mlsanityData to 7 Oct 2026

From Traceability to Justifiability: Accountability Structures in Agentic Software Engineering

arXiv 2608.23610 ↗First posted 21 Aug 2026cs.SEcited by 0

On the map: LLM agents and tool use → Agent threats, guardrails and governance

Abstract (arXiv)

A pipeline promoting an AI system publishes records claiming the thing evaluated is the thing deployed and that the evidence licensed the transition. We measure, from public material only, whether those records can express that claim and whether it holds where declared. First, a two-class documentation survey of 47 delivery platforms (20 CI/CD, 27 model-serving/agent) under one fixed three-label protocol, graded twice (second pass blind), every consulted page pinned by content hash and date. Across 188 double-graded cells we found no platform whose default record emits a content-addressed identity of the behavioral tuple (model version, instructions, tool definitions, retrieval and runtime configuration); the blind pass grades that column default on zero of 47. Immutable nominal versioning is meanwhile arriving as the agent platforms' default answer (16 of 27): version integers behind mutable pointers, a layer the artifact supply chain already found insufficient. Second, an instrument computes realized assurance depth from a pipeline's published exhaust alone and compares it with the declared depth. Applied to a frozen two-stratum frame of 30 public repositories graded twice from a hashed archive (second pass blind; cell-level agreement 23 and 19 of 30, both passes independently finding the same five full realizations), the sharpest result is a verifiability hole: seven of the 15 repositories chosen for adopting attestation tooling publish source-only releases, so the binding their workflows declare cannot be checked where declared. Where checkable it mostly checks out: five of seven measurable adopters realize the binding end to end; both shortfalls fall at identity binding. Together the results locate the field's records structurally short of justifiability, the one rung that can refuse a transition. The survey carries an expiry clock; we state what would falsify each finding.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Placed in Agent threats, guardrails and governance, one of 16 directions in LLM agents and tool use. Builds on 18 of its 46 references that are in the map. First posted on arXiv 21 Aug 2026.

Builds on

18 of 46 references.

Closest ancestors · 4

Same direction, newest first

  1. 2026Proof-or-Stop: Don't Trust the Agent, Trust the Evidence -- Loop Engineering for Verifiable Evidence-Gated Lifecycle Control16 Jul
  2. 2026Governed AI-Assisted Engineering: Graduated Human Oversight for Agentic Code Generation in Regulated Domains21 Jun
  3. 2026AgentRiskBOM: A Risk-Scoping Security Bill of Materials for Agentic AI Systems20 Jun
  4. 2026From Agent Traces to Trust: A Survey of Evidence Tracing and Execution Provenance in LLM Agents3 Jun

Other references · 14

  1. 2025Agentic Software Engineering: Foundational Pillars and a Research Roadmapcited by 40
  2. 2023"I see models being a whole other thing": An Empirical Study of Pre-Trained Model Naming Conventions and A Tool for Enhancing Naming Consistencycited by 7
  3. 2024Towards Semantic Versioning of Open Pre-trained Language Model Releases on Hugging Facecited by 6
  4. 2026The Responsibility Vacuum: Organizational Failure in Scaled Agent Systemscited by 3
  5. 2026Operationalizing Research Software for Supply Chain Securitycited by 2
  6. 2026The Semi-Executable Stack: Agentic Software Engineering and the Expanding Scope of SEcited by 2
  7. 2026Agentic Configuration Management (ACM): A Reference Configuration Model for Governed Agentic Systemscited by 2
  8. 2025Enabling Ethical AI: A case study in using Ontological Context for Justified Agentic AI Decisionscited by 1
  9. 2026On Good Authority: Release-Authority Measurement for Registry-Mediated Package Ecosystemscited by 1
  10. 2026Claimed or Attested? A Commit-Signature Dataset and Identity Trust Tiers across the World of Codecited by 1
  11. 2026When Model Release Meets Model Reuse: Producer-Consumer Misalignment in Hugging Facecited by 1
  12. 2026Silent Updates: Measuring and Closing the Post-Deployment Disclosure Gapcited by 1
2 more
  1. 2026Where Accountability Lives: Mapping Human Responsibility to Workflow Artifacts in Agentic Software Developmentcited by 1
  2. 2026Reproducibility is Not Enough: Artifact Verifiability in Decentralized-Build Package Ecosystemscited by 1

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  5. 2026Property-Level Reconstructability of Agent Decisions: An Anchor-Level Pilot Across Vendor SDK Adapter Regimes
  6. 2026An Evidence Model for Agentic Processes: Evidence Claims, Trust Assumptions, and Policy Assessment
  7. 2025Traceability and Accountability in Role-Specialized Multi-Agent LLM Pipelines
  8. 2026When Agents Act Unwatched: The Reduced-Supervision Paradox in Agentic AI