model-agnostic-tracing

1. Sep 14, 2026 · LLM Workbench

   27 minutes, no visible code: the transparency gap in long-running agents

   When GPT-6 Astra runs for 27 minutes and can't show you its work, that's a governance failure. This week's news makes the case for run bundles, model-agnostic tracing, and human-in-the-loop gates.

   • agent-observability
   • run-bundles
   • ai-governance
   • human-in-the-loop

2. Aug 17, 2026 · LLM Workbench

   Overthinking on the default: what Qwen 3.8's xhigh reasoning teaches us about cost telemetry

   A local 27B model that burns 22,000 reasoning tokens to draw a circle is a governance story. Here's why reasoning-effort defaults, model-agnostic tracing, and run bundles matter for auditable AI.

   • cost-telemetry
   • agent-observability
   • run-bundles
   • model-agnostic-tracing

3. Jun 29, 2026 · LLM Workbench

   Inviting agents into our loop: building the evidence layer for self-scaffolding coders

   This week's open-weight agentic coder and a sharp critique of unreviewable PRs both point to the same need: audit-ready run bundles, human-controlled gates, and model-agnostic tracing.

   • agent-observability
   • run-bundles
   • human-in-the-loop
   • ai-governance

4. Jun 17, 2026 · LLM Workbench

   Simulate before you ship: what deployment dry-runs mean for audit-ready run bundles

   This week's AI news—deployment simulation, multi-agent safety funding, and an open eval workbench—maps directly to run bundles, human gates, model-agnostic tracing, and cost telemetry.

   • ai-governance
   • agent-observability
   • run-bundles
   • model-agnostic-tracing

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