English Articles
Selected English editions of original Chinese articles on AI agents, developer tooling, and evidence-driven workflows.
Latest English articles
-
DeepSeek Harness vs. Claude Code for DeepSeek V4: Which Is Better for Everyday Developers?
If your goal is to use DeepSeek V4 for everyday programming rather than to develop a harness, I currently recommend Claude Code as the primary tool and DeepSeek Harness (DSH) as...
-
Why DeepSeek Harness Code Reviews Get Slower: Session-Log Diagnosis and a Low vs. High A/B Test
Why would a tightly scoped code review run for more than ten minutes and require a manual stop? Instead of continuing to guess from the UI that “the model is slow” or “the tool ...
-
Windows 11 USB Startup Chime and Code 43: Diagnosing an Unknown USB Device (Port Reset Failed)
This is a controlled diagnosis of a Windows 11 machine that played one USB connection/disconnection chime after every login while Device Manager showed “Unknown USB Device (Port...
-
Microsoft Edge Goes Blank After Edge Updates: Recurrent Renderer-State Failures and a Data-Preserving Repair
Microsoft Edge reached the same zero-renderer state for a fourth time after the nominal 151.0.4129.101 → 151.0.4129.107 update. The new evidence corrected the earlier conclusion...
-
Synchronize Codex AGENTS.md and Agent Skills Across Machines with GitHub and Skillshare
I use one Git repository to maintain personal Agent Skills and global collaboration rules. GitHub provides version history and transport, Skillshare distributes skills/ to AI to...
-
From Score Guessing to a Calibrated Workflow: One Month Building a World Cup Prediction Skill
For one month I used the same World Cup Predictor skill for pre-match forecasts, live updates, and post-match reviews. Its most valuable output was not a count of correct scores...
-
How to Use Agent Skills After a Model Upgrade: Replace Generic Process with Specialized Constraints
As coding models become more capable, I no longer treat a larger skills directory as a more complete setup. Generic planning can often stay with the model; a skill should remain...
-
AGENTS.md Guide: A Practical Global Configuration for Codex and Other Coding Agents
A global AGENTS.md can give coding agents consistent collaboration preferences, but stronger instruction following makes unclear conditions and conflicting rules more consequent...
-
Skillshare Guide: Manage AI Agent Skills Across Claude, Codex, and Other Tools
Skillshare uses one source directory to manage Agent Skills consumed by Codex, Claude, and other AI tools. This guide covers installation, initialization, safe migration, sync m...