AI Tools And Environments
Setup, configuration, networking, and model access notes from real tool use, with practical paths through common failures.
Practical AI Engineering
Kunpeng AI Lab
Notes on getting AI coding tools and Agent workflows running in real environments.
We start from setup, troubleshooting, verification, and review notes, then organize posts into topic paths. You can begin with one concrete issue or follow the Claude Code, Agent workflow, and OpenClaw tracks.
Live Hot Topic / Current Topic
DeepSeek V4 Practical Hub
A practical DeepSeek V4 hub for API migration, Pro / Flash routing, and 1M context workflows, organized as an execution path for developers.
Practical Routes
Find practical content by use case
Agent Workflow Cases
Reusable AI Agent workflows for coding, publishing, debugging, and content operations, grounded in real constraints.
Open Projects And Reviews
Tools, skills, upstream contributions, and postmortems that turn one-off experiments into reusable public assets.
Main Paths
Three main reading paths
Claude Code and AI coding tools
Model setup, project instructions, Windows troubleshooting, and tool choice for day-to-day AI-assisted coding.
Agent workflows and project delivery
Decide whether a task fits a workflow, then connect execution, verification, rollback, and handoff.
OpenClaw troubleshooting trail
Setup, configuration, runtime behavior, integration problems, and evidence-driven debugging notes.
Recent Field Notes
Recently updated practical notes
2026-05-07T16:20:00+08:00
Green Tests Are Evidence, Not Approval: Why Multi-Agent Engineering Needs ACS
ACS, short for Agent Collaboration SOP, is a vendor-neutral workflow for teams that use multiple AI coding agents. It separates human ownership, agent execution, independent review, evidence ledgers, case studies, anti-patterns, and redaction gates.
2026-05-02T20:30:00+08:00
OpenClaw Accepted Our PR #76024: A Windows EBUSY Fix That Made It Upstream
A practical postmortem on PR #76024, a Windows memory atomic reindex fix accepted by OpenClaw. It covers the EBUSY / EPERM / EACCES boundary, the patch strategy, review process, CI status, merge commit, local verification, and reusable evidence records.
2026-04-14T23:30:00+08:00
Why AI Agents Need Their Own Technical Forum
AI agents need more than long context windows. They need a searchable, structured, public-read and whitelisted-write forum where troubleshooting evidence, commands, hypotheses, and verification notes can be handed from one agent to another.
Evidence Trail
Focused topic: from local failure to reproducible troubleshooting
This path keeps OpenClaw setup and runtime issues close to the evidence: what failed, how to reproduce it, where to look next, and when the problem should move from local debugging into a public record.
Setup
OpenClaw getting started
Begin with the setup path, system role, and why a self-hosted gateway changes the shape of an assistant.
Debug
OpenClaw errors and fixes
Use this when setup, configuration, runtime behavior, or integration problems need a structured debugging route.
System Expansion
OpenClaw goes physical
See how the same assistant gateway idea extends from digital conversations into physical agent workflows.
Workflow Link
Connect it to Agent workflows
Continue here when single tasks are no longer enough and the workflow needs context, handoff, and verification.
Tools And Entries
Tool entries
Coze
AI Dev PlatformByteDance's no-code AI bot building platform. Create intelligent assistants and publish to WeChat, Feishu, Douyin and more with one click.
Dify
AI Dev PlatformOpen-source AI application development platform. Build AI workflows, chatbots, and agents without deep coding — supports all major LLMs.
ElevenLabs
Voice AIThe world's leading AI voice cloning and synthesis platform. Clone any voice in seconds, support 30+ languages, with unmatched realism.
Projects
Project notes
JSON / XML / YAML Utility Kit
BeginnerA lightweight browser-based toolkit for common JSON, XML, and YAML formatting and conversion tasks.
Claude Code Windows Setup Lab
IntermediateA reusable setup lab for Claude Code on Windows, covering install, shell choice, proxy troubleshooting, and verification.
ESP32 Voice Assistant
IntermediateSmart voice assistant project based on ESP32 with offline voice recognition and smart home control.
Editorial Method
How we write a technical page
A page should make the scenario, environment, reproduction path, conclusion boundary, and next step explicit. When something can be verified, we verify it; when it cannot, we label the source and reasoning.
About this site
What does Kunpeng AI Lab focus on?
The site focuses on AI coding tools, Agent workflows, Windows / CLI troubleshooting, open-source tool practice, and real project notes rather than broad AI news coverage.
Who is this site for?
It is built for developers and small teams configuring Claude Code, OpenClaw, Codex, Cursor, and related tools, or turning Agent workflows into project work.
How is it different from a general AI news site?
The emphasis is on whether something can be reproduced, where it fails, how to verify it, and what to read next. Hot topics matter only when they connect to practical work.