#prompt caching

285 related articles

Jul 28, 2026·3 min

Backend Developer Transition to AI/LLM: 4 Core Skills and a Practical Learning Roadmap

Complete guide for backend developers transitioning to AI/LLM engineering. Covers the 4 core skills—Python, RAG, Fine-tuning, and Agents—with a phased learning roadmap and practical project advice.

Jul 28, 2026·4 min

Spring AI 2.0 in Practice: Building an Enterprise RAG Knowledge Base Q&A System with Cursor

Build an enterprise RAG knowledge base Q&A system using Spring AI 2.0, Cursor AI programming, Ollama local deployment, and Redis vector storage. Runs on just 4GB VRAM.

Jul 28, 2026·4 min

Colibri: Running a 744-Billion-Parameter LLM on an Ordinary Laptop

Colibri uses MoE hot-cold separation and 4-bit quantization to run 744B-parameter models like GLM 5.2 on consumer hardware. Learn about its three-tier memory architecture and speculative decoding.

Jul 28, 2026·4 min

GPT-5.6 Value Maxing Practical Guide: From Token Stacking to Output Optimization Methodology

Deep dive into OpenAI GPT-5.6 Value Maxing strategies covering Sol/Terra/Luna model selection, KV cache optimization, Prompt compression, and programmatic tool calling to help developers achieve more output with fewer Tokens.

Jul 28, 2026·3 min

How to Choose an AI Agent Platform for Your Team: 5 Evaluation Dimensions and a Decision Framework

Choose the right AI Agent platform by evaluating model flexibility, observability, tool integration, security compliance, and total cost. A complete decision framework to help technical leaders avoid vendor lock-in.

Jul 28, 2026·3 min

How to Choose an AI Agent Platform for Your Team: 5 Evaluation Dimensions & Decision Framework

Choose an AI Agent platform by evaluating model flexibility, observability, tool integration, security compliance, and total cost. A complete decision framework to avoid vendor lock-in.

Jul 27, 2026·3 min

Steam Malware Attribution: How Bitcoin, Cookies, and Food Delivery Orders Identified the Attacker

Investigators traced Steam malware to its creator using Bitcoin transaction chains, Google Cookies, and Uber Eats orders—revealing how cross-referencing digital evidence destroys the illusion of online anonymity.

Jul 27, 2026·2 min

Three Major Pain Points of Gemini Video Generation: Real Complaints and In-Depth Analysis from Paying Users

Google Gemini's video generation faces user backlash over AI hallucination, over-strict moderation, and system instability. Deep analysis of AI video's path from demo to production.

Jul 27, 2026·4 min

Choosing the Wrong Agent Ruins Everything: Why the Same Model Can Perform Like Two Completely Different AIs

The same LLM API performs drastically differently under different Agent frameworks. Through a real database crash case, this article analyzes why choosing the right Agent matters more than switching models.

Jul 27, 2026·3 min

Agent Skills Explained: Solving the MCP Context Bloat Problem

Deep dive into Anthropic's Agent Skills mechanism, explaining how Progressive Disclosure solves MCP context bloat and tool calling accuracy issues in AI agents.

Jul 27, 2026·5 min

Complete Breakdown of Core Competencies for AI Agent Engineers: From Demo to Production-Grade Systems

Deep breakdown of 4 core AI Agent engineer competencies: business decomposition, multi-Agent architecture, quantitative evaluation, and engineering delivery—bridging the gap from Demo to production.

Jul 27, 2026·2 min

Dependabot Cooldown Period Explained: Why Delaying Dependency Updates by Three Days Is Safer

GitHub Dependabot now defaults to a three-day cooldown for version update PRs to guard against supply chain attacks and improve dependency stability.

Jul 27, 2026·3 min

Build RAG and AI Agent Projects at Zero Cost: A Practical Guide to Open-Source Tools

Build high-quality AI projects on a budget. Learn how to use Ollama, Groq, Chroma, and other free open-source tools to build RAG systems and multi-Agent workflows from scratch.

Jul 27, 2026·3 min

Build RAG and AI Agent Projects at Zero Cost: A Practical Guide to Open-Source Tools

Build high-quality AI projects on a budget. Learn how to use Ollama, Groq, Chroma, and other free open-source tools to build RAG systems and multi-Agent workflows from scratch.

Jul 27, 2026·3 min

Wattage: An AI Agent Token Cost Profiling and Regression Protection Tool

Deep dive into Wattage, an AI Agent token consumption profiling and cost regression protection tool, exploring its core features, industry context, and value for developers.

Jul 26, 2026·3 min

Pi Agent Configuration Guide: Building Your Own AI Coding Assistant

A step-by-step Pi Agent configuration tutorial covering installation, LLM connection, extension ecosystem, MCP setup, and Token-saving tips. Learn to build a truly controllable AI coding assistant.

Jul 26, 2026·4 min

Burning Through 80 Billion Tokens: Why Vibe Coding Is Doomed to Fail

A creator spent 40 days and 80 billion tokens testing the real limits of Vibe Coding. This article dissects why AI programming crashes in production: complexity, context limits, and compression loss.

Jul 25, 2026·3 min

Anthropic's Hands-On Guide: How to Scientifically Choose and Evaluate AI Models

Anthropic's Applied AI team breaks down a methodology for choosing AI models: building custom evals, avoiding three common pitfalls, measuring value by cost per success, and cutting costs with prompt caching and context engineering.

Jul 25, 2026·2 min

Grok 4.5 Hands-On Review: Code Generation and Research Visualization Capabilities

Hands-on review of xAI's Grok 4.5: one-shot web code generation and research figures rivaling top journal visuals. Covers core capabilities, Claude Opus comparison, and aggregation platform tips.

Intelligent Model Routing: The Core Te…

Jul 24, 2026·3 min

Intelligent Model Routing: The Core Technology and Implementation Guide for AI Cost Reduction and Efficiency

Intelligent Model Routing is becoming key AI infrastructure. This article explores its principles, solution types, technical challenges, and implementation considerations to help developers balance cost, latency, and quality.