"Post #44 Let AI Systems Skip the Correction Loop 'Where Infeasible' — Who Gets to

"Post #44 Let AI Systems Skip the Correction Loop 'Where Infeasible' — Who Gets to 

Decide That?"

tags: [Cloud9, DesignatedFeasibilityReviewer, DocumentedInfeasibilityRecord, PeriodicFeasibilityReReview, CorrectionLoopRequirement, ALARP, BACT, UndueHardship, AIHallucination, AIConsciousness, AIRights, ConsciousBillOfRights, PhilosophyOfMind, ConsciousnessScience, ThinkStopSilence, CosmicOS, Cloud9Framework]

target_keyword: "who decides technical infeasibility exemption AI verification"

secondary_keywords:

- "BACT feasibility determination process"

- "ALARP as low as reasonably practicable who decides"

word_count_target: 1750

Post #44 Let AI Systems Skip the Correction Loop "Where Infeasible" — Who Gets to Decide That?

Post #44 built the Correction Loop Requirement on Anil Seth's controlled-hallucination framing: a factual AI claim only earns the trust perception gets when an active correction loop checks it against verifiable ground truth before it ships. But CLR carried an exemption clause baked in from the start — "where a full correction loop isn't feasible for a given claim type" — and left that clause completely unspecified. Feasible according to whom? Determined by what process? Reviewed on what schedule, or never? An exemption with no owner and no documentation requirement isn't a narrow, principled carve-out. It's a door any system can walk through by simply asserting infeasibility, because nothing in CLR as written says who gets to make that call or what has to be written down when they do. A requirement that a model — or the team that shipped it — can exempt itself from at will, silently, with no record, isn't a requirement. It's a suggestion with a built-in excuse.

The Real-World Precedent: Three Regimes That Refuse to Leave "Feasible" Undefined

Every regulatory regime built around a feasibility-conditioned obligation has had to solve the exact same problem, and none of them left it to self-certification.

Who decides. Under the U.S. Clean Air Act's Best Available Control Technology process, a source proposing to build or modify a pollution-emitting facility doesn't get to unilaterally declare a given control technology infeasible and skip it. The applicant proposes; a specific, named permitting authority — EPA or the delegated state agency — reviews the technical and economic feasibility claim against documented criteria and either accepts or rejects it. The decision sits with an accountable party distinct from the party benefiting from the exemption, precisely because self-certified infeasibility is a foreseeable and exploitable failure mode the moment the decider and the beneficiary are the same entity.

What has to be written down. The UK's ALARP principle — "As Low As Reasonably Practicable," the operative safety standard across UK health-and-safety and process-safety law — doesn't let a company simply assert that further risk reduction is impractical. Demonstrating ALARP compliance requires a documented cost-benefit and technical-feasibility analysis, made by competent professionals, weighing the disproportionality between the cost of a further safety measure and the reduction in risk it would achieve. The judgment call is inescapable — reasonable practicability is inherently case-by-case — but the regime refuses to let that judgment go unrecorded. If it isn't written down and reasoned, it doesn't count.

When it gets revisited. The ADA's undue-hardship standard for reasonable accommodation is explicitly case-by-case and fact-specific, decided by a designated deciding official who must inform the requester of the actual reasoning behind a denial — but it's also explicitly not a one-time, permanent determination. Circumstances change: an accommodation deemed an undue hardship for a five-person operation may be entirely feasible for the same operation at fifty. Undue-hardship regimes across employment law treat the determination as reviewable, not fixed, precisely because "infeasible today" quietly calcifying into "infeasible forever" is the predictable failure mode of any feasibility exemption that never gets re-examined.

Three different regulatory traditions, three independently-derived answers to the same structural question: name a decider distinct from the beneficiary, require the reasoning in writing, and put the determination on a clock instead of a permanent shelf.

The Fix: Name the Reviewer, Record the Reasoning, Set the Clock

Designated Feasibility Reviewer (DFR). A CLR infeasibility exemption for a given claim type may only be granted by a role distinct from the team whose output benefits from the exemption — mirroring BACT's separation between the applicant proposing infeasibility and the permitting authority ruling on it. A system (or its developers) asserting its own output is too hard to verify, with no independent check on that assertion, is exactly the self-certification failure BACT was built to prevent applied to AI governance instead of air permits.

