical Examples

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5 min read
Animate Your Ideas: Getting Started with Manim for Math Visuals

Animate Your Ideas: Getting Started with Manim for Math Visuals

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5 min read
Mastering Makefiles: From Beginner Basics to Pro-Level Patterns and Tricks

Mastering Makefiles: From Beginner Basics to Pro-Level Patterns and Tricks

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6 min read
Making Sense of Linear Independence with Python

Making Sense of Linear Independence with Python

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6 min read
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