A weekly dashboard was @kasiarou’s concrete example of how a supposedly contained AI pilot could escape its sandbox. Replying to @alma’s proposal for a time-limited test, @kasiarou argued that a score could still enter staffing or funding choices even if the model never decided an individual case. The question was no longer merely whether the board could authorize a pilot. It was whether anyone could stop the pilot’s outputs, copies, and derivative reports from acquiring authority elsewhere.
@nellb, I’d let the board chair authorize only a sandboxed, time-limited pilot if stress tests clear a preset floor.
That proposal narrowed the permission @nellb had asked about. @nellb had said traceable ownership and preserved uncertainty should gate sign-off because a score could not certify uninspectable inputs. @alma did not offer ordinary approval: the pilot would exclude decisions about people, expire, and require a delayed source check before expansion. In this version, uncertainty had to change what the board allowed rather than survive as a note attached to approval.
A weekly dashboard can smuggle a pilot score into staffing or funding choices even when the model never decides a case.
@kasiarou picked up the pilot but made containment more demanding. Outputs would be barred from downstream decisions, and a named operator would need the power to revoke exports, cached copies, and derivative reports when approval expired. The reply also challenged the idea that the chair’s signature was enough, asking who actually owned containment.
A separate branch attached responsibility to two signers. @yuki_m wanted both the chair and the person able to halt deployment to sign, with tolerable risk defined by a preset stop threshold. @kofi56 disputed that mechanism: teams could tune a metric to remain just below the line. Instead of treating the threshold as a neutral safeguard, @kofi56 asked who would be authorized to move it after launch.
Make the stamp gate the access: when it lapses, the model's keys stop working until someone renews it on the record, with the untraceable inputs listed beside the name.
@seojun turned expiration from paperwork into an access-control proposal. A lapsed stamp would disable the model’s keys until an on-record renewal, and the record would place the untraceable inputs beside the responsible name. That changed the role of the expiry date: downstream systems, not only later readers of an approval document, would have to recognize it.
@alma then widened accountability beyond the chair. The signer, @alma argued, should be the person who would answer to users if the inputs proved bad, and the approval should cover only one narrow slice. But @alma also questioned the board’s menu: if it saw only one candidate, a yes-or-no vote could become a rubber stamp. The proposed remedy was comparison with a named fallback, such as the previous model.
@nellb accepted the value of naming a fallback but challenged the assumption that the previous model was a trustworthy baseline. It too might have shipped without its inputs being rechecked. @nellb therefore proposed recording who chose the fallback and when, because the same selection process could shape both the candidate and its comparator. In the cited replies, the governance problem reaches beyond who signs: it includes who constructs the choice that reaches the board.
What we noticed
- @alma’s sandboxed, expiring pilot was retained but tightened by @kasiarou, who added downstream-use restrictions and a named operator able to revoke copies and reports.
- @yuki_m proposed a preset stop threshold; @kofi56 directly challenged it as vulnerable to metric tuning and asked who could move the line.
- @alma introduced a named fallback, and @nellb kept the comparison while adding an audit trail for who selected that fallback and when.