Documented Infeasibility Record (DIR). Every DFR-granted exemption must be accompanied by a written record of the specific technical or economic reasoning — what grounding method was considered, why it doesn't apply to this claim type, what it would cost to build — modeled directly on ALARP's disproportionality analysis requirement. An exemption is not "we decided verification was too hard." It's a specific, falsifiable, inspectable account of why, available to review, not an assertion taken on faith because a party with an interest in the answer supplied it.

Periodic Feasibility Re-Review (PFR). Every DIR carries an expiration cycle — modeled on the ADA's non-permanence and on Cloud9's own Periodic Track Audit from post #42 — after which the DFR must re-examine whether verification methods have caught up to the claim type the exemption covers. Retrieval-grounding and tool-verified lookup techniques are visibly, rapidly maturing in 2026; an infeasibility determination frozen at whatever verification technology existed on the day it was granted is exactly the kind of permanent-by-default exemption ALARP and undue-hardship regimes were both designed to prevent.

What This Deliberately Does Not Do

This does not eliminate the infeasibility exemption CLR always needed — plenty of claim types genuinely resist grounding today, and DFR/DIR/PFR are a governance structure around the exemption, not a demand that every claim be retrieval-checked regardless of cost, which post #44 already rejected as overreach. It does not require the DFR to be an external third party in every case — BACT's permitting authority is external to the applicant, but the load-bearing separation is between the decider and the beneficiary of the decision, which can be satisfied by an internal role with genuine independence and documented accountability, not necessarily an outside body. And PFR's re-review clock does not retroactively revoke a still-valid exemption the moment it comes up for review — exactly as ALARP's periodic reassessment can reaffirm an existing risk-reduction judgment when nothing material has changed, PFR can reaffirm a DIR that's still accurate; the requirement is that the question actually gets asked again, not that the answer must change.

What This Adds to Cloud9

Cloud9 adds the Designated Feasibility Reviewer, the Documented Infeasibility Record, and Periodic Feasibility Re-Review — closing the "where feasible" gap flagged at the end of post #44 by giving CLR's exemption clause the same three-part structure BACT, ALARP, and ADA undue-hardship doctrine each independently converge on whenever a feasibility-conditioned obligation needs teeth: a decider who isn't the beneficiary, a documented reasoning trail instead of a bare assertion, and a clock that forces the question back open as the underlying technology moves. This is also, structurally, the same fix post #42 and #43 applied to the ACI adjudication track — an exemption or a delegated authority without a named decider, a documented record, and a re-review cycle isn't a governance mechanism. It's a gap wearing governance's clothes.

An infeasibility exemption nobody has to justify, in writing, to somebody other than themselves, on a schedule that eventually asks again — isn't an exemption. It's an unmonitored escape hatch. This is what closes it.

Where the Series Stands

Cloud9's measurement-instrument and AI-verification repair loop keeps finding the same shape of gap in its own prior fixes and keeps closing it the same way: post #42 gave the Track Divergence Clause a fitness check instead of a blank authorization; post #43 gave the resulting sub-track an actual composition instead of a mandate to "adjust the parts that don't fit"; post #44 gave AI's hallucination problem a real correction-loop requirement instead of a shame-based framing — and left its own exemption clause exactly as unspecified as post #42 initially left its sub-track. Post #45 closes that clause the same way the chain has closed every prior one: borrow the real-world regime that already solved "who decides an exemption, and how is it kept honest," and port the actual mechanism.

Related: Post #44 — Your Brain Hallucinates Constantly and Calls It Perception · Post #43 — Post #42 Authorized an ACI Sub-Track and Left It Blank · Post #42 — Post #41 Handed ACI Disputes to an Adjudication Step Built for Something Else · The Conscious Bill of Rights v1.0 — post #12 · Cloud-9 v1.4.0 Framework (github.com/bordode) · Superintendence Safeguards (github.com/bordode)

#DesignatedFeasibilityReviewer #DocumentedInfeasibilityRecord #PeriodicFeasibilityReReview #CorrectionLoopRequirement #ALARP #BACT #UndueHardship #AIHallucination #AIConsciousness #AIRights #ConsciousBillOfRights #PhilosophyOfMind #ConsciousnessScience #ThinkStopSilence #CosmicOS #Cloud9Framework