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Posts for 'python'
98%
Hybrid search with PostgreSQL and pgvector
93%
Digital decluttering
99%
GitHub - dleemiller/WordLlama: Things you can do with the token embeddings of an LLM
95%
My 71 TiB ZFS NAS after 10 years and zero drive failures
99%
Advanced friction logs: Empathy Sessions
97%
Why is language documentation still so terrible?
96%
The disposable web
99%
Writing a Home Assistant Core Integration: Part 1
99%
What’s in an e-graph?
99%
An ideology-induced bug in Mypy
98%
Why I'm Switching to Polars - Ari Lamstein
98%
What I’ve learned building MLOps systems for four years
99%
Kafka protocol practical guide - Ivan Yurchenko
99%
Integrating vision into RAG applications
99%
Django semantic search
99%
Why is F# code so robust and reliable? - .NET Blog
99%
HTMX, Raku and Pico CSS
99%
Synchronous vs Asynchronous vs Concurrent vs Parallel - What is the difference and why does it matter?
99%
Building a healthy and sustainable funding model for open source software
99%
Explicit is better than implicit
98%
How Much Data is Enough for Finetuning an LLM?
98%
GitHub - luke8086/retronews: TUI browser for HN and Lobsters emulating classical Usenet and mail readers
99%
Dysgraphia or: can a MNIST-trained ResNet read my clinically atrocious handwriting?
99%
PHP is the Best Choice for Long‑Term Business
94%
How to build an alternate Django admin in only 10 years
98%
Why are sellers leaving profit on the table?
99%
Greppability is an underrated code metric
99%
Clojure interactive development 101 • The Blog of Myke Bilyanskyy
99%
Optimizing Interpreters: Fusion
97%
My Software Bookshelf
98%
The System Prompts Behind Claude’s Artifacts
98%
UV with Django
93%
How to become a ⭐STAR⭐ LLM engineer
98%
Predicting the Future of Distributed Systems
96%
You're not just buying hardware with Oxide
99%
live-bootstrap/parts.rst at master · fosslinux/live-bootstrap
99%
Dokku: my favorite personal serverless platform – Hamel’s Blog
99%
Can you convert a video to pure css?
98%
buzl.uk
92%
Create Calendar Entries with Anthropic Claude 3.5
98%
Giving the finger to MFA - a review of the Z1 Encrypter Ring from Cybernetic
99%
Create an internal CLI
99%
Building a DIY Security Camera Display Using Raspberry Pi, i3 and MPV | Blog - Janez Troha
99%
Talk to Me Human Devlog: Automating Screenshots: Relishing Making One's Own Tools - Maxwell Forbes
99%
Ordinals aren’t much worse than Quaternions
97%
Representation Engineering Mistral-7B an Acid Trip
99%
Exposing youth to programming by finding the password
96%
On the art of resource conservation in software systems
98%
Async hazard: mmap is secretly blocking IO
99%
video to css
85%
Quitting My Job For The Way Of Pain — Ludicity
99%
Thoughts on coding with LLMs
97%
I've Built My First Successful Side Project, and I Hate It
99%
uv: Unified Python packaging
98%
GitHub - ankane/transformers-ruby: State-of-the-art transformers for Ruby
98%
Support PUT, PATCH, and DELETE in HTML Forms
99%
GitHub - wasi-master/13ft: My own custom 12ft.io replacement
99%
What's the deal with setuptools, setup.py, pyproject.toml and wheels?
99%
GitHub - janbjorge/PgQueuer: PgQueuer is a Python library leveraging PostgreSQL for efficient job queuing.
96%
AI Systems Security: Top Tools for Preventing Prompt Injection
98%
An underrated software engineering interview question – Jake Zimmerman
99%
Why Solve Puzzles in Minutes When You Can Code a Solution in Days?
99%
Discrete Mathematics - An Open Introduction
99%
PyTorch is dead. Long live JAX.
98%
Conformal Sets Part 2, Estimating Precision
99%
The CI Flake · HookRace Blog
95%
LLMs are bad at returning code in JSON
99%
CSVs Are Kinda Bad. DSVs Are Kinda Good.
