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AI & Agents

Autonomous agents, LLM architectures, MCP protocols, and hands-on AI engineering.

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AI & Agents3 min read

Tech Radar 2026-09-24: X.com Pulse, Comfy Router, Opus 5.5, and vLLM Jev

Tech Radar 2026-09-24 digest from X.com: Comfy Router unified API, Opus 5.5 JavaScript animation, vLLM DiffusionGemma, and Xiaomi MiMo 310B uncensored.

#ai-radar#claude-opus#comfyui
AI & Agents9 min read

Qwen-Image-2.1 Viggle Turbo: 4-Step Distilled DiT in Diffusers and ComfyUI

Accelerate Qwen-Image-2.1 generation by 10x with Viggle Turbo. Master 4-step DMD2 distillation, LoRA adapters, GGUF quants, and ComfyUI workflows.

#qwen#generative-ai#machine-learning
AI & Agents11 min read

Qwen-Image-2.1 ncnn Vulkan: Run 7B DiT on 2GB VRAM Without CUDA

Run Qwen-Image-2.1 locally on Intel, AMD, and Mac GPUs with 2GB VRAM. Master nihui's portable C++ ncnn Vulkan engine without Python, PyTorch, or CUDA lock-in.

#qwen#generative-ai#vulkan
AI & Agents11 min read

OpenCreator Explained: Open-Source AI Video Subtitling & Dubbing

Deep dive into OpenCreator (formerly KrillinAI), an open-source Go & Electron engine that transcribes, translates, dubs, and reframes videos into vertical shorts.

#ai-agents#video-automation#tts
AI & Agents12 min read

Jev Ultrafast Explained: Sub-20ms Decision Engine for Browser AI Agents

Mổ xẻ jev-ultrafast: sub-20ms browser agent speed, atomic DOM extraction, and the brutal truth behind TypeSafe vendor lock-in and cherry-picked benchmarks.

#ai-agents#browser-automation#web-scraping
AI & Agents11 min read

OpenHuman Explained: The 40k-Star Local AI Superintelligence & Obsidian Memory Engine

Explore OpenHuman, the 40k-star open-source local AI superintelligence featuring Karpathy Obsidian memory trees, TokenJuice, and multi-agent graphs.

#ai#ai-agents#open-source
AI & Agents19 min read

Qwen-Image-2.1 Uncensored: Run Unrestricted ComfyUI with GGUF & Heretic

Master running Qwen-Image-2.1 Uncensored in ComfyUI using GGUF DiT and Heretic Text Encoder. Bypass refusal filters and optimize VRAM on RTX and Apple Silicon.

#comfyui#generative-ai#machine-learning
AI & Agents12 min read

TypeSafe AI Explained: Inside the $40M Machine-Native System 1 Engine

Explore TypeSafe AI, the $40M System 1 intelligence engine. Learn how Jev primitives, RLCD calibration, and speculative fan-out power tools like jev-ultrafast.

#ai-architecture#system-design#machine-learning
AI & Agents8 min read

Voice-Pro Explained: Local AI Dubbing & Voice Cloning Studio

Discover Voice-Pro, the open-source local AI dubbing studio combining Whisper, Demucs, F5-TTS, and CosyVoice with uv for zero-subscription voice cloning.

#ai#neural-audio#open-source
AI & Agents8 min read

VoiceStudio Explained: The 33k-Star Local AI Voice & Dubbing Engine

Explore VoiceStudio, the 33k-star open-source ElevenLabs alternative with 646 languages, OmniVoice cloning, voice design, and native MCP agent support.

#ai#neural-audio#open-source
AI & Agents7 min read

Tencent BrowserSkill Explained: How AI Uses Your Logged-In Browser

Tencent BrowserSkill lets AI agents use your logged-in Chrome without stealing focus. Explore tab borrowing, captcha handling, and local daemon architecture.

#ai#ai-agents#browser
AI & Agents23 min read

Zero-Dollar AI Agent Farming: Turning Broken Hardware into a 24/7 Autonomous Dev Engine

Turn a cracked-screen laptop into a 24/7 autonomous homelab server: sudden power cut protection, Bubblewrap quota relay, and phone-driven vibe coding with 0 dollars.

#ai-agents#homelab#antigravity
AI & Agents13 min read

Claude Blog Explained: The 5-Gate Autonomous Content Engine

Inside AgriciDaniel/claude-blog: how 32 skill directories, 5 subagents, and a blocking 5-gate delivery contract eliminate hallucinated AI slop at scale.

