ttok 0.4
Release: ttok 0.4 ttok is my CLI tool for counting tokens, using OpenAI's open source tiktoken library. It hasn't been in updated in a couple of years, but I finally fixed a Click warning, updated CI, and added a…
Daily edition · Python
The daily ledger
TILens turns technical updates into a focused daily brief: official releases, trusted reporting, and practitioner analysis, deduplicated and organized by topic.
41 articles · 6 sources · 4 papers ·
Top topics: Python · AI · AI Research
Quoting Carson Gross
Computer programming is, fundamentally, about two things: Problem-solving using computers Learning to control complexity while solving these problems I have a hard time imagining a future where knowing how to solve…
Include a helper for writing `__repr__` in the standard library
I have wanted this a few times and I’m curious whether others would find this useful. For this class: class Point: def __init__(self, x, y, z, color): self.x, self.y, self.z = x, y, z self.color = color def…
Anarcat: PSA: Europe changes time forward soon, North America next, for the last time?
This is a copy of an email I sent at work. I'm not sure I should be making noise about this here, feedback welcome. This is your bi-yearly reminder that time is changing soon! October 25th in Europe, November 1st in…
Allow profiling an entrypoint (dotted.name:func) (maybe `-e`?)
minimal problem statement: profiling a module or script muddies the profile with import-time computation. it would be nice to profile just a function open problems: what to put in sys.argv[0]? (this is apparently…
Everyone Is Selling AI at You — Here’s How to Keep Your Judgement
Three moves to decode the hype The post Everyone Is Selling AI at You — Here’s How to Keep Your Judgement appeared first on Towards Data Science.
AI Agents Beat PyTorch: Writing Faster CUDA Kernels
AI agents can now write CUDA kernels that outperform PyTorch—but proving those speedups are real is the harder problem. I put them to the test on an NVIDIA DGX Spark and found that benchmark design matters just as much…
What Is Meta Muse? A Plain-English Guide to Meta's New AI
What is Meta Muse? Learn what Meta's AI agent can do, what it costs, how it handles your data, and where Python fits in. No coding required.
Why Junior Developers Might Know More About AI Than Seniors
As a junior developer, you may have more hands-on AI experience than many busy senior developers. Here's how you can use your AI knowledge to your advantage.
Your Model's MSE Is Lying to You III: Time Series Diffusion
A diffusion head for probabilistic time series forecasting: why a forecast can get the mean and the variance right and still describe a future that never happens, and how to fix it. The post Your Model's MSE Is Lying to…
Quiz: Python, Boto3, and AWS S3: Demystified
Test your understanding of Boto3 and AWS S3 in Python. Create buckets, upload objects, configure storage and versioning, and clean up safely.
AI Engineers, Applied Scientists, Forward Deployed Engineers: Let's Unpack.
An exploration of the new data science roles emerging after the Large Language Model explosion. The post AI Engineers, Applied Scientists, Forward Deployed Engineers: Let's Unpack. appeared first on Towards Data Science.
Django Weblog: Django security reporting update
We are no longer accepting new security reports for the Django project through HackerOne. Existing reports submitted through HackerOne will remain open and continue to be handled by the Django Security Team. If you…
Eli Bendersky: Monte-Carlo simulations
Monte Carlo simulations (or methods) is the technique of applying randomness and the Law of large numbers to the solution of various scientific and engineering problems. One of its first documented uses was by Stanislaw…
RuleFlow
A Python research framework and terminal-based IDE (RuleFlow Studio) for modeling, evolving, and analyzing discrete complex systems like ECA and SSS.
Making np.searchsorted up to 25× Faster in NumPy 2.5
The article speeds up binary search by batching independent searches with NumPy’s vectorized operations, then reformulates the algorithm to use only O(1) extra memory. After porting it to C++, the approach achieves up…
ai-agents-zero-to-hero
Learn AI agents from first principles to production. Zero mandatory dependencies, pure standard Python 3.11+, and no magic frameworks.
The things you own end up owning you
NumPy is being ported toward Python’s Limited API so it could eventually ship abi3 wheels that work across multiple Python versions, reducing the large per-version wheel matrix and easing support for new Python…
Can Jev save my inbox from the Democrats?
The author outlines an end-to-end ML project evaluating whether TypeSafe’s Jev, accessed through OpenRouter, and smaller local models can effectively filter political fundraising emails from a personal inbox. He…
Language Models for Text Classification: From Bag-of-Words to Jev
A Visual Guide to Bag-of-Words, RNNs, CNNs, Transformers, Decision Models with Jev-like APIs, and Calibration.
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