99%
Keeping Production Observable with rising costs
94%
no more needless backends for flutter apps
98%
Examples of Great URL Design
99%
A comparative study of fine-tuning GPT-4o-mini, Gemini Flash 1.5 and Llama-3.1-8B
89%
Memory-mapped CPU tensor between Torch, Numpy, Jax and TensorFlow
99%
Integrating Random Functions on a Cluster with Temporal
99%
You should make a new programming language
99%
You should make a new programming language
99%
Default map value
99%
Quote-unquote "macros"
99%
7 Things I've learned building a modern TUI Framework
95%
Progress on porting Firefox
99%
GitHub - versotile-org/verso: A web browser that plays old world blues to build new world hope
98%
Making an Ollama-compatible RAG app
99%
GitHub - Dicklesworthstone/llm_aided_ocr: Enhance Tesseract OCR output for scanned PDFs by applying Large Language Model (LLM) corrections.
99%
Building an Gmail Auto Labeler With LLMs: A Step-by-Step Guide
98%
Details about METR’s brief initial evaluation of GPT-4o
99%
I made a worse search engine than Elasticsearch
99%
Demystifying Postgres Schema Migrations: Building it from Scratch
99%
First impressions of Gleam: lots of joys and some rough edges
93%
An update on our general capability evaluations
97%
Tracking supermarket prices with playwright
94%
LLM-centric Software Paradigms
99%
We hacked Anki - 0 day exploit from studying someone elses flashcards
97%
Reducing folium map sizes
99%
I'm back, Ruby on Rails
99%
Don't use LIMIT OFFSET for pagination in PostgreSQL
99%
The birth of ILC
98%
Netninja.com
99%
Git the stupid password store
99%
Open source AI coding assistance with the Granite models | Red Hat Developer
99%
Visual Studio Code July 2024
99%
The trouble with __all__
99%
Automatic Nix flake follows
98%
Custom Enterprise LLM/RAG with Real-Time Fine-Tuning - Machine Learning Techniques
99%
The Most Productive LLM Stack (for me)
99%
R package development in Positron
98%
Nassim Nicholas Taleb’s Dart Problem
99%
Cloud-Native .NET Aspire 8.1 Targets Building Containers, Orchestrating Python -- Visual Studio Magazine
95%
AI and NET: AI in Action in Real-World .NET Applications
99%
FastHTML
97%
Running One-man SaaS, 9 Years In
98%
ChatGPT turns every user into a power user
99%
GitHub - ionworks/how-to-debug-your-battery: A guide on how to understand the performance of your battery with modelling and improve it
99%
Bril: An Intermediate Language for Teaching Compilers
94%
Nikolov & Zeller: Misrepresentation of Critical Satellite Data by IPCC
97%
Beyond Clean Code
97%
Why Attend Programming Conferences?
91%
Developers want more, more, more: the 2024 results from Stack Overflow’s Annual Developer Survey - Stack Overflow
96%
The perks of a good OpenAPI spec
99%
The Decline Of Mobile Development - DONN FELKER
99%
A Tricky Floating-Point Calculation
99%
Studying 0days: How we hacked Anki, the world's most popular flashcard app
95%
The Bouquet Residence
99%
Management Time
86%
Large Enough
99%
Combining .NET Aspire, Python, Docker (Remote), and Machine Learning Models for Summarising Photos
99%
Scaling past 1 million ELF symbol relocations
99%
What's new in .NET Aspire 8.1 for cloud native developers! - .NET Blog
95%
What’s the point? BigDecimal in review
96%
An interactive guide to x86-64 assembly - moving data
98%
LLMs can solve hard problems
98%
Carving ELF Files
96%
Modchipping a fridge
99%
Gotchas with SQLite in Production
98%
Python: it is now() time to migrate from utcnow()
92%
Panic! at the Tech Job Market
99%
How to classify long documents without breaking the bank
99%
Toolbox languages
98%
Understanding Apache Paimon's Consistency Model Part 3 — Jack Vanlightly
98%
Give people something to link to so they can talk about your features and ideas
99%
Self-hosted PaaS - DBohdan.com
93%
LLMs are good for coding because your documentation is shit
99%
Exploring TLS certificates and their limits
99%
My curated list of indie blogs
97%
Free-threaded CPython is ready to experiment with!
97%
Does GPT4o use OCR for vision?
99%
Does code rot over time?
99%
Fun with Positron | Andrew Heiss
98%
RAG Trick: Embeddings are Spheres
99%
Entering text in the terminal is complicated
99%
Rye: a Hassle-Free Python Experience
99%
Kate and OrgMode
98%
Xuanwo's VISION: Data Freedom
99%
What's in a name?