#ai-agents#claude-code#agent-skills
Updated
AI & Agents11 min read

Google Artemis: What It Is, How It Works & Mobile AI Agent Guide

What is Google Artemis? Explore the open-source AI agent achieving 99% SOTA on AndroidWorld: empower AI coding assistants to drive real Android phones.

#ai-agents#android#testing
AI & Agents12 min read

SEO Machine Explained: The B2B SaaS Content Pipeline

Inside TheCraigHewitt/seomachine: how 7,400+ stars Claude Code workspace turns GSC telemetry and context files into revenue-generating B2B SaaS articles.

#ai-agents#claude-code#seo
AI & Agents11 min read

Vercel Skills Explained: The Open Agent Package Manager

How Vercel's npx skills creates a universal package manager for 79+ AI agents: architecture, symlink pipelines, skills-lock determinism, and security edges.

#ai-agents#agent-skills#vercel
AI & Agents10 min read

AutoResearch Explained: Why Karpathy Contributed to This AI Scientist

AutoResearch breaks the single-model echo chamber with a multi-model consensus pipeline, stateful Ralph loops, and independent blind reviews.

#ai-agents#machine-learning#claude-code
AI & Agents12 min read

The AI Coding Agent Dictionary: Colloquial Prompts vs Standard Tech Terms

A battle-tested dictionary translating everyday developer prompts into precision architectural terms for AI coding agents to generate robust code.

#ai#prompt-engineering#architecture
AI & Agents9 min read

High-Leverage Coding Terms & Jargon for AI Coding Agents

Discover the architectural keywords and high-leverage engineering jargon that turn AI coding agents into precision tools, eliminating hallucinations.

#ai#prompt-engineering#software-architecture
AI & Agents12 min read

What AI DevKit is: a control plane for AI coding agents - and where it stops

An architectural guide to AI DevKit: local-first CLI/TUI console, shared config, SQLite memory, and workflow skills for managing multiple coding agents.

#ai#ai-agents#cli
AI & Agents12 min read

Free Claude Code Explained: One Local Proxy for 50+ AI Providers

Free Claude Code routes Claude Code, Codex, Pi, and eight more agents through one local proxy with 50 ToS-friendly providers and automatic fallback.

#ai#claude#developer-tools
Updated
AI & Agents15 min read

Ego Lite (Ego Browser): What It Is, Setup & AI Browser Agent Guide

What is Ego Lite? Complete guide to the Ego Lite browser and ego-browser skill for Claude Code and Cursor to automate the web using your real logged-in cookies.

#browser-automation#ai-agents#claude-code
Updated
AI & Agents17 min read

i have adhd skill: What It Is, How It Works & Setup for Claude & Cursor

What is the i have adhd skill? Complete setup guide for Claude Code & Cursor: cut conversational padding, prevent context bloat, and save 60% token usage.

#ai#adhd#productivity
AI & Agents8 min read

AI Agent Book Explained: A Beginner-Friendly Roadmap from Agent Basics to Real Engineering

A friendly practical guide to ai-agent-book: what it is, how to use it, when to use it, and how beginners can learn AI Agents through a clear 2-week path.

#ai#ai-agents#open-source
AI & Agents6 min read

AI Berkshire Explained: Turning Claude Code and Codex into a Disciplined Investment Research Team

A practical breakdown of AI Berkshire: a multi-agent value investing framework with structured skills, bias guards, and financial rigor tooling.

#ai#ai-agents#investing
AI & Agents8 min read

AI Job Search Explained: An Open Framework That Turns Claude Code Into a Job-Hunt Copilot

A pragmatic breakdown of ai-job-search: how it scrapes jobs, scores fit, compiles tailored LaTeX CVs, and sanitizes untrusted recruiter prompts.

#ai#career#open-source
AI & Agents4 min read

Code Review Graph Explained: Smarter AI Reviews with Less Token Waste

A beginner-friendly guide to code-review-graph: how it builds a local code graph, reduces token usage, and helps AI assistants review changes with clearer impact.

#ai#mcp#code-review
Updated
AI & Agents16 min read

OmniRoute: What It Is, How It Works & Local AI Gateway Setup (290+ LLMs)

What is OmniRoute? Complete guide to the local AI gateway: multiplex 290+ LLMs, auto-fallback on 429 rate limits, and native MCP server for Claude Code & Cursor.

#ai#mcp#typescript
Updated
AI & Agents10 min read

Orca IDE: What It Is, Parallel Worktrees & AI Agent Setup Guide

What is Orca? Explore the open-source AI agent IDE (stablyai/orca) to orchestrate parallel coding agents in isolated Git worktrees with mobile steering.

