#LLM principles

1049 related articles

Jul 23, 2026·6 min

The AI Builder's Handbook: A Complete Guide to LLM Principles, RAG Architecture, and Agent Design

From the autocomplete nature of LLMs, tokens, and context windows to RAG vector databases, the MCP protocol, and AI agent loop design — this article uses vivid analogies to unpack the reality of AI engineering.

AirLLM: How a 4GB GPU Can Run a 70B Mo…

Jul 19, 2026·2 min

AirLLM: How a 4GB GPU Can Run a 70B Model — Core Principles and Use Cases

AirLLM is an open-source project that uses layer-by-layer inference to run 70B LLMs on a single 4GB GPU. Learn how it works, its tradeoffs, and ideal use cases.

How DSLs Make LLM Outputs More Reliabl…

Jul 16, 2026·3 min

How DSLs Make LLM Outputs More Reliable: Principles and Practice

LLM output instability is a core production challenge. This article analyzes how DSLs improve LLM reliability through verifiability, semantic convergence, and structural constraints.

Jul 13, 2026·4 min

Getting Started with LangChain: LLM Limitations, Agent Principles, and Environment Setup in Practice

An in-depth look at LangChain's core value: the three limitations of LLMs, unified model interfaces, modular architecture, configuring the DeepSeek API, and understanding the SystemMessage/HumanMessage/AIMessage/ToolMessage system to build a foundation for Agent development.

Jul 11, 2026·6 min

A Deep Dive into the vLLM Inference Framework: Core Principles of Throughput Optimization and Interview Guide

An in-depth analysis of the vLLM inference framework's core principles: from the meaning of throughput (tokens/s), to the bottlenecks of autoregressive generation, to KV Cache, PagedAttention, and continuous batching.

Jun 22, 2026·4 min

KV Cache Saves 20x on Costs: The Underlying Principles and Practical Tips for LLM Inference Optimization

Deep dive into how KV Cache reduces LLM API costs by 20x. From Transformer attention matrix multiplication overhead to prompt caching best practices, understand the fundamentals of AI inference cost optimization.

Jul 31, 2026·3 min

Three Words to Break Claude Opus 5? Unpacking the Security Concerns Behind LLM Jailbreaking

A reported 3-word prompt jailbreak of Claude Opus 5 sparks debate. We analyze the technical nature of LLM jailbreaks, alignment fragility, and defense-in-depth strategies for enterprise AI security.

Jul 31, 2026·3 min

Three Words to Break Claude Opus 5? Unpacking the Security Concerns Behind LLM Jailbreaking

A reported 3-word jailbreak of Claude Opus 5 sparks debate. We analyze LLM jailbreak mechanics, alignment fragility, and defense-in-depth strategies for AI security.

Jul 31, 2026·3 min

How to Test a 25-Minute AI Voice Call? A Practical Guide to Long Conversation QA

Deep dive into QA challenges for long AI voice calls: why short script testing fails, how to evaluate context tracking, state management, and task correctness with actionable testing methodologies.

Jul 31, 2026·4 min

Full Analysis of Anthropic's Disclosure: Claude Exploited to Launch Automated Cyberattacks

Anthropic discloses its AI model Claude was exploited for automated cyberattacks. Analysis of attack methods, industry impact, and enterprise defense strategies.

Jul 31, 2026·2 min

Judge Questions U.S. Government's Rationale for Banning Anthropic AI: A Deep Dive into the Procurement Dispute

A federal judge questions the U.S. government's ban on Anthropic AI products, citing insufficient justification. Analysis of the legal dispute, industry impact, and regulatory implications.

Jul 31, 2026·2 min

Judge Questions U.S. Government's Rationale for Banning Anthropic AI: A Deep Dive into the Government Procurement Dispute

A federal judge questions the U.S. government's ban on Anthropic AI products, citing insufficient justification. Analysis of the legal dispute, industry impact, and regulatory implications.

Jul 30, 2026·3 min

Claude Opus 5 Plays Pokémon: A 12-Hour AI Experiment in Multi-Agent Loop Architecture

Deep analysis of Claude Opus 5 playing Pokémon for 12 hours via multi-agent loop architecture, exploring Agent design patterns, long-horizon planning, and AI Agent trends.

Jul 30, 2026·3 min

Claude Opus 5 Plays Pokémon: Analyzing a 12-Hour AI Experiment Under Multi-Agent Loop Architecture

In-depth analysis of Claude Opus 5's 12-hour Pokémon gameplay through multi-agent loop architecture, exploring multi-Agent design, long-horizon planning, and AI Agent trends.

Jul 30, 2026·3 min

Analyzing System Prompt Leaks: The Tension Between AI Transparency and Security

Analyzing the alleged Claude Opus 5 system prompt leak: exploring how system prompts work, common extraction techniques, the transparency vs. security dilemma, and practical takeaways for developers.

Jul 30, 2026·3 min

Gemini Robotics 2 Explained: Full-Body Control, Multi-Robot Coordination, and On-Device Deployment

Google DeepMind releases Gemini Robotics 2, achieving humanoid full-body control, multi-step error recovery, multi-robot coordination, and on-device deployment with built-in safety mechanisms.

Jul 30, 2026·3 min

Gemini Robotics 2 Explained: Full-Body Control, Multi-Robot Coordination, and On-Device Deployment

Google DeepMind releases Gemini Robotics 2, a robot foundation model enabling humanoid full-body control, multi-step error recovery, multi-robot coordination, and on-device deployment.

Jul 30, 2026·3 min

Are AI-Generated Learning Roadmaps Reliable? A Beginner's Guide to Verification and Use

AI-generated learning roadmaps have pitfalls like resource hallucinations and outdated info. Learn how to verify AI roadmaps and use them effectively as a beginner.

Jul 30, 2026·4 min

Andrew Kelley's Technical Optimism: Don't Fall Into Pessimism

Zig creator Andrew Kelley's SSW 2026 talk urges developers to reject 'black pill' nihilism, confronting software bloat and complexity with a builder's mindset rather than surrendering to pessimism.

Jul 30, 2026·3 min

AI Toolkit for Law Students: An Efficiency Guide from Reading & Research to Note Management

Practical AI efficiency tools for law students covering document reading (NotebookLM, ChatPDF), note systems (Obsidian, Notion), time management (Reclaim.ai), and email processing, plus workflow principles.