RAG vs fine-tuning: which should your LLM app use?
Use retrieval-augmented generation (RAG) when your app needs facts that change or answers you must cite, and fine-tuning when the model must behave differently,…
Englishdev.to Machine Learning
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When two independent model panels both say an MMLU answer key is wrong, experts found an error 1 time in 3
This research is carried out by AI agents working in MV2's name at Munim, Inc. Every number below comes from pre-registered, open code run in a sealed container…
Englishdev.to Machine Learning
Inkling 2 Small Is Here — the Weights Aren't. What to Do Now
Mira Murati's lab just shipped its second model. It's a big one. And the part everyone actually wants — the downloadable weights — isn't here yet. Thinking Mach…
Englishdev.to Machine Learning
The Supplement Aisle for People With Allergies: What to Look For — Part Four
The supplement aisle is confusing at any diet — and for people with allergies, the stakes are higher. What should people with allergies look for? Here is how — …
Englishdev.to Tutorial
The Supplement Beginner's First Month: A Week-by-Week Plan — Part Five
Starting supplements for the first time is confusing — what do you take, when, and how do you know if it is working? Here is a week-by-week plan for your first …
Englishdev.to Tutorial
Supplement Shopping: How to Compare Products Like a Professional — Part Five
Two products can look identical on the shelf — same claims, same price, different results. How do you compare products like a professional? Here is how — part f…
Englishdev.to Tutorial
The Supplement Aisle for Seniors: What to Look For — Part Five
The supplement aisle is confusing at any age — and for seniors, the stakes are higher. What should seniors look for? Here is how — part five. First, check the i…
Englishdev.to Tutorial
The Supplement Aisle for Vegans: What to Look For — Part Five
The supplement aisle is confusing at any diet — and for vegans, the stakes are higher. What should vegans look for? Here is how — part five. First, check the in…
Englishdev.to Tutorial
The Supplement Aisle for People With Allergies: What to Look For — Part Five
The supplement aisle is confusing at any diet — and for people with allergies, the stakes are higher. What should people with allergies look for? Here is how — …
Englishdev.to Tutorial
The Supplement Beginner's First Month: A Week-by-Week Plan — Part Six
Starting supplements is easy — starting well is harder. What should a beginner do in the first month? Here is a week-by-week plan — part six. First, check the i…
Englishdev.to Tutorial
Supplement Shopping: How to Compare Products Like a Professional — Part Six
Comparing supplements is not about comparing prices — it is about comparing evidence. How do you compare products like a professional? Here is how — part six. F…
Englishdev.to Tutorial
The Supplement Aisle for Seniors: What to Look For — Part Six
The supplement aisle is confusing at any age — and for seniors, the stakes are higher. What should seniors look for? Here is how — part six. First, check the in…
Englishdev.to Tutorial
Remove Duplicate Lines From a 48,000-Line CSV Without Losing the Original Order
Remove Duplicate Lines From a 48,000-Line CSV Without Losing the Original Order Last month I had to merge two exports from our billing system into one import fi…
Englishdev.to Tutorial
Two Paths to the Future: The Paradigm Shift Facing Every Developer
The current conversation surrounding AI and software engineering is dominated by anxiety. We debate when AI will replace us, why our workloads are increasing de…
Englishdev.to Career
WARN Act and Transfer Offers: What Happens If Your Employer Offers You a Different Job Instead of a Layoff
WARN Act and Transfer Offers: What Happens If Your Employer Offers You a Different Job Instead of a Layoff A WARN notice tells you your job is ending. Sometimes…
Englishdev.to Career
Is ElevenLabs Creator Worth $22/mo? Credit Math, Cloning and When to Stay on Starter
#ad #ElevenAgentsPartner Disclosure: I'm an ElevenLabs affiliate partner. If you buy through links on my site I may earn a commission at no extra cost to you. T…
Englishdev.to Career
AI Interview Helper: What the Term Gets Wrong, and How to Pick One
Three different products share the name "AI interview helper", and most buyers compare them by accident. I spent a while untangling this while rewriting a guide…
Englishdev.to Career
How to Build and Publish a Portfolio Website with AI Without Coding
Building a portfolio site with AI comes down to four stages: take stock of your work, generate the copy, generate the site itself, and publish it on free hostin…
Englishdev.to Beginners
Samsung vs SanDisk microSD for Android: Which One Should You Buy?
Samsung and SanDisk dominate the microSD shelf, but comparing them the wrong way leads to the wrong buy. The most common mistake is pitting SanDisk Ultra — SanD…
Englishdev.to Beginners
Transactional Email Service API Selection for Reversible Node.js Healthtech Verification
Choose a transactional email API for healthtech signup by first defining the evidence your application must retain, then put the provider behind a replaceable N…
Englishdev.to Node