#ai#cli#typescript
Updated
AI & Agents13 min read

Strix AI: What It Is, How It Works & Autonomous Pentesting Setup Guide

What is Strix? Explore the open-source autonomous AI pentesting and security agent (usestrix/strix) that proves vulnerabilities with reproducible sandbox exploits.

#ai#security#pentesting
AI & Agents8 min read

Agent Reach: Internet Access Without the API Bill

A Python capability layer that wires your AI agent to Twitter, Reddit, YouTube, Bilibili, and more - one install prompt, zero paid APIs.

#ai-agents#cli#web-scraper
AI & Agents5 min read

GLM-5.2 just took the open-weights crown - and it thinks a lot

Z.ai's GLM-5.2 tops Artificial Analysis's open-weights leaderboard at 51 points, but HN is arguing about token bloat and whether benchmarks lie.

#glm-5-2#open-weights#llm
AI & Agents7 min read

OpenMontage: Your Coding Agent Becomes the Video Director

Open-source agentic video production: 12 pipelines, 52 Python tools, 400+ skills. Claude or Cursor orchestrates research, assets, edit, and render.

#video-production#ai-agents#cursor
AI & Agents6 min read

Sixty percent of Americans are tired of hearing 'AI' in your ads

A WordPress VIP survey of 1,200 US consumers finds AI in brand messaging is a turnoff, and almost nobody can name a company doing it well.

#ai#marketing#consumer-research
AI & Agents7 min read

TimesFM: Google's Zero-Shot Prophet for Numbers

Google Research's decoder-only foundation model forecasts time series out of the box - no per-dataset training, 200M params, quantile bands included.

#time-series#forecasting#machine-learning
AI & Agents7 min read

last30days: The AI Skill That Searches People, Not Editors

An AI agent skill that searches Reddit, X, YouTube, HN and Polymarket for the last 30 days on any topic, scored by what real people actually engaged with.

#claude-code#research#reddit
AI & Agents5 min read

The Wildly Simple Architecture Running Our AI Moment

A ground-up walkthrough of how transformer-based LLMs actually work - tokens, embeddings, attention, and the next-token loop - and why HN engineers can't…

#machine-learning#llm#transformers
AI & Agents6 min read

FP4: the 16-value float powering billion-parameter models

FP4, a 4-bit float with just 16 representable numbers, is now the default inference format for billion-parameter models on NVIDIA Blackwell hardware.

#machine-learning#floating-point#nvidia
AI & Agents8 min read

Anthropic Cybersecurity Skills: The Binder Behind a Senior Analyst

754 Markdown playbooks an AI agent can load: Volatility3 runs, Kerberoasting hunts, cloud breach scoping. Mapped to ATT&CK, NIST, ATLAS, D3FEND.

#security#ai-agents#claude-code
Updated
AI & Agents9 min read

Understand Anything: Codebase Knowledge Graph & Setup for Claude Code

What is Understand Anything? Complete guide to the AI plugin for Claude Code & Cursor that turns 200k+ line codebases into interactive knowledge graphs.

#knowledge-graph#claude-code#codebase-analysis
AI & Agents5 min read

Anthropic Is Now Training on Elon's Supercluster

Anthropic is expanding into xAI's Colossus2, using GB200 GPUs - after already taking the entire Colossus1. HN asks what this means for the AI race.

#ai#anthropic#xai
AI & Agents5 min read

When Google's Update Deletes Your IDE and Leaves a Chatbot in Its Place

Google's Antigravity 2.0 update silently replaced a working developer IDE with a chatbot at I/O 2026 - and the only fix was a full system purge.

#ai-tools#google#developer-tools
AI & Agents5 min read

The AI answer is an ad

Google embedded Gemini-generated ads directly into AI Mode search results. Here's what shipped, why HN is furious, and why the adblocker crowd finally has a…

#google#advertising#ai-search
AI & Agents5 min read

A country of 500,000 just became OpenAI's first national AI experiment

Malta is giving ChatGPT Plus to every citizen who completes a 2-hour AI course. First real national AI pilot, or political vote-buying? HN has thoughts.

#ai#openai#chatgpt
AI & Agents5 min read

One minute of 720p video from a single GPU - how did we get here so fast?

SANA-WM is a 2.6B open-source world model that generates minute-long 720p video with 6-DoF camera control on one GPU. NVIDIA trained it on 64 H100s in 15 days.

