#python-performance

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Data science
fromInfoQ
1 day ago

Google's TurboQuant Compression May Support Faster Inference, Same Accuracy on Less Capable Hardware

TurboQuant compresses language models' Key-Value caches by up to 6x with near-zero accuracy loss, enabling efficient use of modest hardware.
Software development
fromInfoWorld
14 minutes ago

The two-pass compiler is back - this time, it's fixing AI code generation

Multi-pass compilers revolutionized programming by separating analysis and optimization, a model that could enhance AI code generation.
fromAxios
26 minutes ago

Anthropic's AI downgrade stings power users

"Claude has regressed to the point it cannot be trusted to perform complex engineering," an AMD senior director wrote in a widely shared post on GitHub.
Artificial intelligence
Python
fromRealpython
1 day ago

Python Coding With AI (Learning Path) - Real Python

LLM-powered coding tools enhance Python development by assisting in writing, reviewing, and debugging code.
Django
fromPycoders
1 day ago

PyCoder's Weekly | Issue #730

Django's type hints integration is complex due to its early release before Python's standardization.
fromInfoQ
6 days ago

Latency: The Race to Zero...Are We There Yet?

In the fintech industry we can link latency directly to profit and money. If I have lower latency than the competition, I can get to the better deals, I can make the better deals.
Venture
#ai-agents
Software development
fromDevOps.com
5 days ago

Google's Scion Gives Developers a Smarter Way to Run AI Agents in Parallel - DevOps.com

Scion is an experimental orchestration testbed for managing concurrent AI agents, preventing conflicts and enhancing collaboration.
Software development
fromDevOps.com
5 days ago

Google's Scion Gives Developers a Smarter Way to Run AI Agents in Parallel - DevOps.com

Scion is an experimental orchestration testbed for managing concurrent AI agents, preventing conflicts and enhancing collaboration.
fromRealpython
1 day ago

Altair: Declarative Charts With Python Quiz - Real Python

The quiz contains 7 questions and there is no time limit. You'll get 1 point for each correct answer.
Python
#ai
Python
fromPycon
1 week ago

Python and the Future of AI: Agents, Inference, and Edge AI

AI tools are increasingly integrated into development, with a dedicated track at PyCon US focusing on their future and practical applications.
Software development
fromTechzine Global
23 hours ago

Anthropic introduces routines in Claude Code

Anthropic introduces routines in Claude Code to automate recurring tasks in software development, enhancing workflow efficiency without additional infrastructure.
Python
fromPycon
1 week ago

Python and the Future of AI: Agents, Inference, and Edge AI

AI tools are increasingly integrated into development, with a dedicated track at PyCon US focusing on their future and practical applications.
Podcast
fromFast Company
1 week ago

3 AI tools that make keeping up with the news easier

Huxe is a personalized audio app that generates custom podcasts based on user interests, calendar, and email.
JavaScript
fromPythonSpeed
2 weeks ago

Timesliced reservoir sampling: a new(?) algorithm for profilers

Random sampling from an unknown-length event stream can effectively identify relevant information without storing all data.
#large-language-models
Data science
fromMedium
6 days ago

The Top 10 LLM Training Datasets for 2026

Large language models require extensive training data, and practitioners can utilize ten leading public datasets for effective training and fine-tuning.
Data science
fromMedium
6 days ago

The Top 10 LLM Training Datasets for 2026

Large language models require extensive training data, and practitioners can utilize ten leading public datasets for effective training and fine-tuning.
Artificial intelligence
fromFuturism
3 days ago

OpenAI's Latest Thing It's Bragging About Is Actually Kind of Sad

The AI industry faces significant delays and cancellations in data center projects, impacting ambitious computing capacity goals.
#python
Python
fromRealpython
2 days ago

How to Add Features to a Python Project With Codex CLI - Real Python

Familiarity with Python and an OpenAI account are prerequisites for using Codex CLI with the RP Contacts project.
Python
fromInfoWorld
3 weeks ago

