Fractal Recursion, Bounded Infinity, and Adapted systems
What fractals, loss landscapes, and dynamical stability reveal about adaptation under constraint
Towards AI16 min read
Data Science
70 stories
From Token to Trajectory
From Token to Trajectory How Context Reshapes Representations — and What AI Systems Do with Them The suitcase felt surprisingly light. The color looked surprisingly light. The same token can begin …
Towards AI18 min read
Autoencoders vs. PCA: I Rigged the Test and PCA Still Won
A theoretical advantage that didn't survive contact with a real benchmark. The post Autoencoders vs. PCA: I Rigged the Test and PCA Still Won appeared first on Towards Data Science.
Towards Data Science8 min read
Demystifying the Transformer: How AI Learned to Understand Context
A data engineer’s guide to the math behind ChatGPTContinue reading on Towards AI »
Towards AI2 min read
When not Modeling is the Pragmatic Decision
When not Modeling is the Pragmatic Decision An anonymized forecasting case reconstructed with synthetic data: regime shifts, pretrained models and production judgment A few months ago I was involved …
Towards AI10 min read
How to Use Marimo for Interactive Data Analysis
Learn how to use Marimo for interactive data analysis with Python, Pandas, and Altair, and turn a reactive notebook into a simple shareable dashboard.
KDnuggets6 min readDeprecating a Tool Nobody Calls Directly
API lifecycle management when your only consumer is a model that read the description once and formed an opinion.Continue reading on Towards AI »
Towards AI1 min readYour Text-to-SQL Model Doesn’t Need More Data. It Needs to Meet Every Table.
New research fine-tunes a small model on a few hundred examples and nearly matches one trained on 24,000. The real lesson hides in its…Continue reading on Towards AI »
Towards AI1 min readIs a 16GB Mac mini Enough for Local LLMs? (M6, 2026)
macOS gives your models about 10.7GB of the 16GB. Here's what fits, how fast it runs, seven defaults to fix, and a script to test your ownContinue reading on Towards AI »
Towards AI1 min read
Three Mac LLM Engines Claim to Be the Fastest. Splash Just Made It Four.
What to run on a 16GB, 24GB or 36GB Mac, and a five-minute check that shows which one is fastest for the kind of work you do.Continue reading on Towards AI »
Towards AI1 min read
Insight Is Still the Currency of Data Science
Coding agents give us more time for discovery and our review practices should follow the analysis The post Insight Is Still the Currency of Data Science appeared first on Towards Data Science.
Towards Data Science11 min read
Structured Output From an LLM Can Be Perfect JSON and Completely Wrong
Structured Output From an LLM Can Be Perfect JSON and Completely Wrong Schema compliance is the easy half of the problem. The half that quietly costs money is semantic validity, and almost nothing in …
Towards AI8 min readEmbedding Models for Production RAG: From Text to Searchable Vectors
Complete RAG Engineering Series, Part 5 | A practical guide to dense and sparse embeddings, model selection, Matryoshka embeddings…Continue reading on Towards AI »
Towards AI1 min read
The Half-Life of a Github Repo
The Half-Life of a Github Repo Of 512,016 repos born on GitHub between 2019 and 2025, 97% got no star from anyone else in their first 90 days. What the other 3% had in common, measured. Ten birth …
Towards AI15 min readBeyond Word Prediction: Why the Next Frontier of AI Belongs to Decision Models
Generative AI excels at language generation, but complex enterprise problems require structured decision intelligence. Enter Jev.Continue reading on Towards AI »
Towards AI1 min read
AI Made Data Scientists Faster. Now It’s Expanding the Job.
The real shift is bigger than productivity: AI is reshaping ownership, judgment, and the career path of data scientists. The post AI Made Data Scientists Faster. Now It’s Expanding the Job. appeared first on Towards Data Science.
Towards Data Science11 min read
Building Fair Evaluation Sets Is a Combinatorial Problem
Here’s how to solve it exactly. The post Building Fair Evaluation Sets Is a Combinatorial Problem appeared first on Towards Data Science.
Towards Data Science17 min read
How to Catch Data Drift When Every Feature Looks Normal
Detect hidden shifts in feature relationships with adversarial validation and scikit-learn The post How to Catch Data Drift When Every Feature Looks Normal appeared first on Towards Data Science.
Towards Data Science13 min read
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