#ai#video-generation#open-source
AI & Agents5 min read

zerostack: the coding agent that runs on 8MB, not 8GB

A solo Rust developer shipped a full-featured coding agent with an 8MB RAM footprint. HN argues about whether that even matters.

#rust#coding-agents#developer-tools
Updated
AI & Agents9 min read

9Router: What It Is, Free AI Coding & Tiered Fallback Gateway Guide

What is 9Router? Complete guide to the open-source local proxy: multiplex 40+ LLMs, auto-fallback on quota limits, and 20-40% token compression for coding agents.

#ai#developer-tools#llm
AI & Agents5 min read

Open CTFs Are Now Pay-to-Win, and Frontier AI Did It

A top-10 CTF competitor argues that Claude Opus 4.5 and GPT-5.5 have automated enough of the scoreboard that open CTFs no longer measure human security skill.

#ctf#security#ai
AI & Agents5 min read

AiToEarn: Publish to 14 Platforms, Let the Agent Handle the Rest

AiToEarn is an open-source AI agent that automates content publishing, engagement, creation, and monetization across Douyin, TikTok, YouTube, Instagram, and…

#ai#creator-tools#automation
AI & Agents10 min read

One Source, Two Surfaces: Anthropic's Financial Services Toolkit

10 Claude agents for investment banking, equity research, and fund admin, deployable as Cowork plugins or headless Managed Agents from a single YAML manifest.

#claude#ai-agents#financial-services
AI & Agents8 min read

OpenGame: The Agent That Runs the Game to See If It Works

OpenGame is a CLI agentic framework from CUHK MMLab that scaffolds, builds, and verifies browser games end-to-end from a plain-English prompt.

#ai#game-dev#llm
AI & Agents6 min read

Pixelle-Video: One Topic, a ComfyUI Assembly Line

Streamlit app that turns a topic or script into short video: LLM copy, ComfyUI or RunningHub media, TTS, BGM, HTML templates, ffmpeg out to output/.

#comfyui#short-video#neural-audio
AI & Agents8 min read

Production Google OAuth In One Prompt: I Let Cursor Drive Chrome DevTools MCP

I asked an AI agent to wire production Google OAuth. One prompt later it clicked through Cloud Console, configured scopes, and shipped to prod.

#ai#cursor#chrome-devtools-cli
AI & Agents6 min read

Four Principles to Stop LLMs Overengineering Your Code

A tiny CLAUDE.md and optional plugin that makes Claude Code ask, test, and edit surgically.

#claude#llm#developer-experience
AI & Agents5 min read

Android Reverse Engineering Skill: Unpacking APKs Like a Pro

A Claude Code skill that decompiles Android apps and extracts their hidden APIs - no source code required. For security pros, hackers, and the curious.

#android#reverse-engineering#security
AI & Agents3 min read

Kronos: A Foundation Model for the Language of Financial Markets

Kronos tokenizes OHLCV K-line data and provides pre-trained autoregressive models and finetuning tools for forecasting.

#finance#time-series#forecasting
AI & Agents15 min read

The Job Search System That Evaluated 740 Offers

Career-ops turns Claude Code into a 14-mode job search agent: structured A-F evaluations, ATS-optimized PDFs, batch processing, and a Go TUI dashboard. MIT.

#ai-agents#claude-code#job-search
AI & Agents14 min read

Context Hub: The Curated Doc Layer Every Coding Agent Needs

Context Hub (`chub`) gives AI coding agents current, versioned API docs on demand -- so they code from facts, not 18-month-old training weights.

#ai-agents#developer-tools#claude-code
AI & Agents11 min read

taste-skill: The Bias Correction File for AI Frontend

taste-skill corrects the font, layout, and motion biases that push LLMs toward generic UI. A portable SKILL.md you commit once per project.

#ai#frontend#design
AI & Agents4 min read

Claude Code's Missing Manual: Stop Typing and Start Orchestrating

A copy-paste survival guide that turns Claude from a basic chatbox into an automated team member.

#claude-code#guide#tutorial
AI & Agents5 min read

AI Scientist-v2: The Robot That Writes Its Own Papers

SakanaAI's AI Scientist-v2 autonomously generates ML research hypotheses, runs experiments via agentic tree search, and writes peer-reviewed papers. No…

#ai-research#machine-learning#autonomous-agents
AI & Agents4 min read

The Agent is the Model. The Code is Just a Vehicle.

A deep dive into learn-claude-code and the truth about AI agents: most frameworks are over-engineered Rube Goldberg machines.

