observability

1. Aug 24, 2026 · LLM Workbench

   When cost decides the model: routing, telemetry, and the run bundle that proves it

   Fable's premium pricing is pushing teams to route work across models by cost. Here's why model-agnostic tracing, cost telemetry, and audit-ready run bundles matter more than ever.

   • cost-telemetry
   • model-routing
   • run-bundles
   • ai-governance

2. 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

3. 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

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