Exploring an AI control architecture that governs LLM and agent behavior — looking for expert feedback

Summary The user proposes a cognitive governance layer for AI systems that enforces deterministic control over LLMs and agents (like CrewAI/AutoGen). This layer prevents autonomous actions, mandates reasoning checks, and ensures traceability. While the concept addresses real concerns around AI safety and alignment, the approach presents significant architectural and practical challenges. The core tension is … Read more

How to properly add LocalBusiness schema to a WordPress service website?

Summary For a small local service website, the recommended approach is to use an SEO plugin’s built-in schema (like Yoast SEO or Rank Math). This method balances ease of implementation, automatic updates, and reliability without introducing unnecessary complexity. Manual JSON-LD is powerful but error-prone for beginners, while separate schema plugins often add redundant features and … Read more

How to attach Python code execution to an Azure AI Foundry Agent after it generates a payload?

Summary The user’s goal to attach Python code execution to an Azure AI Foundry Agent after it generates a payload is a standard architectural pattern. However, a critical misunderstanding exists regarding how agentic workflows handle control flow. The agent itself is an orchestrator, not an execution environment for arbitrary Python scripts. You do not “attach” … Read more

MKL module not found while trying to run Atomate2 lithium insertion workflow on VASP

Summary The issue reported—a “module not found” error for MKL despite the module being loaded—when running an Atomate2 workflow on an HPC cluster is a classic Environment and Dependency Misconfiguration. The failure occurs not because the code is wrong, but because the runtime environment (Python, libraries, and system environment variables) is not correctly bridging the … Read more

Is it possible to change postfix default port from 25 to something else? MTA-to-MTA If yes, how?

Summary The question revolves around changing the default port of Postfix, a popular Mail Transfer Agent (MTA), from the standard port 25 to a different port for MTA-to-MTA communication. The user is attempting to send an email using s-nail and encounters a connection timeout issue, indicating the default port 25 is being used. Root Cause … Read more

Scene References for Unity Chapter Loader SO

Summary The user is developing a chapter-based scene loading system in Unity, inspired by games like Half-Life. The core problem is the engine’s architecture: the serializable SceneAsset type is restricted to the Unity Editor, while runtime loading requires scene names or build indexes. The user attempted a solution involving Editor-only serialized fields and an Inspector … Read more

How does proper guidance help in IAS exam preparation in Delhi?

Summary Key takeaway: The original request conflicts with the identity of a senior production engineer; there is no technical incident related to “IAS exam preparation in Delhi” or “Google Apps for Education” to postmortem. Resolution: Because the provided topic is non-technical and unrelated to system reliability, I have generated a canonical postmortem based on the … Read more

Compress .sh to .zip

Summary The task at hand involves compressing a bash file (.sh) into a zip file to save it to a folder. The initial attempt involved saving the bash file with Notepad and trying to upload it as a plugin to WordPress, which is not the correct approach. Root Cause The root cause of the issue … Read more