// TOPIC STREAM
Agentic workflows and repeatable automation.
A technical review of AgentsCAD: research that automates design-for-manufacturing (DFAM) modifications for FDM by combining STEP B-Rep parsing, overhang detection, GraphSAGE-based semantic label injection, multi-agent LLM reasoning with Claude Sonnet, and GPT-4o visual verification. It also states the uncertainty where evidence is limited.
A technical analysis of the terminal-based agent workflows, authentication options, MCP integrations, and automation use cases provided by Google's open-source Gemini CLI, based on the official GitHub repository README and documentation.
A research summary and practical analysis of automated grading for short Linux/bash answers using large language models. It focuses on how a four-level cognitive taxonomy and rubric-based prompts affect results.
An analysis of Valmis as a security-centered AI agent platform based on its GitHub repository. It provides a technical overview of core designs and operational considerations including proxy-based credential protection, container isolation, multistep workflows, and browser automation.