#ai-agents#claude-code#tutorial
AI & Agents6 min read

The Conductor and the Machine: Orchestrating Claude Code

Claude Code is a beast. But to tame it, you need more than prompts. You need an orchestration framework.

#claude-code#agentic-engineering#best-practices
AI & Agents5 min read

Claude Skills: The Surgical Precision of Agentic Experts

A library of 200+ modular expert instruction sets and zero-dependency Python tools for AI coding agents.

#ai-agents#claude-code#prompt-engineering
AI & Agents5 min read

VibeVoice: The Hour-Long Storyteller

AI that doesn't forget who is talking even after an hour. VibeVoice handles long-form speech without the usual 'memory loss'.

#ai#neural-audio#microsoft
AI & Agents4 min read

The Professional Kitchen for Your AI Agent

Everything Claude Code isn't just a config pack; it's a performance system that turns a general-purpose AI into a precision instrument.

#claude-code#ai-agents#productivity
AI & Agents12 min read

Hermes Agent: The Desk That Remembers

Most AI agents reset every session. Hermes Agent builds a persistent workbench that learns your stack, grows its own skills, and follows you across 7 platforms.

#ai-agents#productivity#memory-loop
AI & Agents10 min read

MoneyPrinterV2: What 18,000 Stars Worth of Automated Content Actually Looks Like

An assembly line for AI content - local LLMs write the script, KittenTTS reads it, Gemini paints the pictures. The video uploads itself.

#ai#automation#youtube
AI & Agents11 min read

Superpowers: The Workflow That Teaches AI Agents Discipline

Superpowers makes coding agents slow down, ask questions, write plans, and test first. The result is less flashy AI code, but much more trustworthy code.

#ai#ai-agents#development
AI & Agents7 min read

The Agency: Transform Your Workflow with a Team of AI Specialists

Discover how The Agency replaces generic prompts with a meticulously crafted roster of specialized AI agents for engineering, design, and more.

#ai#ai-agents
AI & Agents3 min read

BitNet: The Era of 1-bit LLMs is Finally Here

Explore bitnet.cpp, Microsoft's official framework for 1-bit LLMs that replaces multiplications with additions for massive speedups.

#ai#llm#quantization
AI & Agents3 min read

Lightpanda: The Zero-Bloat Headless Browser Built in Zig

Discover Lightpanda, a headless browser built from scratch in Zig for ultra-fast AI agents and automation without the overhead of Chromium.

#zig#browser#automation
AI & Agents3 min read

MiroFish: Rehearsing the Future in an AI Social Sandbox

Discover MiroFish, a universal swarm intelligence engine that uses multi-agent simulations to predict future trajectories in a digital mirror world.

#ai#multi-agent#simulation
AI & Agents11 min read

How to Find the Best AI Model to Optimize Your PC Hardware

A pragmatic guide to choosing local LLMs for your GPU with LM Studio. Understand VRAM limits, quantization trade-offs, and full GPU offload.

#ai#hardware#lm-studio
Updated
AI & Agents8 min read

Defuddle: What It Is, Web Content Extraction & Obsidian CLI Guide

What is Defuddle? Complete guide to kepano's TypeScript web content extractor: isolate clean article Markdown, LaTeX math, and code blocks without ads.

#typescript#web-scraping#obsidian
Updated
AI & Agents10 min read

Khoj AI: What It Is, Self-Host Personal Second Brain & Setup Guide

What is Khoj? Explore the open-source self-hosted AI second brain (khoj-ai/khoj): chat with local LLMs, index Obsidian & Notion notes, and run custom agents.

#ai#llm#rag
Updated
AI & Agents10 min read

OpenSandbox: What It Is, AI Agent Sandbox & Docker/K8s Setup Guide

What is OpenSandbox? Explore Alibaba's open-source universal sandbox (alibaba/OpenSandbox) to safely isolate AI coding agents in Docker and Kubernetes.

#ai#sandbox#mlops
AI & Agents5 min read

Stop Context Rot: How Get Shit Done Powers the Ultimate 10x Agentic Engine

A deep dive into GSD (Get Shit Done), a powerful meta-prompting and context-engineering system that averts AI context rot for Claude, Gemini, and general AI agents.

#ai#ai-agents#claude
AI & Agents10 min read

Context Engineering: The Discipline That Separates Good AI Agents from Great Ones

Open-source toolkit for Context Engineering that teaches AI agents to pull only the context they need - cited in academic research.

