惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Apple Machine Learning Research
Apple Machine Learning Research
AWS News Blog
AWS News Blog
Google DeepMind News
Google DeepMind News
U
Unit 42
博客园 - 叶小钗
博客园 - 聂微东
GbyAI
GbyAI
Stack Overflow Blog
Stack Overflow Blog
有赞技术团队
有赞技术团队
aimingoo的专栏
aimingoo的专栏
D
DataBreaches.Net
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
Jina AI
Jina AI
美团技术团队
The Cloudflare Blog
M
MIT News - Artificial intelligence
Microsoft Azure Blog
Microsoft Azure Blog
I
InfoQ
S
Schneier on Security
C
Check Point Blog
Project Zero
Project Zero
The Hacker News
The Hacker News
Scott Helme
Scott Helme
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
Cisco Talos Blog
Cisco Talos Blog
P
Privacy International News Feed
SecWiki News
SecWiki News
Latest news
Latest news
MongoDB | Blog
MongoDB | Blog
S
Secure Thoughts
Google Online Security Blog
Google Online Security Blog
F
Fortinet All Blogs
博客园 - 三生石上(FineUI控件)
H
Help Net Security
TaoSecurity Blog
TaoSecurity Blog
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
Last Week in AI
Last Week in AI
P
Privacy & Cybersecurity Law Blog
Forbes - Security
Forbes - Security
G
GRAHAM CLULEY
N
Netflix TechBlog - Medium
L
Lohrmann on Cybersecurity
A
About on SuperTechFans
T
The Exploit Database - CXSecurity.com
C
Cisco Blogs
PCI Perspectives
PCI Perspectives
大猫的无限游戏
大猫的无限游戏
T
Troy Hunt's Blog
H
Hacker News: Front Page
Vercel News
Vercel News

freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More

Learn Command Line Interface (CLI) Development with Dart: From Zero to a Fully Published Developer Tool How to Bypass Cloud SMTP Restrictions Using Brevo and HTTP APIs How to Build a Live Options Database in Python – A Complete Guide How to Migrate to S3 Native State Locking in Terraform How to Use SCons to Build Software Projects [Full Handbook] QuRT: The Real-Time OS Inside Your Phone's Processor [Full Handbook] The Real Infrastructure Behind Remote Work (It’s Not Just Wi-Fi) The Lithography Handbook: Machines, Markets, and the Next Wave of Semiconductor Startups ITCM vs DTCM vs DDR: Embedded Memory Types Explained [Full Handbook] AI Paper Review: Improving Language Understanding by Generative Pre-Training (GPT-1) How to Build a Market Research Copilot with MCP and Python [Full Handbook] How to Build a Scoped Note-Taking API with Django Rest Framework and SimpleJWT The Complete SOC 2 Type II Implementation Handbook for Engineers: A Month-by-Month Roadmap with Real Commands Mastering the JavaScript Event Loop Data Science Insights: Why the Mean Lies When Handling Messy Retail Data How to Build High-Ranking SEO Landing Page How to Query Data in DynamoDB Using .Net How to Unblock Your AI PR Review Bottleneck: A Tech Lead’s Guide to Building a Codebase-Aware Reviewer How to Navigate Microservices as a Frontend Engineer How to Compress PDF Files in the Browser Using JavaScript (Step-by-Step) Stanford's youngest instructor talks InfoSec, AI, and catching cheaters - Rachel Fernandez interview [Podcast #217] Product Experimentation with Propensity Scores: Causal Inference for LLM-Based Features in Python How to Build a Multi-Agent AI System with LangGraph, MCP, and A2A [Full Book] How to Land Your First Cloud or DevOps Role: What Hiring Managers Actually Look For How to Deploy a Serverless Spam Classifier Using Scikit-Learn, AWS Lambda, & API Gateway How to Dockerize a Go Application – Full Step-by-Step Walkthrough Learn Hardware, Cloud, DevOps, Networking, Security, Databases, DNS, Git, and Linux Inside TreeHacks 2026, Stanford’s Elite Student Hakc Inside Stanford’s Elite Student Hackathon [Full Documentary] How to Measure Your AI Citation Rate Across ChatGPT, Perplexity, and Claude How to Deploy a Full-Stack Next.js App on Cloudflare Workers with GitHub Actions CI/CD How to Build a Multi-Tenant SaaS Platform with Next.js, Express, and Prisma How I Completed 15 freeCodeCamp Certifications in 4 Months: A Structured Learning Journey How to Build an Agentic Terminal Workflow with GitHub Copilot CLI and MCP Servers How AI Changed the Economics of Writing Clean Code How to Apply STRIDE Threat Modeling and SonarQube Analysis for Secure Software Development How to Set Up OpenID Connect (OIDC) in GitHub Actions for AWS How to Split PDF Files in the Browser Using JavaScript (Step-by-Step) How to Build Your Own Language-Specific LLM [Full Handbook] How to Build a Self-Learning RAG System with Knowledge Reflection How to Trace Multi-Agent AI Swarms with Jaeger v2 How I Tested Malaysia's Open Data Portals with Plain English How I Built a Production-Ready CI/CD Pipeline for a Monorepo-Based Microservices System with Jenkins, Docker Compose, and Traefik The Hidden Tax of Infrastructure: Why Your Team Shouldn’t Be Running It Anymore From Metrics to Meaning: How PaaS Helps Developers Understand Production From Symptoms to Root Cause: How to Use the 5 Whys Technique Product Experimentation for AI Rollouts: Why A/B Testing Breaks and How Difference-in-Differences in Python Fixes It How to Create a GPU-Optimized Machine Image with HashiCorp Packer on GCP 3D Web Development with Blender and Three.js How to Fix a Failing GitHub PR: Debugging CI, Lint Errors, and Build Errors Step by Step How to Merge PDF Files in the Browser Using JavaScript (Step-by-Step) How to Handle Stripe Webhooks Reliably with Background Jobs How to Build an Automatic Knowledge Graph for Your Blog with PHP and JSON-LD Understanding Proxies and Reverse Proxies: Your Gateway to Secure Networking The Evolution of Nvidia Blackwell GPU Memory Architecture How to Use PostgreSQL as a Cache, Queue, and Search Engine The New Definition of Software Engineering in the Age of AI Reclaim Your Time – Master Automation with Zapier How to Create Dynamic Emails in Go with React Email Why Many Beginner Self-Taught Developers Struggle (And What to Do About It) How to Build a Headless WordPress Frontend with Astro SSR on Cloudflare Pages How to Make Your GitHub Profile Stand Out How to Use Context Hub (chub) to Build a Companion Relevance Engine Why Chrome OS Is the Operating System the AI Era Was Built For How to Build Microservices-Based REST APIs for Healthcare Portals How to friction-max your learning with software engineer Jessica Rose [Podcast #216] Shadow AI Explained: Why Employees Are Using AI Behind Your Back Traditional Scraping vs AI Scraping: A Practical Guide for Developers and Data Teams How Database Indexes Work – A Practical Guide with PostgreSQL Examples How to Streamline Search in Web Applications with Elasticsearch How to Build an Open Source Data Lake for Batch Ingestion OpenAI Codex Essentials – AI Assisted Agentic Development Course Learn Software System Design How to Generate PDF Files in the Browser Using JavaScript (With a Real Invoice Example) How to Get Started with Terraform Service-to-Service Communication: When to Use REST, gRPC, and Event-Driven Messaging A Developer’s Guide to Lazy Loading in React and Next.js The Data Quality Handbook: Data Errors, the Developer's Role, and Validation Layers Explained. United States Residential Proxy: Why Local IP Accuracy Matters for SERP, Ads, and Pricing How to Build a Fashion App That Helps You Organize Your Wardrobe How to Build an Admin Dashboard Sidebar with shadcn/ui and Base UI The AI Governance Handbook: How to Build Responsible AI Systems That Actually Ship How to Build a Local DevOps HomeLab with Docker, Kubernetes, and Ansible How to Use Mixins in Flutter [Full Handbook] How to Prep for Technical Interviews – A Guide for Web Developers GPT-5.4 vs GLM-5: Is Open Source Finally Matching Proprietary AI? Data Visualization Tools for Svelte Developers How to Keep Human Experts Visible in Your AI-Assisted Codebase Efficient Data Processing in Python: Batch vs Streaming Pipelines Explained How to Build and Deploy Multi-Architecture Docker Apps on Google Cloud Using ARM Nodes (Without QEMU) How to Build a Secure AI PR Reviewer with Claude, GitHub Actions, and JavaScript How to Build a Positioning-Based Crude Oil Strategy in Python [Full Handbook] How to learn programming and CS in the AI hype era – interview with dev and prof Mark Mahoney [Podcast #215] CUDA Programming for NVIDIA H100s How to Build Reliable AI Systems. How to Build an Online Marketplace with Next.js, Express, and Stripe Connect How to Build a Cost-Efficient AI Agent with Tiered Model Routing The WebCodecs Handbook: Native Video Processing in the Browser The Bluetooth LE Audio Handbook: From "Why Does My Call Sound Like a Tin Can?" to AOSP Implementation How to Set Up OpenClaw and Design an A2A Plugin Bridge
How to Run Open Source LLMs Locally and in the Cloud
Beau Carnes · 2026-05-07 · via freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
How to Run Open Source LLMs Locally and in the Cloud

Learn how to work with a wide range of open large language models (LLMs) such as Gemma, Kimmy, and GLM across various local and cloud-based environments.

We just posted a course on the freeCodeCamp.org YouTube channel, taught by Andrew Brown, that explores how to use coding harnesses like Claude Code and Pi Agent to build real-world agentic workflows while benchmarking model performance and hardware requirements.

The course provides a practical look at the current state of open AI by conducting "smoke tests," such as building Flappy Bird clones to evaluate how different models handle real-world coding tasks. You will explore the hardware requirements necessary for local execution, including the VRAM limitations that often make cloud-hosted options more viable for large context windows.

Andrew also evaluates various coding harnesses, like Claude Code and PI Coding Agent. By the end of the course, you will understand which models, such as Kimmy 2.5 and Gemma 4, are most reliable for tool calling and structured code generation.

Watch the full course for free on the freeCodeCamp.org YouTube channel.



Learn to code for free. freeCodeCamp's open source curriculum has helped more than 40,000 people get jobs as developers. Get started