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465 related articles

Jul 29, 2026·2 min

Severe Lag in Gemini Web App During Long Conversations Drives Users to AI Studio

Google Gemini web app suffers from severe lag in long conversations, history loading failures, and content loss. Users are switching to Google AI Studio for a more stable AI experience.

Jul 29, 2026·3 min

Local LLM Agent Lagging? Lowering num_gpu Is the Key

Local LLM crashing in Agent frameworks? The issue may be num_gpu set too high. Learn what num_gpu really controls (GPU layer offloading, not GPU count) and how to tune it for stable Agent performance.

Jul 29, 2026·3 min

Production-Grade LLM Inference Deployment: A Practical K8s Handbook

Complete guide to deploying production-grade LLM inference on Kubernetes, covering GPU scheduling, vLLM engine selection, autoscaling, observability, and cost optimization.

Jul 29, 2026·3 min

Is LLM Inference Actually Profitable? Breaking Down the Cost Structure and Business Logic of Large Model Inference

A deep dive into LLM inference cost structure and profitability models—from GPU throughput, MoE architecture, and KV Cache to scale effects—revealing the business logic behind API price wars.

Jul 29, 2026·3 min

Moonshot AI Open-Sources FlashKDA: A Deep Dive into High-Performance CUDA Kernels for KDA Attention

Moonshot AI open-sources FlashKDA, providing high-performance CUDA kernels for Kimi Delta Attention. Learn about its technical principles, performance gains, and value for long-context training and inference acceleration.

Jul 29, 2026·3 min

Deep Analysis and Hardening Practices for 16 Critical Vulnerabilities in an AI Security Platform

An AI security platform was found to have 16 critical vulnerabilities spanning prompt injection, privilege escalation, and auth bypass. A deep dive into hardening methodologies.

Jul 29, 2026·3 min

Ollama API Key Proxy: Multi-Key Rotation to Solve Rate Limiting Issues

Learn how Ollama API Key Proxy solves cloud LLM rate limiting through reverse proxy with round-robin key rotation, 429 auto-cooldown, and smart retry logic.

Jul 28, 2026·3 min

Open-Source Agent-Native Task Management: A Deep Dive into Cloudflare Edge Deployment

Deep dive into an open-source Agent Native task management and Wiki project deployed on Cloudflare, exploring Agent-native architecture, edge computing benefits, and serverless deployment for the AI Agent era.

Jul 28, 2026·3 min

Open-Source Agent-Native Task Management: A Deep Dive into Cloudflare Edge Deployment

Deep dive into an open-source Agent Native task management and Wiki project deployed on Cloudflare, exploring Agent-native architecture, edge computing advantages, and serverless deployment for AI Agents.

Jul 28, 2026·2 min

Claude Paid Subscription Down for Over a Week with No Response: The Pain Points of AI Service Support

Claude AI paid subscription down for over a week with no support response, exposing systemic gaps in AI service customer support. Analysis of impact, industry shortcomings, and user strategies.

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 28, 2026·2 min

Breaking Through CI/CD Storage Bottlenecks: Why Senior Engineers Are Returning to the Storage Domain

Exploring overlooked storage and caching bottlenecks in CI/CD pipelines, how Blacksmith redesigns storage architecture to accelerate builds, and why storage is a rebirth opportunity in cloud-native.

Jul 28, 2026·3 min

SlopCodeBench: Why AI Code Benchmarks Are Failing

SlopCodeBench sparks deep reflection on AI code evaluation. From benchmark contamination to pass-rate pitfalls, exploring why current benchmarks fail to measure real code quality.

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.