#continual learning
97 related articles
·7 min
Getting Started with Claude Code: Five Dimensions That Show Why It Outperforms Ordinary AI
Claude Code isn't just a chat AI—it can directly read projects, modify code, and run commands. This article compares Claude Code with ordinary AI across five dimensions: interaction, context, execution, memory, and tool calling.
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·7 min
Getting Started with Claude Code: Five Dimensions to Understand Why It Outperforms Regular AI
Claude Code isn't just a chat AI—it can directly read projects, modify code, and run commands. This article compares Claude Code with regular AI across five dimensions to help you decide if it's worth trying.
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·8 min
LangChain Crash Course: A Complete Roadmap from Zero to Agent Development
A systematic roadmap from LangChain and LangGraph to multi-agent development, covering RAG, Tool Calling, MCP, and more, helping developers break into AI app development.
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·4 min
Was Claude Nerfed After Coming Back Online? The Truth Behind Safety Classifier Routing
Did Claude drop ~10 benchmark points after redeployment? We dig into the safety classifier routing mechanism, Arena voting data, and developer feedback to reveal the truth.
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·2 min
Hermes Agent: A Complete Beginner's Guide to the Self-Evolving Open-Source AI Agent
Hermes Agent is an open-source autonomous AI Agent with long-term memory and self-evolution. Learn its core innovations, how it compares to Open Cloud, and why it hit 121K GitHub stars.
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·4 min
UK Sovereign AI: How Cosine AI Is Punching Above Its Weight Against American Compute Dominance
Cosine AI founder reveals how the UK's first sovereign LLM is being built — from government compute grants and RL credit attribution to multi-agent orchestration and synthetic data pipelines.
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AIRI: The Open-Source Self-Hosted AI C…
·2 min
AIRI: The Open-Source Self-Hosted AI Companion to Build Your Own Cyber Neuro-sama
AIRI (moeru-ai/airi) is an open-source, self-hosted AI companion with real-time voice chat, Minecraft/Factorio gameplay, and Web/macOS/Windows support. 42K+ GitHub stars.
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·2 min
The Truth About AI Webcomic Side Hustles: Why Most People Never Make Money
Can AI webcomics really earn $1,500/month? This deep dive unpacks the full monetization pipeline and reveals why most beginners fail — the gap is in scripting, consistency control, and operations.
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·4 min
The Local AI Inflection Point: Edge Deployment, Multi-Model Collaboration, and the Open-Source Ecosystem
AI Engineer Summit deep dive: Local AI hits a real inflection point, driven by privacy and cost. Multi-model collaboration goes mainstream, NVIDIA + ExoLabs achieve 10x gains, open-source ecosystem accelerates.
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·2 min
WhatsApp AI Agent in Action: A Complete Service Pipeline for Online Courses
Learn how to build a full WhatsApp AI Agent pipeline for online courses — from ad-driven lead capture and smart screening to automated service delivery and silent lead re-engagement.
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·2 min
Carmack × Sutton: Teaching AI Robots to Play Atari in the Real World
John Carmack and Turing Award winner Richard Sutton co-founded Keen Technologies. Their debut paper Physical Atari has robots playing real Atari games via cameras and mechanical controllers in real time.
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·3 min
Uncensored AI Models Deep Dive: How They Work, Local Deployment, and the Truth About Self-Learning
A deep dive into uncensored AI models: how censorship is removed, whether self-learning is real, and hardware requirements for local deployment. Covers Ollama, LM Studio, Llama, quantization, and more.
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Evaluating General-Purpose Robot Polic…
·2 min
Evaluating General-Purpose Robot Policies: A Scientific Framework for Real-World Deployment
How do you scientifically evaluate general-purpose robot policies for real-world deployment? This article breaks down evaluation challenges, task design, generalization testing, and the sim-to-real gap.
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Voice-Driven Geometric Interaction: LL…
·2 min
Voice-Driven Geometric Interaction: LLM Semantic Parsing and Function Calling Architecture in Practice
How can LLMs translate natural language into geometric operations? This article breaks down a voice-driven geometry system: LLM for semantic parsing, Function Calling to bridge the geometry SDK.
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·2 min
Local Image-to-3D on Apple Silicon: 20 Seconds, 2GB RAM — Modelr Open-Source App Tested
A developer ports Tencent's Hunyuan3D to Apple MLX. M4 Max benchmarks: shape generation in 20s, 5.6GB peak RAM. Quantized versions run on iPhone. Modelr is the first local image-to-3D app for Apple Silicon.
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·3 min
Expanding BERT Classification Categories: Three Incremental Fine-Tuning Strategies and Solutions to Catastrophic Forgetting
Expanding BERT classification categories? Compare three strategies—pre-declaring all classes, extending the classification head, and full retraining—plus solutions like EWC, data replay, and LoRA/Adapter to combat catastrophic forgetting.
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Brazil's 55-Year Slavery Case: Can AI …
·3 min
Brazil's 55-Year Slavery Case: Can AI Detect the Invisible Exploitation of Modern Slavery?
A woman in Brazil was enslaved by one family for 55 years, shocking the world. This article explores from a technical angle whether AI data analysis, satellite remote sensing, and machine learning can detect modern slavery.
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·3 min
LangChain V1.3 Hands-On Tutorial: A Complete Breakdown of RAG, Multi-Agents, and Engineering Mindset
An in-depth look at LangChain V1.3's core philosophy: from RAG to multi-agent workflows. Master LangGraph, Chain, and DeepAgent, learn token control and Human-in-the-loop, and become a true master of AI app development.
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·3 min
Why Do Transformer Learning Paths Always Start Too Late? Order Matters More Than Materials
Most Transformer learning paths jump straight into Attention Is All You Need, skipping the pain points of sequence models—leaving learners reciting terms without real intuition. Here's a better four-stage order.
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From Love to Disappointment: The Deepe…
·3 min
From Love to Disappointment: The Deeper Reasons Behind Claude's Declining User Experience
Why did a veteran user go from loving Claude to feeling disappointed? A deep dive into over-alignment, style drift, and how model upgrades can protect longtime users.
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