Real solutions to real problems. No fluff, no SEO spam—just useful stuff I've learned the hard way so you don't have to.
Every workflow validator on the Atlassian Marketplace requires scripting. Every AI app for Jira is an assistant that can’t block a transition. CogniRunner sits in the gap between those two worlds — plain-English prompts that evaluate Jira field content, including attachments, as a real-time workflow gate.
Autonomous AI agents are impressive, but their "helpfulness" often leads to unauthorized changes. After Claude Code silently removed rate limiters and rewrote my email templates, I found a more reliable alternative in the Zed Editor paired with GLM-4.7. Description: A technical deep-dive into the risks of "Vibe Coding" and AI overreach. This post analyzes a real-world incident where an autonomous agent broke production features while fixing bugs, and explores why the strict instruction-following capabilities of Zhipu's GLM-4.7 model inside the Zed editor offer a safer, more deterministic workflow for serious engineering.
Discover how the MCP Document Processor helps AI agents work with document formats more effectively. This Model Context Protocol server provides tools for reading PDFs with OCR and creating DOCX and Excel files. Tested with Qwen3-8b-VL for vision processing and GLM-4.7-REAP for cloud models, it handles document structure, table extraction, and professional document generation with practical styling options.