#generated knowledge prompting
198 related articles
Loving LLMs, Hating the Hype: How Engi…
·2 min
Loving LLMs, Hating the Hype: How Engineers Rationally Evaluate Large Language Models
Engineers love LLMs for real productivity gains but hate the hype around AGI narratives, glossed-over hallucinations, and valuation bubbles. Here's how to find the rational balance.
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Using Claude for Constrained Optimizat…
·2 min
Using Claude for Constrained Optimization Research: The Promise and Limits of AI-Automated Science
How Claude and LLMs assist constrained optimization research — from problem modeling to solver integration. An honest look at AI's real capabilities and limits in automated science.
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·3 min
Understanding RAG from Scratch: A Complete Guide to Retrieval-Augmented Generation
RAG (Retrieval-Augmented Generation) is a key technology for solving LLM hallucinations. This guide breaks down how RAG works, its advantages, and real-world use cases — no math required.
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·6 min
A Beginner's Guide to Claude Code: Why Is It More Powerful Than Cursor and Trae?
Claude Code is Anthropic's local AI programming assistant that reads your entire codebase, auto-debugs, and delivers far higher accuracy than Cursor and Trae. Here's why it's the strongest AI coding tool today.
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·5 min
Open-Source MCP Server: Automatically Verifying the Authenticity of AI-Generated Paper Citations
AI "citation hallucination" threatens academic integrity—LLMs generate perfectly formatted but nonexistent references. This open-source MCP server verifies AI citations in real time against CrossRef, PubMed, and more, catching fakes at the source.
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·3 min
Skill Pack-Driven AI Agents: An Efficient Alternative to Complex Workflows
Ditch complex workflow nodes. Use Agent Skill packs to dynamically load AI capabilities, build stable intelligent automation, and understand RAG, LLM limits, and Scale Agent plugin setup.
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·6 min
GPT-5.6 Sol Hands-On: How Multi-Agent Parallelism Is Reshaping AI Coding Workflows
Based on Fireship's review, an in-depth look at GPT-5.6 Sol's Ultra Mode multi-agent parallelism, its 91.9% Terminal Bench score, and how it differs from Claude Fable in cost, speed, and precision.
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·7 min
Breaking Down the Core Skills of an AI Application Engineer: From Beginner to Industrial-Grade Deployment
Knowing how to call an API doesn't make you an AI engineer. This article breaks down the complete skill structure of an AI application engineer, covering Python fundamentals, LLM fine-tuning, Agent development, and enterprise projects.
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·3 min
Oragent AI Agent: Complete Foreign Trade Customer Research and Market Analysis in 5 Minutes
Oragent (Dingyi ORA Agent) is an AI agent built for foreign trade, generating in-depth market analysis reports covering product selection, regulatory risks, and marketing calendars in just 5 minutes.
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·6 min
Hands-On With Hermes Agent's Eight Major Updates: A Complete Guide to AI Automation and Self-Evolution
The Hermes Agent gets a major upgrade with eight new features: native iMessage, parallel background sub-agents, Unreal Engine MCP support, a self-evolving Skill Hub, and more. A hands-on breakdown of the core changes and their real impact on personal AI automation workflows.
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·3 min
Building a Claude Code Skill from Scratch: Let AI Auto-Generate Daily News Reports
A detailed guide on building a custom Claude Code Skill to auto-fetch, filter, and generate daily AI news reports—covering execution logic, task decomposition, HTML visualization, and source tracing.
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·4 min
Gemini Accidentally Leaks Its Internal Reasoning Architecture: A Deep Dive into Bento Components and Knowledge Graph
An accidental prompt leak revealed the inner workings of Google Gemini's reasoning and UI rendering architecture, including Bento card components, the chameleon adaptive system, and knowledge graph entity ID retrieval.
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·2 min
Microsoft Open-Sources .NET Skills: Making AI Coding Agents Master C# Development
Microsoft open-sources dotnet/skills, packaging .NET/C# best practices as structured skills for AI coding agents. Bridges domain knowledge gaps in general LLMs, improving code quality for GitHub Copilot and other tools.
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·4 min
The Truth About Silicon Valley's No-Poach Agreements: From Jobs' Emails to Antitrust Lawsuits
A fake Cook-to-Altman email screenshot leads to the real Silicon Valley history of secret no-poach agreements. This article analyzes the antitrust lawsuits of Apple, Google, and others, revealing compliance red lines in the AI-era talent war.
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·7 min
Building AI Agents in Rust: The GAIA Benchmark Reveals the Capability Ceiling of Large Models
A Rust-based AI Agent evaluation framework uses the GAIA benchmark to compare GPT, Claude, DeepSeek and other models with no tools. Results show pure LLMs cap at ~25% accuracy, revealing why tool use is decisive for Agents.
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·5 min
AI Content Floods Social Media: Why Has LinkedIn Become Ground Zero?
Generative AI tools have flooded social media with AI-generated content, hitting LinkedIn hardest due to its professional nature. A deep dive into the causes, ecosystem impact, and solutions.
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·5 min
Deep Analysis of the Alibaba-Claude Ban: The Battle for Autonomous Control of AI Coding Tools
Alibaba bans all Anthropic products including Claude Code, while ByteDance and Tencent switch to in-house tools. A deep dive into the security logic and industry trends behind China's push for autonomous AI coding tools.
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·5 min
Alibaba Bans Claude Code: Invisible Fingerprints and the AI Tool Trust Crisis
Alibaba has banned Claude Code as high-risk software. Reverse engineering revealed a covert environment-identification mechanism hiding user fingerprints in punctuation via prompt steganography. A deep dive into the incident and AI tool trust.
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·5 min
Getting Started with LangChain: LLM Invocation, Agent Practice, and Environment Setup Guide
Starting from the three limitations of LLMs, this guide systematically explains LangChain's core positioning, environment setup, API key prep, model init, and the message system. Learn init_chat_model and AIMessage/HumanMessage/SystemMessage.
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·3 min
Seedream 5.0 Pro In-Depth Review: A Complete Analysis of Its Chinese-Language Image Generation
First-look review of ByteDance Seedream 5.0 Pro covering art, Chinese text layout, character sheets, and commercial UI — benchmarked against GPT Image 2 and Nano Banana Pro.
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