September 13 editions

Selected pilot, policy and hosting sections inspected, not all 154 pages. Present rollout and vendor security status are unverified. Broad privacy assurances are operator assertions, not independent security findings.

February guidance is backfill, not a new September rollout. Institutional control statements are not independent assurance or a finding of legal compliance.

Program design is not outcome evidence. Exact publication and launch dates are unknown. Tool-level deployment controls and accessibility performance are not demonstrated.

Promotional operator evidence is mapped to vendor-claim because the schema has no operator-claim class. No independent evaluation, causal savings, accessibility results or current rollout date is established.

Operator claims, not verified production tests. Publication date unknown. Availability, security terms and workload suitability require separate validation. Classified as vendor-claim to flag first-party provider evidence, not to imply a commercial vendor.

Exact publication date is not established. Funding is subject to availability; no award or NVIDIA exclusivity is established. Eligibility and full conditions require institutional grants-office review.

Undated updates may lag operations. Community perceptions are not measured benefits; response selection and the middle-school denominator are unclear. No causal learning, workload or security evaluation.

One institution and texting opt-ins; pooled numeric-grade effect nonsignificant. No strong spillover or subsequent-term effect; no formal cost-effectiveness analysis. The text's significance description needs qualification against Table 2. Grades are not a direct durable-learning test.

Living vendor policy, not an independent assurance assessment. A model-specific container support deadline is not proof that the underlying model weights become unusable. January is month-level; no exact deadline day is asserted.

Vendor evaluation, no uncertainty intervals or matched human calibration reported on this page. Captioning confounds a pure VLM attribution. The DC767 narrative's gain framing is less precise than its mixed table. No cost or labor baseline.

Documentation inspection only; code was not executed or security-audited. Linked testing and limitations documents failed to open. Synthetic demonstrations cannot establish avoided outages.

Repository is largely preprints and uses restricted keywords. Report states an October 2025 snapshot but cites later-dated work; exact cutoff coverage remains unresolved. It excludes pre-LLM tutoring by definition. Google.org is among disclosed funders. Included original trials were not all reopened, so no individual effect sizes are republished here.

Institutional self-assessment, not independent audit. Research appendices remain to be compiled. No baseline, measured savings or evaluation sample is supplied. Spring findings do not establish September status; an internal March follow-up reference prevents inferring a precise publication date from the April file path.

Normative Irish framework, not audit or outcome research. Controls require resources and enforcement; possession of a policy cannot establish compliance, equity or educational effectiveness.

Guidance is not a controlled study or a substitute for current jurisdiction-specific legal advice. Approval date is known; publication date is not inferred from the upload path.

Operator evidence uses vendor-claim as the available category. Athlete-level validation split and independent replication are unreported. PDF screenshots failed; extracted text supported inspection. No injury-reduction conclusion is established.

Release-candidate documentation, not independent assurance. The backend-support note is ambiguous beside the broader algorithm list; confirm supported combinations before use.

Normative international guidance, not a school trial, security certification or statement of current U.S. law. The related policy brief uses a May 15, 2026 regulatory cutoff. No claim that all instructional assistants are social companions.

Institutional operator claim, classified conservatively as vendor-claim rather than independent evaluation. The linked energy-efficiency page was also opened. No auditable AI-specific baseline, trial duration or independent verification report was available in the inspected material.

No denominator, comparator, false-routing rate or independent pilot validation is given for the inbox. The report notes poor underlying data. Non-AI release-date calculation software is distinct from AI pilots. Later rollout and present performance are unverified.

No local accuracy, sample size, baseline or crime-outcome result is supplied. External benchmark claims were not independently verified. Planned dates are not completed deployments. Australian powers and equality obligations do not transfer to U.S. jurisdictions.

Policy existence does not prove enforcement. Supplemental public guidance was inspected; detailed employee usage guidance requires intranet login and was not accessed.

An August 2025 management response, not an audit finding of savings or a current compliance verdict. Broad access is not active adoption. No current service-quality or accessibility measurement is established.

The visible dates apply to the manual and do not establish when this section changed. UK obligations must not be restated as U.S. law. No effect size, baseline or evaluation sample is supplied.

Prompts and source materials were unavailable; labels were imbalanced. The exploratory human reliability threshold was .6, with an exception for facts/opinions. No classroom intervention or durable-learning effect was tested.

Program description, not an evaluation. Event date denotes the application deadline, not launch or completion. Classification reflects guidance rather than evidence of effectiveness.

Older anonymous manuscript, not the inaccessible journal version. One primary reviewer and limited second review constrain inference. No causal estimate of checklist effectiveness or measured labor savings. Screenshot failed; PDF text, tables and limitations were readable.

Voluntary Australian guidance, not U.S. legal advice or evidence of causal benefit. Publisher landing page confirms the guide, but its signed download failed; the substantive mirror PDF was readable. PDF screenshots failed, so checklist review used extracted text.

Practice-driven author has event-official experience; not an independent audit. Prompt tuning on known answers limits generalization. Methods cite 2024 datasets while a reference describes unpublished 2025 results. Exact event date remains unknown.

Undated and partly forward-looking. No independent security validation or measured service benefit. Event date refers only to pilot launch.