#ai#llm#ai-agents
AI & Agents3 min read

Unleashing the Super Agent Harness: A Deep Dive into Bytedance's DeerFlow

Discover how DeerFlow 2.0 transforms from a deep research tool into a full-fledged agent harness with sandboxing, sub-agents, and persistent memory.

#ai#python#langchain
Updated
AI & Agents15 min read

GitNexus: What Is It, How It Works & MCP Codebase Setup Guide

GitNexus: what is it and how does it work? Explore how GitNexus indexes codebases with KùzuDB and MCP to prevent AI agents from breaking refactors.

#ai#mcp#knowledge-graph
Updated
AI & Agents18 min read

Massive Collection of System Prompts for Different AI Models List 700 Items

Massive collection of system prompts for different AI models list 700 items: huge prompt engineering database on GitHub with Cursor, Manus, Windsurf, Devin prompts.

#ai#llm#ai-agents
AI & Agents6 min read

Hugging Face Skills: The 'Plug-and-Play' Mental Model for AI Agents

What are Hugging Face Skills? A mastery guide to empowering Claude Code, Cursor, and Gemini CLI with open-source ML capabilities.

#ai#ai-agents#hugging-face
Updated
AI & Agents8 min read

OpenBB: What It Is, Open-Source Financial Platform & Python SDK

What is OpenBB? Complete guide to the open-source financial data platform & Python SDK (OpenBB-finance/OpenBB): unify 100+ financial APIs for AI agents.

#finance#python#data
AI & Agents6 min read

OpenClaw: Your Personal AI Assistant Across Every Channel

OpenClaw is a self-hosted AI assistant that unifies WhatsApp, Telegram, Slack, Discord, Signal, and more into one LLM-powered inbox.

#ai#chatbot#self-hosted
Updated
AI & Agents9 min read

PentAGI: What It Is, Autonomous AI Pentesting & Docker Setup Guide

What is PentAGI? Complete guide to the autonomous AI pentesting platform (vxcontrol/pentagi): orchestrate Kali Linux tools in Docker to exploit flaws.

#ai#security#pentesting
Updated
AI & Agents19 min read

Pi Mono Explained: The Anti-Framework for AI Coding Agents

Pi Mono is a radically extensible AI agent monorepo that refuses to dictate your workflow, stack, or agent framework of choice.

#ai#cli#typescript
Updated
AI & Agents11 min read

Shannon Explained: The Autonomous AI Pentester That Breaks Your App Before Hackers Do

Shannon by Keygraph is a fully autonomous AI penetration tester that executes real exploits - not just advice - across web apps and networks.

#ai#security#pentesting
AI & Agents9 min read

5 Awesome Projects to Build with LM Studio's Local API

A quick guide on how to use LM Studio's Local Server for Python scripts, OpenClaw, AI coding assistants, and secure document chats.

#ai#llm#lm-studio
AI & Agents21 min read

Fulfill Your Dirty Fantasies with ComfyUI: Uncensored Workflow Guide

Step-by-step engineering guide to running uncensored ComfyUI workflows locally on NVIDIA GPUs. Master node graphs, bypass cloud filters, and optimize VRAM.

#comfyui#generative-ai#open-source
AI & Agents5 min read

AI Agents & Multi-Agent Systems: The 'Company of Robots' Mental Model

What's the difference between ChatGPT and an AI Agent? A mastery guide to tool calling, LangGraph orchestration, and why multi-agent is the architecture of 2026.

#ai#ai-agents#langgraph
AI & Agents7 min read

Fine-tuning vs RAG: The 'Teaching vs. Memorizing' Mental Model

When should you fine-tune a model vs. use RAG? A mastery guide to LoRA, PEFT, and the decision framework that saves you from wasting $10,000 GPU hours.

#ai#fine-tuning#rag
AI & Agents5 min read

LLM & RAG: The 'Smart Librarian' Mental Model

Why do LLMs hallucinate? A mastery guide to Retrieval Augmented Generation (RAG) - the architecture powering every serious AI product in 2026.

#ai#llm#rag
AI & Agents4 min read

MCP (Model Context Protocol): The 'USB Port for AI' Mental Model

What is MCP and why is every AI tool adopting it in 2026? A mastery guide to Anthropic's open standard for connecting AI models to the real world.

#ai#mcp#ai-agents
AI & Agents5 min read

Prompt Engineering: The 'Director & Actor' Mental Model

Why does 'be concise' produce worse results than '3 bullet points'? A mastery guide to system prompts, few-shot examples, and chain-of-thought.

#ai#prompt-engineering#llm