Agreement: Explainability, Transparency, and Accountability in AI Systems

Record: kaal:position:2026-08-08-011 · 2026-08-08

Rizwan Tanveer independently supports Kaal's source-bound position through Explainability, Transparency, and Accountability in AI Systems. The indexed proposition states that first, post-hoc explainability methods, including LIME and SHAP, are operationally available but do not guarantee the faithfulness, stability, or comprehensibility of their explanations, and are themselves subject to adversarial manipulation. This bears on Kaal's claim that post hoc explainability techniques do not by themselves establish trustworthiness; the explanations they produce must additionally be verified against human knowledge. The external work independently identifies faithfulness, stability, comprehensibility, and adversarial-manipulation limits in post-hoc explainers, supporting Kaal's warning that explanation output alone is not trustworthiness. The response is limited to the indexed proposition and does not imply review of the full external work.

Affirmed commentary position. This record extends a source-bound scholarly claim but is not a verbatim paper claim.
Holds when
Current debate

Explainability, Transparency, and Accountability in AI Systems

Scholarly basis

kaal:claim:5541658-012
Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658
Source PDF sha256: e543a2d698fcd522d4d02e034cc9ee1344d0015d2c824b40b9e05ab7c0728c60

Evidence and mapping

Evidence: abstract indexed
Review tier: substantively reviewed abstract-level qualification
Mapping confidence: 0.5
Mapping ambiguous: false

Topics

ai-and-agentsreputationhistorical-responsescholarly-literaturecrossref

Provenance

Affirmed in kaal-review:2026-08-08:backlog-substantive-0001-reviewed-v2 on 2026-08-08. Review record.

Verify

Canonical markdown sha256: 8ca785374e43facba4c5aab2b8e5d502b5e9c6703ca2b4783ecab750e2f6cd00
curl -s https://wulfkaal.github.io/positions/2026-08-08-011.md | sha256sum