#LLM production deployment

1112 related articles

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 14, 2026·2 min

Production LLM Deployment Guide: Model Selection, GPU Configuration, and Inference Engine Breakdown

A comprehensive decision framework for production LLM deployment: model selection (open-source vs. API), GPU VRAM configuration, and inference engine comparison including vLLM and TensorRT-LLM.

Aug 1, 2026·3 min

You Don't Always Need a Vector Database for Vector Search — Brute Force Might Be All You Need

In-depth analysis of when brute force vector search beats vector databases. For RAG apps with under a few hundred thousand vectors, brute force offers exact recall, simpler architecture, and easier debugging.

Aug 1, 2026·5 min

Have AI Doomers Actually Used AI? A Developer Exposes the Gap Between Hype and Reality

AI Doomers warn AI will destroy humanity, but have they actually built AI apps? A developer's sharp critique reveals the vast gap between AI demos and real engineering practice.

Aug 1, 2026·1 min

Predictive KV Replication: Breaking Through the Bursty Traffic Bottleneck in LLM Inference

Deep dive into predictive speculative KV replication: how anticipating bursty traffic and pre-replicating KV Cache can reduce LLM inference tail latency.

Jul 31, 2026·3 min

Orca-Bench: Evaluating Whether AI Agents Can Handle Production Oncall Duties

Orca-Bench is a benchmark for evaluating AI agents' operational capabilities, testing LLMs on fault diagnosis, multi-tool orchestration, and risk decisions in simulated Oncall scenarios.

Jul 31, 2026·3 min

GPT-5.6 Luna Review: Outperforms Google's Flagship at a Lower Price

GPT-5.6 Luna tops Google's flagship on the Artificial Analysis Intelligence Index while priced below Google's entry-level model. A deep dive into what this performance-cost breakthrough means.

Jul 31, 2026·2 min

DeepSeek V4 Flash Weights Open-Sourced: A New Option for Lightweight LLM Deployment

DeepSeek V4 Flash model weights reportedly open-sourced. This article analyzes its lightweight positioning, open-weight value, comparisons with closed-source models, and deployment guidance.

Jul 31, 2026·3 min

Graph Engineering: The Core Paradigm and Design Patterns for AI Agent Orchestration

Deep dive into how graph engineering uses state machines and directed graphs to constrain AI agent behavior, covering reflection, routing, human-in-the-loop, and parallel execution patterns.

Jul 31, 2026·3 min

Graph Engineering: The Core Paradigm and Design Patterns for AI Agent Orchestration

Explore how graph engineering uses state machines and directed graph structures to constrain AI agent behavior, covering reflection, routing, human-in-the-loop, and parallel execution patterns.

Jul 31, 2026·3 min

TraceLLM: An Open-Source LLM Observability Platform Built on OpenTelemetry

TraceLLM is an open-source observability platform for production AI apps, built on OpenTelemetry, offering Prompt tracing, Token monitoring, latency analysis, and full distributed tracing.

Jul 31, 2026·2 min

AI Delivers: Chrome Fixes More Vulnerabilities in One Month Than the Previous Two Years Combined

Google used AI to fix 1,072 Chrome vulnerabilities in one month, surpassing two years of fixes. Deep dive into AI-enhanced fuzzing and the security arms race.

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 30, 2026·2 min

GPT-5.6 Price Cut of 80%: How OpenAI Reclaims the AI Price-Performance Throne

OpenAI launches GPT-5.6 with 80% price cuts on its Luna model series, surpassing DeepSeek on the price-performance curve. Analysis of the tech logic, developer impact, and AI price war trends.

Jul 30, 2026·2 min

GPT-5.6 Price Cut of 80%: How OpenAI Reclaims the AI Price-Performance Throne

OpenAI releases GPT-5.6 with 80% price cuts on Luna models, overtaking DeepSeek on price-performance. Analysis of the tech logic, developer impact, and AI pricing trends.

Jul 30, 2026·3 min

2x, Not 10x: The Real Productivity Gains from Programming with LLMs

The 10x AI programming productivity myth debunked. Learn why 2x is the realistic gain from LLM-assisted coding, why generation outpaces verification, and practical tips for developers and teams.

Jul 30, 2026·2 min

Noisegate: Adding Differential Privacy Guardrails for Untrusted AI Agents

Noisegate is a differential privacy gateway for untrusted AI agents that injects calibrated noise into data flows, providing mathematically proven privacy guarantees when AI Agents process sensitive data.

Jul 30, 2026·2 min

Noisegate: Adding Differential Privacy Guardrails for Untrusted AI Agents

Noisegate is a differential-privacy gateway for untrusted AI agents, injecting calibrated noise into data flows to provide mathematically guaranteed privacy protection for sensitive data processed by AI Agents.

Jul 30, 2026·2 min

GPT-5.6 Released: Redefining the Price-Performance Boundary of AI Models

OpenAI releases GPT-5.6, targeting the price-performance frontier. Analysis of how architectural optimization and inference efficiency reduce costs, and how LLM competition shifts from capability to cost efficiency.

Jul 30, 2026·2 min

GitHub Copilot Stacked Sessions: A New Paradigm for Refactoring Legacy Code

Deep dive into GitHub Copilot's Stacked Sessions and Pull Requests for systematically refactoring legacy code, elevating AI-assisted programming to task-level collaboration.