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Production Architecture

7 articles · Page 1 of 1
Linyb Geek Road
Linyb Geek Road
Nov 1, 2026 · Artificial Intelligence

Harness Is the Product: 12 Design Principles for Production-Grade AI Agents

The article argues that the Harness — the agent runtime framework — is the true product for production AI agents, detailing 12 architectural principles covering task-oriented tool discovery, layered memory, credential isolation, approval workflows, code execution sandboxes, multi-channel adapters, state persistence, and system evaluation.

AI agentApproval WorkflowsCredential Management
0 likes · 40 min read
Harness Is the Product: 12 Design Principles for Production-Grade AI Agents
Coder Trainee
Coder Trainee
Oct 6, 2026 · Artificial Intelligence

Production-Grade RAG Architecture: HA, Caching & Cost Control for AI Knowledge Bases

This article details a production-grade RAG architecture covering high availability design, multi-level caching strategies, asynchronous processing, cost optimization techniques, monitoring metrics, and a deployment checklist for moving AI knowledge bases from development to production environments.

AI knowledge baseCachingCost Optimization
0 likes · 15 min read
Production-Grade RAG Architecture: HA, Caching & Cost Control for AI Knowledge Bases
Ops Development & AI Practice
Ops Development & AI Practice
Sep 17, 2026 · Cloud Native

Why OpenTelemetry Helm Splits into 3 Releases: Agent, Cluster, Gateway Architecture Explained

This article explains why OpenTelemetry Helm charts now recommend deploying Collector as three separate releases—otel-agent (DaemonSet for node metrics), otel-cluster (singleton Deployment for cluster metrics), and otel-gateway (scalable Deployment for trace ingestion)—detailing Presets simplification, lifecycle isolation, failure domains, and when to consolidate to two releases.

Cloud NativeCollectorDaemonSet
0 likes · 24 min read
Why OpenTelemetry Helm Splits into 3 Releases: Agent, Cluster, Gateway Architecture Explained
Internet Backend Architecture Stack
Internet Backend Architecture Stack
Aug 23, 2026 · Backend Development

Microservice Traffic Defense: 5-Layer Rate Limiting & Risk Control for Production Systems

This article details a production-grade five-layer traffic protection architecture for microservices, covering hierarchical rate limiting algorithms, IP and user-level sliding window implementations with Redis Lua scripts, dynamic blacklist mechanisms, interface classification (P0/P1/P2), and a real incident review where crawlers bypassed global limits and were defeated by fine-grained controls.

Lua scriptProduction ArchitectureRedis
0 likes · 15 min read
Microservice Traffic Defense: 5-Layer Rate Limiting & Risk Control for Production Systems
Coder Trainee
Coder Trainee
Jun 14, 2026 · Artificial Intelligence

Production‑Ready AI Agent Architecture: High Availability, Asynchrony, Caching, Cost & Security

After mastering core AI Agent capabilities, this article shows how to transform a prototype into a production‑grade service by covering a full architecture overview, stateless design, health‑check and graceful shutdown, asynchronous task queues, multi‑level caching, token‑cost optimization, model fallback, input/output filtering, rate limiting, monitoring, and deployment recommendations for different scales.

AI agentCachingCost Optimization
0 likes · 15 min read
Production‑Ready AI Agent Architecture: High Availability, Asynchrony, Caching, Cost & Security
Ray's Galactic Tech
Ray's Galactic Tech
Apr 16, 2026 · Artificial Intelligence

How to Turn FunASR into a Production‑Ready Real‑Time Speech Platform: From Single‑Node Demo to Million‑Scale Architecture

This article explains how to evolve FunASR from a simple demo into a production‑grade, low‑latency, high‑concurrency streaming speech‑recognition system by addressing model inference, session state, scaling layers, Kubernetes deployment, monitoring, and common pitfalls for real‑world use cases such as call‑center quality inspection.

FunASRProduction ArchitectureReal-time Speech Recognition
0 likes · 38 min read
How to Turn FunASR into a Production‑Ready Real‑Time Speech Platform: From Single‑Node Demo to Million‑Scale Architecture