99%
(modal)
98%
Generating database migrations with acyclic graphs
99%
Taking PyTorch for Granted | wh
99%
Visual Studio AI Toolkit : Building Phi-3 GenAI Applications
99%
Beating NumPy’s matrix multiplication in 150 lines of C code
99%
X-Ray vision for Linux systems
98%
TDD. You're Doing it Wrong
99%
Reproducibility in Disguise: Bazel, Dependencies, and the Versioning Lie
99%
A Type for Overload Set
99%
Binary Classification Using LightGBM -- Visual Studio Magazine
98%
Test-Driven Development: A Guide to Improving Software Quality
99%
The pleasure of writing Clean OOP code
98%
Some notes on self-publishing a tech book
98%
Big Data Engineering in the 2020s
97%
Book Review: React and React Native - Coding Sonata
99%
Challenge: Efficient snapshotable state
94%
Interesting links of the week 2024-27
99%
Convolutions, Fast Fourier Transform and Polynomials
95%
GitHub - goldmansachs/gs-quant: Python toolkit for quantitative finance
91%
On adopting Chainguard Images
99%
1% More Intelligent
99%
Is programming right for you ?
98%
Code Galaxies Visualization
92%
5 things we learned from sponsoring a sampling of our open source dependencies - Microsoft Open Source Blog
99%
Industrial macros
98%
Why I Ditched Django for NextJS
96%
Microsoft backtracks: eventing framework removed from .NET 9.0 following complaints • DEVCLASS
97%
The Super Effectiveness of Pokémon Embeddings Using Only Raw JSON and Images
98%
Keeping track of podcasts
99%
Reverse engineering Claude Artifacts
99%
Semantic Kernel–Change timeout value in C#
99%
An eSIM manager for Mobile Linux
98%
When I grow up I want to be a Database Administrator (said no-one ever)
99%
Schotter - Georg Nees - Part 1
99%
How to Build a Fullstack Webapp with F#
99%
I Tried Bend
96%
dropofahat.zone
99%
Ruby: a great language for shell scripts!
98%
Not knowing Guile or Guix
98%
Coverage at a crossroads
87%
Paolo Melchiorre - Django 5 by Example preface
99%
Learning Machine Learning in Elixir | zacksiri.dev
99%
Oils 0.22.0 - Docs, Pretty Printing, Nix, and Zsh
99%
How I synchronize and backup my Obsidian Notes
99%
Aspire Dashboard
99%
1/25-Scale Cray C90 Wristwatch – chrisfenton.com
99%
GitHub Copilot Workspace Review
99%
Web App From Scratch
99%
The Future of Data Management: An Enabler of AI Development? A Basic Illustration with RAG, Open Standards, and Data Contracts
98%
Why does SQLite (in production) have such a bad rep? - blag
98%
ES Modules are a mess
99%
wtb: Progressive SPAs
98%
Lemmy and my Switch to PieFed; Threadyverse software alternatives
98%
Comments on Scripting, CGI, and FastCGI
97%
Hack the Hacker - How to Setup an SSH Honeypot
99%
Python: 10 cool tricks with the * operator
99%
Getting 50% (SoTA) on ARC-AGI with GPT-4o
97%
How to achieve high HTTP scale with Azure Functions Flex Consumption
95%
Docker Logging Guide Part 1: Basic Concepts and Importance - Simple Talk
96%
The Arm development ecosystem is ready
92%
Interesting links of the week 2024-25
99%
NumPy 2.0.0 Release Notes — NumPy v2.1.dev0 Manual
99%
Build Chatbot with a LLM and Azure SQL Database to Answer Questions
99%
Sending SMS through GoIP GSM gateway using HTTP API
99%
GitHub - NVIDIA/warp: A Python framework for high performance GPU simulation and graphics
99%
Optimal SQLite settings for Django
99%
My experience crafting an interpreter with Rust
99%
Small units of work that work
91%
Export and Quantize Models like Llama-3-8B-Instruct with Model Builder for ONNX Runtime GenAI
96%
Perspective-Correct Interpolation
99%
Train RLHF Models with Dagster and Modal: Step-by-Step Guide
99%
Debugging a memory leak - FreeRTOS
82%
jonny (@jonny@social.coop)
98%
PSA: If you've used the ComfyUI_LLMVISION node from u/AppleBotzz, you've been hacked
99%
12 years of the com.lihaoyi Scala Platform
99%
GitHub - piku/piku: The tiniest PaaS you've ever seen. Piku allows you to do git push deployments to your own servers.