Speed boost your Python programs with new lazy imports

Lazy imports in Python create a proxy object that delays the actual import until the module is needed.
Python
fromMouse Vs Python
3 weeks ago

The Python Show - Python Illustrated - Mouse Vs Python

Two sisters collaborated on a beginner's book about Python, with one writing and the other illustrating.
Python
fromRealpython
2 days ago

How to Add Features to a Python Project With Codex CLI - Real Python

Familiarity with Python and an OpenAI account are prerequisites for using Codex CLI with the RP Contacts project.
Python
fromInfoWorld
3 weeks ago

Speed boost your Python programs with new lazy imports

Lazy imports in Python create a proxy object that delays the actual import until the module is needed.
Python
fromMouse Vs Python
3 weeks ago

The Python Show - Python Illustrated - Mouse Vs Python

Two sisters collaborated on a beginner's book about Python, with one writing and the other illustrating.
Artificial intelligence
fromComputerWeekly.com
3 days ago

If we can't kick the habit, how do we manage AI's energy needs? | Computer Weekly

AI's energy consumption is rapidly increasing, impacting electricity prices and prompting community pushback against datacentre developments.
Software development
fromMedium
3 days ago

Async Logging Is Not a Silver Bullet - What Actually Limits Performance

Async logging redistributes costs rather than reducing them, impacting performance in different ways depending on implementation.
Artificial intelligence
fromComputerworld
6 days ago

This problem might not need a solution: customer-service bots that code for free

GenAI can enhance customer service by addressing complex dietary needs, but its tendency to hallucinate poses significant risks for direct interactions.
Python
fromInfoWorld
1 week ago

Get started with Python's new frozendict type

Python 3.15 introduces frozendict, an immutable dictionary that is hashable and useful in scenarios where regular dictionaries cannot be used.
Python
fromPycoders
1 week ago

PyCoder's Weekly | Issue #729

SerpApi provides structured JSON from search engines, simplifying data retrieval for AI applications.
Software development
fromInfoQ
1 week ago

Dynamic Languages Faster and Cheaper in 13-Language Claude Code Benchmark

Dynamic languages like Ruby, Python, and JavaScript are faster and cheaper for AI coding tasks compared to statically typed languages.
Python
fromThe JetBrains Blog
1 week ago

How to Train Your First TensorFlow Model in PyCharm | The PyCharm Blog

TensorFlow is an open-source framework for building and deploying machine learning models using tensors and high-level libraries like Keras.
Software development
fromZDNET
2 weeks ago

How AI has suddenly become much more useful to open-source developers

AI tools are becoming increasingly useful for open-source maintainers, but legal and quality issues remain.
Django
fromRealpython
1 month ago

Introduction to Python SQL Libraries Quiz - Real Python

A 9-question interactive quiz assesses proficiency in Python SQL libraries for database connectivity, query execution, and cross-database scripting with SQLite, MySQL, and PostgreSQL.
Artificial intelligence
fromMedium
3 weeks ago

Less Compute, More Impact: How Model Quantization Fuels the Next Wave of Agentic AI

Model quantization and architectural optimization can outperform larger models, challenging the belief that more GPUs equal greater intelligence.
#ai-assisted-coding
Artificial intelligence
fromMedium
4 weeks ago

The AI Coding Pitfalls Report: Facts, Trivia, and Structural Solutions

Engineers must shift from treating LLMs as chatbots to treating them as compilers, implementing a dedicated diagnostic phase to identify AI-specific defects before code merges.
Artificial intelligence
fromMedium
4 weeks ago

The AI Coding Pitfalls Report: Facts, Trivia, and Structural Solutions

Engineers must shift from treating LLMs as chatbots to treating them as compilers, implementing a dedicated diagnostic phase to identify AI-specific defects before code merges.
Artificial intelligence
fromInfoWorld
4 weeks ago

Why AI evals are the new necessity for building effective AI agents

User trust in AI agents depends on interaction-layer evaluation measuring reliability and predictability, not just model performance benchmarks.
Artificial intelligence
fromMedium
1 month ago

AI Copilots at Work: Practical Tools, Open-Source Options, and Strategy

AI copilots are context-aware assistants embedded in productivity tools that enhance work efficiency by providing relevant suggestions and automations while requiring human approval and oversight.
Software development
fromInfoWorld
4 weeks ago

I ran Qwen3.5 locally instead of Claude Code. Here's what happened.

