observability

1. May 2, 2026 · LLM Workbench

   Context rot, silent rework, and why seeing agent work is an enterprise cost problem

   Long contexts drift, tools lie politely, and black-box agents burn tokens on retries—here is why run-shaped visibility and bundles matter for finance-grade LLM operations.

   • context window
   • observability
   • enterprise AI
   • cost governance

2. Apr 7, 2026 · LLM Workbench

   Why LLM Workbench exists

   A reference plane for deployed agents—not only faster models, but runs you can replay, approve, audit, and hand to another engineer without folklore.

   • mission
   • run bundles
   • observability

Browse the full blog or subscribe to /feed.xml.