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Production-Grade

5 articles · Page 1 of 1
Data STUDIO
Data STUDIO
Sep 3, 2026 · Artificial Intelligence

Beyond Tool Calling: The Four Gaps Between Demo and Production AI Agents

Recent advances from Anthropic, Salesforce, and Chrome show AI agents shifting from answering questions to completing real work, but production deployment reveals four critical gaps: understanding context and memory, connecting tools and systems, sustaining multi-step execution with state recovery, and ensuring reliability through permissions, observability, and evaluation.

AI agentMCPMemory
0 likes · 9 min read
Beyond Tool Calling: The Four Gaps Between Demo and Production AI Agents
Yunqi AI+
Yunqi AI+
Mar 27, 2026 · Artificial Intelligence

From AI Assistants to Production Agents: How Harness Becomes Core Infrastructure

The article explains how AI‑driven software is shifting from simple functional tools to result‑oriented autonomous systems, and argues that building production‑grade agents requires a dedicated engineering layer—called Harness—that provides task orchestration, state management, tool integration, observability, security, and governance.

AI AgentsAgent EngineeringHarness
0 likes · 21 min read
From AI Assistants to Production Agents: How Harness Becomes Core Infrastructure
WeChat Client Technology Team
WeChat Client Technology Team
Jun 22, 2016 · Fundamentals

Understanding Production‑Grade Paxos: How PhxPaxos Works and Its Engineering Secrets

This article explains the core principles and engineering details of the production‑grade Paxos library PhxPaxos, covering consistency concepts, the roles of proposer, acceptor and learner, instance management, state‑machine integration, performance optimizations, checkpointing, and correctness verification in distributed asynchronous environments.

ConsensusDistributed SystemsPaxos
0 likes · 29 min read
Understanding Production‑Grade Paxos: How PhxPaxos Works and Its Engineering Secrets
WeChat Backend Team
WeChat Backend Team
Jun 22, 2016 · Fundamentals

How PhxPaxos Turns Paxos Theory into a Production‑Grade Consensus Library

This article provides a beginner-friendly, engineering-focused overview of the production‑grade Paxos library PhxPaxos, explaining the consensus protocol, its roles, instance management, state‑machine integration, performance optimizations, multi‑group deployment, and practical considerations such as disk durability, leader election, and log checkpointing.

Distributed ConsensusPaxosProduction-Grade
0 likes · 30 min read
How PhxPaxos Turns Paxos Theory into a Production‑Grade Consensus Library