Smaller, efficient LLMs like Qwen3.5 can run on consumer-grade PCs for local development, but setup complexity and IDE integration remain challenging barriers to widespread adoption.
#ydata-profiling
Python
fromRealpython
3 weeks ago

Episode #288: Automate Exploratory Data Analysis & Invent Python Comprehensions - The Real Python Podcast

YData Profiling enables quick exploratory data analysis reports with visualizations and statistics for easy sharing.
Django
fromRealpython
1 month ago

Automate Python Data Analysis With YData Profiling Quiz - Real Python

An interactive 8-question quiz assesses proficiency in YData Profiling for automating Python data analysis tasks including report generation, dataset comparison, and time series preparation.
Python
fromRealpython
3 weeks ago

Episode #288: Automate Exploratory Data Analysis & Invent Python Comprehensions - The Real Python Podcast

YData Profiling enables quick exploratory data analysis reports with visualizations and statistics for easy sharing.
Python
fromPycoders
3 weeks ago

PyCoder's Weekly | Issue #727

Jazzband is winding down due to the overwhelming number of AI submissions affecting its cooperative model.
Data science
fromRealpython
1 month ago

The pandas DataFrame: Make Working With Data Delightful Quiz - Real Python

An 11-question interactive quiz assesses proficiency in pandas DataFrame operations including creation, column manipulation, data sorting, NumPy array extraction, and missing data handling.
fromRealpython
2 months ago

Episode #280: Considering Fast and Slow in Python Programming - The Real Python Podcast

Christopher shares an article titled "The Uselessness of 'Fast' and 'Slow' in Programming." It digs into how the different aspects of software performance span a wide range of orders of magnitude, and how developers can obsess over irrelevant performance details, often losing more time working in suboptimal environments than building what they need with tools they already know. We also discuss an article about why uv is fast, which explains how most of its speed comes from engineering decisions rather than just being written in Rust.
Web frameworks
Software development
fromInfoWorld
1 month ago

How to build an AI agent that actually works

Successful agents embed intelligence within structured workflows at specific decision points rather than operating autonomously, combining deterministic processes with reasoning models where judgment is needed.
fromMedium
2 months ago

Algorithms Are Just Real Life, Formalized

Which Algorithm Is This? If you step back, this maps almost perfectly to the Top K Frequent Elements problem.We usually solve it for integers in a list. Here, the "elements" are audience profiles age and body-type combinations. First, define what an audience profile looks like: case class Profile(age: Int, height: Int, weight: Int) What we want is a function like this:
Scala
fromPycoders
2 months ago

PyCoder's Weekly | Issue #720

subprocess module relies on busy-loop polling to determine whether a process has completed yet. Modern operating systems have callback mechanisms to do this, and Python 3.15 will now take advantage of these.
Web frameworks
Python
fromRealpython
1 month ago

Spyder: Your IDE for Data Science Development in Python - Real Python

Spyder is an open-source Python IDE optimized for data science, offering powerful plotting, profiling capabilities, and integration with the data science ecosystem.
Python
fromRealpython
1 month ago

Working With Files in Python Quiz - Real Python

A 12-question interactive quiz assesses proficiency in Python file and directory operations including opening, iterating, filtering, creating, deleting, copying, and renaming files.
Python
fromRealpython
1 month ago

