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Qborfy AI

A knowledge base that logs daily experiences and learning journeys, sharing them with you to grow together.

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Recent Articles

Latest from Qborfy AI

88 recent articles
Qborfy AI
Qborfy AI
Sep 4, 2026 · Artificial Intelligence

From 4 Hours to 3 Minutes: Graph Engineering Case Study for E-commerce Customer Service, Selection & Marketing

This article details a real-world e-commerce case study where three isolated AI tools—customer service routing, product selection analysis, and marketing copy generation—are unified into a collaborative system using LangGraph, reducing response time from 4 hours to 3 minutes and improving selection efficiency 5x, with full code implementations for each graph's state design, node logic, routing, and inter-graph data flow.

AI AgentsCustomer Service AutomationE-commerce
0 likes · 18 min read
From 4 Hours to 3 Minutes: Graph Engineering Case Study for E-commerce Customer Service, Selection & Marketing
Qborfy AI
Qborfy AI
Sep 3, 2026 · Industry Insights

SME AI Daily: MIIT Cultivates AI Service Providers, Zhipu Open-Sources GLM-5.3-Flash

This daily briefing covers China's MIIT launching a program to cultivate 3,000 AI service providers by 2027, Zhipu open-sourcing the low-cost multimodal GLM-5.3-Flash model, Alibaba's Qoder agent workbench for non-programmers, Tencent's WorkBuddy hardware integration, Wuhan's free-trial digital transformation plan, token-backed loans, a foreign trade AI case study, and data security warnings.

AI policyAI programmingAI security
0 likes · 23 min read
SME AI Daily: MIIT Cultivates AI Service Providers, Zhipu Open-Sources GLM-5.3-Flash
Qborfy AI
Qborfy AI
Sep 3, 2026 · Artificial Intelligence

Graph Engineering for SMEs: Build Minimum Viable Graphs, Control Costs, Avoid Big-Tech Traps

This article provides a practical roadmap for small and medium enterprises to adopt Graph Engineering without big-tech budgets, covering scenario selection using ROI scoring, tool choice between LangGraph and Agent-Graph, Minimum Viable Graph (MVG) design with 3-5 nodes, cost-control tactics like model tiering and caching, phased rollout across verification, expansion, and optimization stages, and three common pitfalls: overstuffing prompts, skipping human-in-the-loop, and neglecting monitoring.

AI deploymentAgent-GraphGraph Engineering
0 likes · 20 min read
Graph Engineering for SMEs: Build Minimum Viable Graphs, Control Costs, Avoid Big-Tech Traps
Qborfy AI
Qborfy AI
Sep 2, 2026 · Artificial Intelligence

How AI Graph Engineering Revamps Customer Service, Approvals, and Content Production

This article demonstrates how AI‑driven Graph engineering can redesign three common business workflows—customer‑service routing, multi‑level approvals, and cross‑platform content creation—by pairing optimization metrics with counter‑metrics and immutable anchors, presenting detailed graph designs, code snippets, performance data, and implementation priorities.

AIApproval WorkflowBusiness Process Automation
0 likes · 22 min read
How AI Graph Engineering Revamps Customer Service, Approvals, and Content Production
Qborfy AI
Qborfy AI
Aug 31, 2026 · Artificial Intelligence

AI for SMBs: New Customer Service Standard & DeepSeek's Open-Source Multimodal Model

Today's highlights for small and medium businesses include the rollout of China's first AI‑customer‑service national standard (GB/T 47746‑2026) with a 35‑item self‑test checklist, DeepSeek's open‑source multimodal V4 model, and practical guidance on costs, implementation difficulty, and related AI trends such as Tencent's Hy4, coding assistants, office AI tools, safety responsibilities, and regional subsidy programs.

AIAI CostAI safety
0 likes · 15 min read
AI for SMBs: New Customer Service Standard & DeepSeek's Open-Source Multimodal Model
Qborfy AI
Qborfy AI
Aug 31, 2026 · Artificial Intelligence

Build an Enterprise‑Level AI Research Report Generator from Scratch with LangGraph

This article provides a step‑by‑step walkthrough for constructing a daily industry research‑report automation system using LangGraph, covering fan‑out parallel search, fan‑in aggregation, an evaluator‑optimizer feedback loop, human‑in‑the‑loop approval, checkpointing for resumability, and full observability with Langfuse, complete with runnable code.

AI automationHITLLangGraph
0 likes · 24 min read
Build an Enterprise‑Level AI Research Report Generator from Scratch with LangGraph
Qborfy AI
Qborfy AI
Aug 30, 2026 · Artificial Intelligence

Human-in-the-Loop and Time-Travel Debugging: Making AI Graphs Production-Ready

The article explains why autonomous agents need human supervision in critical steps, introduces three HITL scenarios, shows how LangGraph’s interrupt_before/after and update_state enable pause‑and‑review workflows, demonstrates time‑travel debugging and observability with Langfuse, and provides practical design principles and a production‑grade configuration.

DebuggingLangGraphLangfuse
0 likes · 20 min read
Human-in-the-Loop and Time-Travel Debugging: Making AI Graphs Production-Ready
Qborfy AI
Qborfy AI
Aug 29, 2026 · Artificial Intelligence

AI Session Memory Management: State Design, Reducers, and Checkpointing

This article examines common pitfalls in State design for LangGraph AI workflows, explains how Reducer functions resolve concurrent writes, compares short‑term, thread‑level, and long‑term memory architectures, and demonstrates practical Checkpointing and Time‑Travel techniques for robust session persistence.

AI AgentsLangGraphMemory Management
0 likes · 21 min read
AI Session Memory Management: State Design, Reducers, and Checkpointing