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Alibaba Cloud Developer
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Alibaba Cloud Developer

Alibaba's official tech channel, featuring all of its technology innovations.

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Latest from Alibaba Cloud Developer

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Alibaba Cloud Developer
Alibaba Cloud Developer
Jan 12, 2026 · Operations

Why Traditional Monitoring Fails and How UModel Redefines Observability for AI‑Powered Ops

The article explains how legacy monitoring based on isolated metrics, traces, and logs cannot keep up with the massive, fragmented, and dynamic data of modern IT systems, and introduces UModel—a graph‑based observability model that bridges data, model, and engineering gaps to enable AI‑driven operations.

Data ModelingGraph ModelingUModel
0 likes · 11 min read
Why Traditional Monitoring Fails and How UModel Redefines Observability for AI‑Powered Ops
Alibaba Cloud Developer
Alibaba Cloud Developer
Jan 12, 2026 · Artificial Intelligence

How CodeGenius Re‑engineered Memory to Tame AI Agent Context Bloat

This article explains how the rapid evolution of AI agents caused context explosion, why the original fixed‑window memory failed, and how CodeGenius introduced a layered memory system that unloads stale data, deduplicates files, generates structural summaries, and dynamically compresses dialogue to keep prompts stable, reduce token cost, and improve task continuity.

AI AgentContext ManagementLLM cost reduction
0 likes · 18 min read
How CodeGenius Re‑engineered Memory to Tame AI Agent Context Bloat
Alibaba Cloud Developer
Alibaba Cloud Developer
Jan 9, 2026 · Backend Development

How to Build a Lightweight, Scalable AI Code Telemetry System with MCP Architecture

This article details the design and implementation of a lightweight, non‑intrusive data‑collection framework for multiple AI coding tools—covering background challenges, industry solutions, design principles, a three‑layer MCP‑based architecture, concrete hook scripts, telemetry handling, cross‑platform deployment, and future enhancements.

AIAutomationCodeCollection
0 likes · 17 min read
How to Build a Lightweight, Scalable AI Code Telemetry System with MCP Architecture
Alibaba Cloud Developer
Alibaba Cloud Developer
Jan 8, 2026 · Artificial Intelligence

How to Build Human‑In‑The‑Loop (HITL) Capabilities into ReactAgent

This article explains how to integrate a Human‑In‑The‑Loop (HITL) mechanism into ReactAgent, detailing the motivation, design of interaction, tool description, XML‑based UI rendering, Redis‑driven waiting loop, and the broader architectural parallels with design patterns and other agent frameworks.

AgentHITLHuman-in-the-loop
0 likes · 14 min read
How to Build Human‑In‑The‑Loop (HITL) Capabilities into ReactAgent
Alibaba Cloud Developer
Alibaba Cloud Developer
Jan 7, 2026 · Backend Development

Mastering AI‑Assisted Backend Development: Context Management, Quality Assurance, and Practical Workflows

This comprehensive guide shows backend developers how to collaborate effectively with AI coding tools by building personal context management systems, accurately judging AI output quality, following a structured PRD‑to‑code workflow, leveraging Python scripts and agent prompts, and applying best‑practice documentation techniques to boost productivity and code reliability.

AI codingContext Managementknowledge management
0 likes · 23 min read
Mastering AI‑Assisted Backend Development: Context Management, Quality Assurance, and Practical Workflows
Alibaba Cloud Developer
Alibaba Cloud Developer
Jan 6, 2026 · Artificial Intelligence

How Tair‑KVCache‑HiSim Simulates LLM Inference 390 000× Faster with <5% Error

This article explains the design, challenges, and high‑fidelity architecture of Tair‑KVCache‑HiSim, a simulation tool that models multi‑level KV‑Cache behavior for large‑language‑model inference, predicts latency, throughput and cost under SLO constraints, and validates its predictions against real GPU deployments with sub‑5% error.

AI infrastructureKVCacheLLM inference
0 likes · 32 min read
How Tair‑KVCache‑HiSim Simulates LLM Inference 390 000× Faster with <5% Error
Alibaba Cloud Developer
Alibaba Cloud Developer
Jan 4, 2026 · Databases

Accelerating AliSQL Vector Search with Nodes Cache and SIMD

AliSQL 8.0 introduces a shared Nodes Cache and per‑transaction cache to speed up vector queries, implements RC‑level transaction isolation for read‑only and read‑write operations, and leverages SIMD‑based pre‑computation to dramatically improve high‑dimensional vector distance calculations and concurrency performance.

AliSQLSIMDcache optimization
0 likes · 9 min read
Accelerating AliSQL Vector Search with Nodes Cache and SIMD