Threading in Python Quiz - Real Python

An interactive 10-question quiz assesses understanding of Python threading concepts including thread creation, ThreadPoolExecutor, locks for race condition prevention, and queue-based producer-consumer patterns.
Python
fromRealpython
1 month ago

Python Stacks, Queues, and Priority Queues in Practice Quiz - Real Python

An 11-question quiz tests understanding of Python stacks, queues, priority queues, and their real-world applications in traversal and system architecture.
Artificial intelligence
fromZDNET
1 month ago

7 AI coding techniques that quietly make you elite

Agentic AI tools make a single developer far more productive, enabling rapid cross-platform product creation by encoding design systems, user profiles, and permanent bug lessons.
Software development
fromPybites
1 month ago

How To Automate Python Performance Benchmarking In Your CI/CD Pipeline - Pybites

Treat performance as a quality gate: use deterministic benchmarks, enforce PR performance limits, and add AI-aware guardrails to prevent regressions.
Python
fromTreehouse Blog
1 month ago

Python for Data: A SQL + Pandas Mini-Project That Actually Prepares You for Real Work

Effective data analysis requires combining SQL and Python skills in integrated projects that mirror real-world workflows, not learning them in isolation.
Artificial intelligence
fromTechCrunch
1 month ago

Running AI models is turning into a memory game | TechCrunch

Rising DRAM prices and sophisticated prompt-caching orchestration make memory management a critical cost and performance factor for large-scale AI deployments.
Python
fromRealpython
1 month ago

Automate Python Data Analysis With YData Profiling - Real Python

YData Profiling generates interactive exploratory data analysis reports with summary statistics, visualizations, and data quality warnings from pandas DataFrames in just a few lines of code.
Software development
fromInfoWorld
2 months ago

AI use may speed code generation, but developers' skills suffer

Using AI coding assistants can enable task performance but inhibit developers' acquisition of underlying skills needed to validate and debug code.
Artificial intelligence
fromInfoQ
2 months ago

Autonomous Big Data Optimization: Multi-Agent Reinforcement Learning to Achieve Self-Tuning Apache Spark

A Q-learning agent autonomously learns and generalizes optimal Spark configurations by discretizing dataset features and combining with Adaptive Query Execution for superior performance.
fromTechzine Global
1 month ago

What's wrong (and right) with AI coding agents

This is a state where we see that the teams that move fastest will be the ones with clear tests, tight review policies, automated enforcement and reliable merge paths. Those guardrails are what make AI useful. If your systems can automatically catch mistakes, enforce standards, and prove what changed and why, then you can safely let agents do the heavy lifting. If not, you're just accelerating risk,
Software development
Python
fromPythonSpeed
1 month ago

Speeding up NumPy with parallelism

Combine CPU-core parallelism and algorithmic optimization (e.g., Numba) to substantially speed up NumPy computations and reduce memory usage.
#pandas
Python
fromPythonmorsels
2 months ago

All iteration is the same in Python

All Python iteration forms use the same iterator protocol; iterating over an object yields its defined iteration items (e.g., dictionary yields keys, string yields characters).
Python
fromInfoWorld
2 months ago

CPython vs. PyPy: Which Python runtime has the better JIT?

PyPy remains far faster for raw numerical workloads, but CPython's new native JIT and no-GIL builds close the gap in other workloads and enable threading.
Python
fromThe JetBrains Blog
7 months ago

The Most Popular Python Frameworks and Libraries in 2025 | The PyCharm Blog

FastAPI leads Python framework usage in 2024 with 38%, offering high-performance async APIs, type safety, auto-generated docs, and strong ML deployment support.
Python
fromRealpython
2 months ago

Episode #282: Testing Python Code for Scalability & What's New in pandas 3.0 - The Real Python Podcast

Automated tests should verify algorithmic scaling (Big-O) to detect performance regressions as data grows; pandas 3.0 adds a string dtype, column operations, and Copy-on-Write.
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