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Part 3: Fine-Tuning RoBERTa on 800 Examples: What the Numbers Actually Mean
Medium · LLM 3d ago
Part 3: Fine-Tuning RoBERTa on 800 Examples: What the Numbers Actually Mean
An honest account of training a transformer on a small, imbalanced dataset, and how to read the results without fooling yourself Continue reading on Medium »
Use Codex Inside Claude Code Instead of Choosing Between Models: Claude Writes. Codex reviews
Medium · LLM 3d ago
Use Codex Inside Claude Code Instead of Choosing Between Models: Claude Writes. Codex reviews
How to Use Codex Inside Claude Code for Review, Rescue, and Safer Shipping? Continue reading on Level Up Coding »
Where is the Human Supposed To Be, In The Loop? (Part 1 of 3)
Medium · LLM 3d ago
Where is the Human Supposed To Be, In The Loop? (Part 1 of 3)
A few years in, LLMs remain a very powerful tool in the arsenal for programming. Continue reading on Medium »
The Token Dependency: Why Cloud-Only AI is a Single Point of Failure
Medium · LLM 3d ago
The Token Dependency: Why Cloud-Only AI is a Single Point of Failure
Software Development Needs Local LLMs. Continue reading on Artificial Intelligence in Plain English »
Pinecone, Qdrant, or pgvector: What Each One Is Actually Good and Bad At
Medium · LLM 3d ago
Pinecone, Qdrant, or pgvector: What Each One Is Actually Good and Bad At
One trades money, one trades ops work, one trades scale. What and how to pick. Continue reading on Medium »
I Stopped Using Vector Databases for RAG : PageIndex Vectorless RAG
Medium · LLM 3d ago
I Stopped Using Vector Databases for RAG : PageIndex Vectorless RAG
If you have been building RAG systems for a while, you know the frustration. You spend hours setting up embeddings, tuning chunk sizes… Continue reading on Gene
LangChain Deep Dive: From Prompting to Building Real LLM Systems
Medium · LLM 3d ago
LangChain Deep Dive: From Prompting to Building Real LLM Systems
1. Introduction to LangChain Continue reading on Medium »
Google’s TurboQuant Did Not Kill the Memory Trade. It Exposed How Markets Actually Read AI News.
Medium · LLM 3d ago
Google’s TurboQuant Did Not Kill the Memory Trade. It Exposed How Markets Actually Read AI News.
TurboQuant is a real breakthrough in LLM memory compression, but the market panic around it says more about investor reflexes than about… Continue reading on Me
Testing Local LLMs for Simple Coding Workflows
Medium · LLM 3d ago
Testing Local LLMs for Simple Coding Workflows
I was excited when Gemma 4 launched to great reviews. Reality sank in a week later. Continue reading on Medium »
Why Citations Are the New Backlinks in AI SEO
Medium · LLM 3d ago
Why Citations Are the New Backlinks in AI SEO
The currency of trust has shifted. In a world where AI answers before your website loads, being cited not just ranked is what separates… Continue reading on Med
RAG: What Retrieval Actually Does to Your LLM’s Output (And Why It Sometimes Makes Things Worse)
Medium · LLM 3d ago
RAG: What Retrieval Actually Does to Your LLM’s Output (And Why It Sometimes Makes Things Worse)
The mechanism behind correct retrieval producing wrong answers — no pipeline diagrams, just what happens inside the model. Continue reading on Towards AI »
Stop Babysitting Claude Code. Get Work Done 10x Faster With Code Container.
Medium · LLM 3d ago
Stop Babysitting Claude Code. Get Work Done 10x Faster With Code Container.
I run Claude Code with root permissions + no approvals + network access. No, I’m not crazy. Continue reading on Stackademic »
Your Prompts Are Technical Debt: A Migration Framework for Production LLM Systems
Medium · LLM 3d ago
Your Prompts Are Technical Debt: A Migration Framework for Production LLM Systems
Your prompts aren’t instructions. They’re contracts with an expiration date. Continue reading on Medium »
10 Best Free MCP Servers for Developers in 2026
Medium · LLM 3d ago
10 Best Free MCP Servers for Developers in 2026
TL;DR — Imagine your AI assistant could actually do things — not just explain code, but open a browser, talk to your database, run your… Continue reading on Syn
Beyond the Prompt: Why Your AI Strategy Needs a “Handoff Protocol”
Medium · LLM 3d ago
Beyond the Prompt: Why Your AI Strategy Needs a “Handoff Protocol”
We’ve all been there: A “God-tier” chat session with an LLM where every line of code is perfect and every suggestion is on point. Then, 40… Continue reading on
Medium · LLM 3d ago
LangChain: A Deep Technical Blog for Building LLM Applications
Introduction to LangChain Continue reading on Medium »
Meta’s “Neural Computers” Want to Kill the Operating System
Medium · LLM 🤖 AI Agents & Automation ⚡ AI Lesson 3d ago
Meta’s “Neural Computers” Want to Kill the Operating System
This is a condensed version. I published the full breakdown with all the data, findings, and my detailed take on my free daily newsletter… Continue reading on M
From Prompts to Systems: A Deep Dive into LangChain for Building LLM Applications
Medium · LLM 🧠 Large Language Models ⚡ AI Lesson 3d ago
From Prompts to Systems: A Deep Dive into LangChain for Building LLM Applications
Most beginners start by writing prompts. But real-world AI applications require something more powerful — systems. Continue reading on Medium »
The Hardest Part of Building Google Docs Isn’t the Editor — It’s Everything Behind It
Medium · LLM 3d ago
The Hardest Part of Building Google Docs Isn’t the Editor — It’s Everything Behind It
At some point, every developer tries to build a text editor. Continue reading on Medium »
From Information Overload to Actionable Intelligence: Deploying High-Efficiency NLP for the Modern…
Medium · LLM 3d ago
From Information Overload to Actionable Intelligence: Deploying High-Efficiency NLP for the Modern…
How optimized Large Language Models (LLMs) are transforming document processing — without the “GPU Tax.” Continue reading on Medium »