99%
Announcing the official OpenAI library for .NET - .NET Blog
99%
From Scratch - Generative Adversarial Networks
75%
I used to write
98%
Nomic Embed Vision: Expanding The Latent Space
98%
Encryption At Rest: Whose Threat Model Is It Anyway?
99%
A DSL for Implementing Math Functions
99%
DuckDB isn't just fast
95%
The state of SourceHut and our plans for the future
98%
Zoom light
99%
What's new in the Windows Subsystem for Linux in May 2024
96%
The Fansite of Kumdor
99%
leah blogs: What autoconf got right
99%
htmx: Simplicity in an Age of Complicated Solutions
99%
Debian 12 KDE Plasma: The right GNU/Linux distribution for professional digital painting in 2024. Reasons and complete installation guide.
99%
Why, after 6 years, I’m over GraphQL
99%
Indexing all of Wikipedia, on a laptop
99%
A New Architecture for a GUI Framework
98%
Codestral: Hello, World!
99%
Doing is normally distributed, learning is log-normal
99%
Reproducing GPT-2 (124M) in llm.c in 90 minutes for $20 · karpathy/llm.c · Discussion #481
99%
How good is GPT-4o at generating Flask apps? Surprisingly promising
99%
Do I not like Ruby anymore?
99%
GitHub - quickwit-oss/tantivy: Tantivy is a full-text search engine library inspired by Apache Lucene and written in Rust
99%
Iterate over matching files: `with_fileglob` module in Ansible
98%
Instead of "auth", we should say "permissions" and "login"
99%
Using LLMs to Build A Code Generation Dataset
99%
012 - choosing technology to build on
98%
Replacing pyinstaller with 100 lines of code
96%
Supply Chain Data Maturity
95%
A Grand Unified Theory of the AI Hype Cycle
97%
Tracking Releases & CI Across Software Teams and Forges
99%
Must-have resources for new .NET Aspire developers
98%
If you have to create a Windows Runtime Vector from C++/WinRT, do it as late as possible - The Old New Thing
94%
Why not parse your JSON at build time?
97%
The Missing Piece: Lucidity
98%
PC scripting and monitoring with microcontrollers and custom components
97%
Linting code for LLMs with tree-sitter
96%
The full-stack framework discourse | Dimitrios Lytras
98%
Five Tips for Starting a New Developer User Group
97%
Which database when for AI: Are vector databases all you need?
99%
Mixed Precision Training from Scratch
99%
Compilers for free with weval
98%
Test Driving ChatGPT-4o (Part 3)
97%
Liikennematto devlog #5: renovation and release
92%
Choosing a Tech Stack in 2024
98%
Create Apps Easily with Streamlit
85%
Charting surgery
97%
on hoot, on boot — wingolog
99%
GitHub - HigherOrderCO/Bend: A massively parallel, high-level programming language
97%
Llama 3 implemented in pure NumPy · The Missing Papers
99%
What I've Learned Building Interactive Embedding Visualizations
94%
Pinecoder blog
97%
GitHub - likejazz/llama3.np: llama3.np is pure NumPy implementation for Llama 3 model.
97%
Sorry. My heart says yes, but my schedule says no.
98%
I Coded Something Dumb And I'm Proud of It | Pier-Luc Brault - Personal Website
99%
Gemini Flash
99%
Hashing Modulo Theories
99%
GitHub - nkasmanoff/pi-card: Raspberry Pi Voice Assistant
99%
GitHub - pipecat-ai/pipecat: Open Source framework for voice and multimodal conversational AI
99%
Gratification
98%
Learnings from ingesting millions of technical pages for RAG on Azure. | Jakob Serlier's Personal Site
96%
The Impact of All-or-Nothing Thinking in Software Engineering
94%
Interesting links of the week 2024-20
97%
16 years of CVE-2008-0166 - Debian OpenSSL Bug
99%
Un garçon pas comme les autres (Bayes) - An unexpected detour into partially symbolic, sparsity-expoiting autodiff; or Lord won’t you buy me a Laplace approximation
99%
Parsing PNG images in Mojo
98%
Solving Recurrence Relations
86%
Azure Architecture Blog
99%
Buckets of Parquet Files are Awful | Scratch Data
98%
How to untangle phone numbers
94%
minViT: Walkthrough of a minimal Vision Transformer (ViT)
97%
Consistency Large Language Models: A Family of Efficient Parallel Decoders
99%
A Problem-First Approach To Building Engineering Teams
99%
Can we build a reactive article in a single HTML file?
