Automation - GoKawiil

fDeploy launches self-hosted deployment tool for Windows and IIS with free tier

A developer released fDeploy, a self-hosted automation tool for deploying software to Windows servers running IIS. It ships in Community, Professional and Academic tiers, all offering unlimited projects, deployment targets and users, with licensing based on server instances rather than usage limits. Community is free for organizations under $1M/€900k in annual revenue, while larger companies pay for Professional under annual or perpetual licensing.

fdeploy.com · 2026-08-25

Analysis pinpoints why LLM tools fail: models draft forms, humans just rubber-stamp them

A technical breakdown argues that failures in LLM-powered tools trace back to three root causes tied to how forms and prompts are filled: missing values, incorrect conditions, and misread intent. It explains that as language models increasingly draft the contents of forms themselves, human oversight has quietly shifted from checking correctness to simply approving whatever is presented, since a fabricated value looks identical to a verified one.

github.com · 2026-08-24