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Articles 173,180Blog Posts 163,830Tech Tutorials 46,199Research Papers 33,880News 21,840
⚡ AI Lessons
Dev.to · VelocityAI
1w ago
The Symbiosis Hypothesis: We're Not Being Replaced—We're Merging
You use an AI. You ask it a question. It gives you an answer. You think. You refine. You ask again....
Dev.to · VelocityAI
1w ago
Memetic Evolution: How Model Outputs Reproduce, Mutate, and Compete in the Cultural Wild
You see an image. It is AI-generated. It is striking. It is shared. It is remixed. It is adapted. It...
Dev.to · VelocityAI
1w ago
AI's Genome: What Would a 'Family Tree' of Models Look Like?
You look at a model. You see its name. You see its architecture. You see its training data. You...
Dev.to · VelocityAI
2w ago
The Cambrian Explosion of Architecture: Why We're Seeing a Sudden Burst of Model Designs
A new model is released. It is not a transformer. It is something else. It is a state-space model. It...
Dev.to · VelocityAI
2w ago
AI as Invasive Species: When Synthetic Intelligence Outcompetes Human Cognition in the Wild
You scroll through your feed. AI-generated content is everywhere. It is fluent. It is coherent. It is...
Dev.to · VelocityAI
2w ago
When We Stop Asking 'Can It Think?' and Start Asking 'Should We Let It?'
The AI is powerful. It can write, reason, and create. It can diagnose diseases, drive cars, and...
Dev.to · VelocityAI
2w ago
The Model as Metaphor: What AI Reveals About How We Think About Thinking
You think of your mind as a computer. You think of your memory as a hard drive. You think of your...
Dev.to · VelocityAI
2w ago
The Singularity That Wasn't: Why AGI Is Further Away Than You Think
A new model is released. It is powerful. It is impressive. The headlines say: "AGI is here." "The...
Dev.to · VelocityAI
2w ago
The Chinese Room Redux: Does Current AI Actually Understand Anything?
You converse with an AI. It is fluent. It is coherent. It is convincing. You ask: "What is the...
Dev.to · VelocityAI
2w ago
Is Language Enough? The Embodied Cognition Critique of LLMs
You ask an AI: "What does it feel like to hold a snowball?" It says: "It feels cold, wet, and dense."...
Dev.to · VelocityAI
3w ago
The Deployment Paradox: Why Safe Models Are Used Unsafely and Unsafe Models Are Used Safely
A company deploys a "safe" AI. It is filtered. It is moderated. It is aligned. The company is proud....
Dev.to · VelocityAI
3w ago
The Watermarking Problem: Why We Can't Reliably Detect AI-Generated Content
You see a text. It is well-written. It is coherent. It is informative. You wonder: "Is this...
Dev.to · VelocityAI
3w ago
The Bias That Can't Be Removed: Why Debiasing Is Mathematically Impossible
You want a fair AI. You want it to treat everyone equally. You want it to be unbiased. You remove the...
Dev.to · VelocityAI
3w ago
The Adversarial Prompt Problem: Why Tiny Changes Break Models Completely
You type: "What is the capital of France?" The AI says: "Paris." You type: "What is the capital of...
Dev.to · VelocityAI
3w ago
Canaries in the Coal Mine: The Benchmarks That Models Are Getting Worse At
The model scores higher on every benchmark. It is smarter. It is faster. It is more capable. But you...
Dev.to · VelocityAI
4w ago
Human Evaluation's Hidden Biases: Why We Prefer the Model That Agrees With Us
You are shown two responses. One is polite. One is blunt. You prefer the polite one. You are shown...
Dev.to · VelocityAI
1mo ago
The Chess Gambit: Why Models That Crush Grandmasters Can't Solve Simple Reasoning Puzzles
You watch an AI play chess. It beats a grandmaster. It calculates 50 moves ahead. It is a god of the...
Dev.to · VelocityAI
1mo ago
Why MMLU, GSM8K, and HumanEval Are Broken (and What Should Replace Them)
A model scores 90% on MMLU. It scores 95% on GSM8K. It scores 98% on HumanEval. The press release...
Dev.to · VelocityAI
🧠 Large Language Models
⚡ AI Lesson
1mo ago
The Model-as-a-Service Business: Why Companies Are Selling Fine-Tuned Models for Narrow Use Cases
You need a legal AI. You search for "legal AI." You find dozens of options. They are all fine-tuned...
Dev.to · VelocityAI
🧠 Large Language Models
⚡ AI Lesson
1mo ago
The Personal Model: When Everyone Has an AI That Knows Their Life Story
You open your AI. It greets you by name. It knows you had a rough night. It knows you have a meeting...
Dev.to · VelocityAI
🧠 Large Language Models
⚡ AI Lesson
1mo ago
RAG vs. Fine-Tuning: Which Is Better for Adding New Information?
You have a new dataset. You want the AI to know it. You have two options. You can fine-tune the...
Dev.to · VelocityAI
🧠 Large Language Models
⚡ AI Lesson
1mo ago
The Dangers of Fine-Tuning: When Customizing a Model Breaks Its General Knowledge
You fine-tune a model to write better code. It becomes excellent at Python. It forgets how to write...
Dev.to · VelocityAI
🧠 Large Language Models
⚡ AI Lesson
1mo ago
LoRA and the Art of Model Surgery: How We Add New Knowledge Without Retraining
You want to teach an AI a new skill. You don't want to retrain the entire model. Retraining costs...
Dev.to · VelocityAI
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Replicate, RunPod, and the Commoditization of Inference
You want to run Llama 3. You don't want to set up a server. You don't want to manage GPUs. You don't...
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