99%
From Tmux to Kitty • Andrew Haust
99%
Refactor your code with C# collection expressions - .NET Blog
99%
Developing a RAG Knowledge Base with DuckDB
99%
GitHub - alessiodm/drl-zh: Deep Reinforcement Learning: Zero to Hero!
99%
100x faster sorted array intersections
94%
snats website
97%
Blog | atchyut.dev
99%
Building a social network from scratch on a whiteboard - Xe Iaso
99%
How to become a better developer
98%
I'm writing a new vector search SQLite Extension
97%
The BASIC programming language turns 60
99%
Multi-Class Classification Using LightGBM -- Visual Studio Magazine
97%
Ansible is a Lisp
99%
An introduction to vectorization
98%
Why I Left NixOS for Ubuntu
99%
Making a 3D Modeler, in C, in a Week
98%
How To Build Successful Business Cases as a Data Engineer
98%
LLMs Can't Do Probability - Brainsteam
96%
Productionizing Embeddings: Challenges and a Path Forward | Tecton
98%
I Reviewed 1,000s of Opinions on HTMX
97%
Applied abstraction
99%
Hijack DLLs through proxying - Carlos Menezes
98%
How to Train Diffusion for Text from Scratch
99%
Reverse engineering BeReal
96%
On FastAPI - GreenAsh
83%
Optimizing for Accidental Robert Picardo
97%
7 independent tech job boards (2024)
99%
pyinfra
96%
aux.computer
97%
Updating Documents in MongoDB - Simple Talk
96%
GPT-2?
99%
Can we RAG the whole web?
99%
What Computers Cannot Do: The Consequences of Turing-Completeness
98%
Memory Management Every Programmer Should Know
99%
Phi-3-mini in 30 lines of C# with ONNX Runtime GenAI
98%
🪄 Install asdf: One Runtime Manager to Rule All Dev Environments
99%
Garrison Jensen - Sorted Containers in Ruby inspired by Python
98%
So what’s the point of linear algebra, anyway?
99%
Ollama with Llama3 and Code Interpreter
87%
<span class="dquo">“</span>Reading” Articles via Podcast Software
99%
Implementing a functionality with GitHub Copilot for Visual Studio
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From hours to seconds: AI tools to detect animal calls
99%
The only two log levels you need are INFO and ERROR
93%
Why we suck at estimating software projects
99%
GitHub - apple/corenet: CoreNet: A library for training deep neural networks
98%
C isn’t a Hangover; Rust isn’t a Hangover Cure
99%
Generate code for declarative language instead of progr...
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Fitting a polynomial to a set of points
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How to create an F#
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I Wrote My Own Editor
99%
Changelog-Driven Releases
98%
Adventures In Rust: Bringing Exchange Support To Thunderbird
99%
The Real C++ Killers (Not You, Rust)
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Color Naming: Human vs. GPT-4
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You Suck at Marketing
99%
Stop going to the cloud and getting scammed. $200 infra to serve your startup till 100k monthly users in 15 minutes. Self-hosted Postgres, caddyserver and docker-compose FTW.
97%
The Illustrated Word2vec
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Basic Things Mar 22, 2024
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Redis is forked
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Luca Baldesi's website
89%
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In search of the Ballmer Peak, and other results from SIGBOVIK 2024 - The Old New Thing
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Services share schema and contract, not class
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LLM-Powered Django Admin Fields - Untrod
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Design Notes
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Displaying images in MySQL | Benjamin Dicken
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How Microsoft discovers and mitigates evolving attacks against AI guardrails | Microsoft Security Blog
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Go performance from version 1.0 to 1.22
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Can You Grok It :: dade
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Implementing an SHA transformer by hand
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Write Less Code, You Must
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I accidentally built a meme search engine
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Abstract methods and NotImplementedError in Ruby
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Finding and Fixing Standard Misconceptions About Program Behavior
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How I Built an iPhone App For $10,000 That Makes $2.99 Every Six Months
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R&D Case Study: Developing the OptiGap Sensor System | Paul Bupe, Jr
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GitHub - paul-gauthier/aider: aider is AI pair programming in your terminal
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Lennon McLean
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A Gentle Primer for Nonparametric Density Estimation: Histograms
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Extracting curve coordinates from a bitmap
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GitHub - karpathy/llm.c: LLM training in simple, raw C/CUDA
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VS Code Day Skills Challenge
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How to Install GitHub Copilot in Visual Studio - Visual Studio Blog
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A Brief Comparison of Modern Programming Languages
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Everything You Need to Know About Python - DeriveIt
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503 days working full-time on FOSS: lessons learned
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How to correctly link to UCRT (and why it works that way) — mingwpy 0.1 documentation
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Why You Shouldn't Use SQLite
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Generative transformer from first principles in Julia - Lior Sinai
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The Current State of ML in Clojure
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The Design Philosophy of Great Tables
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Demystifying HTTP with Telnet – Ian's notes
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A lazy and flippant classification of programming languages
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AI bots hallucinate software packages and devs download them
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Hacker News (HN) - Part 1: analysis
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Search graduation photos with your face — Jerome Paulos
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10 > 64, in QR codes
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modin_perf_examples
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How to get deep, technical expertise as an engineer
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LLaMA Now Goes Faster on CPUs
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Django: Write-up on optimizing the system check framework - Adam Johnson
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My Ideal Libre Computer+Phone
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The smartphone app audit
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The Importance of Documenting Your Work – Denny and the Jets
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8529 people have contributed to scikit-learn
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A gentle introduction to ESR's `reposurgeon`
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Solving Domino Fit Using Constraint Programming
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On UniFi Captive Portals
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Using Nextra to Blog - mkaz.blog
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David Gasquez
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I'm A Developer Not A Compiler
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Collection Expressions – Using C# 12 in Rider and ReSharper | The .NET Tools Blog
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Binary array set
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What Computers Cannot Do: The Consequences of Turing-Completeness
98%
`async: false` is the worst. Here's how to never need it again.
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Writing GNOME Apps with Swift
99%
Friends don't let friends export to CSV
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Scripts should be written using the project main language
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What Every Programmer Should Know About Load Testing
99%
Matching mentors to mentees using OR-tools
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Cranelift code generation comes to Rust
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Linux Crisis Tools
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What Do Developers Really Think About Claude 3?
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Transformers learn patterns, math is patterns
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Adventures with Differentiable Mesh Rendering
99%
static vs dynamic types
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Boss Chief Bets
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Mapping (almost) every law, regulation and case in Australia
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Batyr Nuryyev | Biting Off More Than We Can Chew with OLAP Libraries
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devenv 1.0: Rewrite in Rust - devenv
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Python extends its lead as the most popular programming language — but why does it have such widespread appeal?
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My QR Code Tattoo - samantha.wiki
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Why I built Slick Deploy
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Regex character “$” doesn't mean “end-of-string”
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March 2024: Exploring open source at Microsoft, and other highlights for developers
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Now in Beta: Explore the Enhanced Python SDK for Semantic Kernel | Semantic Kernel
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C++ creator rebuts White House warning
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Look ma, I wrote a new JIT compiler for PostgreSQL – Pinaraf's website
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Compiling With Constraints
96%
900 Sites, 125 million accounts, 1 vulnerability - env.fail
92%
Code samples for the opening chapter of Refactoring
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Part one – Ian's notes
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Patching Software Using Nix (For Laymen)
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GitHub - albertan017/LLM4Decompile: Reverse Engineering: Decompiling Binary Code with Large Language Models
99%
GitHub - xai-org/grok-1: Grok open release
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Zig, Rust, and other languages
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Double Q-Learning Explained
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Senior Security Analyst, Threat Intelligence in Remote, United States | GitHub, Inc.
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Nix is a better Docker image builder than Docker's image builder - Xe Iaso
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GitHub - Skyvern-AI/skyvern: Automate browser-based workflows with LLMs and Computer Vision
94%
Claude vs GPT
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NumPy vs BLAS: Losing 90% of Throughput
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Chrome Extension Hell - Caelin Sutch
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Words of Wisdom: Backend Edition
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GitHub - oxylabs/OxyParser
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First month on a database team
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ZEE.cz » Blog Archive » Audio box toy
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