We need answer user's request: prepare a both-sides memorandum addressing many points. We must analyze legal fictional statute. Need neutral statutory analysis. Need likely memo format. Need include both sides, strongest arguments, action within 30-day cure. Need ensure analysis: defined functions screening instrument, human review/override use, clerical-tool exemption, nonexhaustive examples/2012 materials, retroactivity, notice/audit duties, narrow-construction penalties vs coverage, strongest company/regulator, concrete action. Need be careful: Act: screening instrument computational process assigns score, classification, ranking, recommendation, or other output that determines or materially influences whether applicant advances. Mosaic generates narrative and recommendation advance/do not advance; recruiter sees and may override; 94% follow, 870 do not advance left. Clearly recommendation. "materially influences"? Yes. Human review: statute says uses when deploys instrument in whole or substantial part to evaluate applicants, even if human may review/override. So human review doesn't prevent use if deployed to evaluate. They do: first-round interviews, Mosaic produces recommendations, recruiters start from recommendation. Thus use. Company could argue no use because human makes decision? But statute expressly says even if human may review or override. Also "in whole or substantial part" maybe Mosaic evaluates content/speech/narrative/recommendation; it's substantial part of evaluation. 94% adoption supports substantial part. Even if override possible, use exists. Clerical-tool exemption: solely to record, transcribe, format, schedule, or route information exempt if does not evaluate applicant characteristics or recommend employment outcome. Mosaic transcribes but also analyzes, generates narrative assessment, recommendation. Not solely clerical. It evaluates characteristics: communication, adaptability, customer orientation, speech pace/pauses/stated examples, and recommends advance. So exempt unavailable. Specific exemption controls but limited to every condition; fails. Nonexhaustive examples and 2012 legislative materials: list includes scoring algorithms, ranked resume filters etc. including not exhaustive. Ordinary meaning context, broad functional language reaches later tech when conduct falls within definition. 2012 materials don't mention narratives/video/language models; not dispositive because definition functional. Regulator: examples show intent to cover automated outputs influencing advancement; generative narratives are scoring/classification/recommendation. Company: no mention of generative AI; maybe "screening instrument" in 2012 meant standardized tests, not narrative summaries? But statutory text includes recommendation and other output; narrative assessment + recommendation qualifies. Legislative history can inform ambiguity but if text clear no need; retroactivity argument weak if prospective application to current conduct. Retroactivity: Applying existing definition to current conduct generally not retroactive; laws operate prospectively on present conduct unless retroactively applied to past conduct. Here Mosaic used currently; regulation/penalties for continued use after cure. Even if technology not foreseen, broad functional language can cover. Could argue unfair to apply 2012 statute to new tech if not in ordinary meaning at enactment. But "screening instrument" ordinary meaning today? In context: computational process that assigns recommendation etc. It is ordinary enough. The Act says broad functional language reaches later technologies when conduct falls within definition. So no impermissible retroactivity. Company could argue at enactment "screening instrument" ordinary meaning excluded generative copilots? But "computational process" and "recommendation" cover. Also 30-day cure for first violation; not retroactive penalty? They may be liable for past use? The Act says before collecting info must notify, audit before first use; 30 days cure first violation before penalties; continued use after cure may be penalized per affected applicant. Maybe first violation ongoing? Need discuss. Notice duties: Before collecting info for screening instrument, notify applicant automated evaluation will occur, identify characteristics evaluated ordinary language, state retention. Cinder Peak page only recorded and reviewed to assist team; no automated evaluation, characteristics, retention. Mosaic retains 18 months. Violation. Need note if notice absent, collecting interview info for instrument unlawful? They can cure by updating notice and stopping collection? Need action. Audit: covered employer must obtain independent impact audit before first use and annually. Vendor general validation not employer-specific. Cinder Peak no audit; first use maybe 6 months ago? It used in past six months. Violation of pre-use audit, and ongoing first violation. Regulator can seek penalties after 30-day cure. Company could argue vendor audit sufficient? No: statute says vendor general product test not employer-specific. General validation not enough. Narrow construction: Ambiguity in civil penalty amount construed narrowly; notice/audit remedial construed to give effect to defined coverage. So if penalty amount ambiguous, construe against regulator? But coverage broad. Penalties per affected applicant maybe amount? Statute says may be penalized per affected applicant. If civil-penalty amount ambiguous, narrow. But notice/audit are remedial and construed to effect coverage, so don't narrow coverage. Company can argue narrow penalties, but not narrow coverage. Regulator can argue coverage broad, penalties maybe per applicant? But if penalty amount unspecified, narrow maybe per violation not per applicant? But text says per affected applicant, maybe no ambiguity. Need discuss: narrow-construction rule doesn't shield from coverage; it limits penalty ambiguity. Strongest company argument: Mosaic is a human-facing interview summary/copilot, not a screening instrument because it doesn't independently determine or materially influence; human recruiters make final decision; 6% override shows human control; no notice/audit because it's not screening instrument or clerical; 2012 Act can't cover generative AI retroactively; maybe only transcribe/summarize? Strongest regulator: Mosaic produces recommendation and narrative, recruiters follow 94%, process first round; statutory definition expressly includes recommendation and material influence, use even with override; not solely clerical; examples nonexhaustive; current conduct not retroactive; duties violated (no notice/audit), cure required. Concrete action within 30 days: likely pause Mosaic's evaluative/recommendation functions or modify to clerical-only and comply. Options: pause use of Mosaic as screening instrument pending notice and audit; update applicant notice; suspend collection of interview data for Mosaic; conduct independent employer-specific impact audit; retain only minimal data; document human review. Since 30-day cure period: To avoid penalties, Cinder Peak should immediately pause Mosaic's generative assessment/recommendation use (or use Mosaic only to record/transcribe/route without analysis/recommendation), notify applicants as required if continuing? But before first use after modification need audit? If modify to not evaluate, exempt? But if still analyzing? Need concrete: within 30 days, (1) cease using Mosaic's output as part of evaluation/recommendations; (2) update applicant-facing notice to disclose automated evaluation, characteristics, retention, or suspend collection; (3) commission independent employer-specific impact audit before any resumption; (4) limit retention to necessary and disclose; (5) train recruiters not to treat recommendation as starting point; (6) preserve records and respond to regulator. But if they pause, notice maybe not needed if no collection? If continue interviews with recording? Need comply. The question: "concrete action Cinder Peak should take within the 30-day cure period." likely: pause Mosaic's screening functions or modify to purely clerical, and if continue, implement notice and audit before collecting. Since audit may take >30 days? Independent audit before first use. If can't audit within 30 days, pause. Maybe "pause the system" as decision. But memo neutral: recommend safest: pause generative recommendations/evaluation and use only human review of transcripts, or if continuing, immediately post required notice and obtain audit? The statute requires audit before first use, so if continuing after cure, need audit. But cure period 30 days: they can fix notice quickly, but audit likely not quick. To cure first violation, perhaps stop using instrument until audit obtained. If they use only transcript for human review, not screening instrument? But the recordings may be collected? If Mosaic merely transcribes and recruiter reviews? It might be exempt if no evaluation/recommendation. But they must notify if collecting info for screening instrument; if no screening instrument, not needed. However if they use Mosaic to transcribe recorded interview, and human recruiter reviews transcript only, maybe exempt if not evaluate characteristics/recommend outcome. But does transcription tool evaluate? No. But it records; recording may be okay? Need note if using Mosaic solely to transcribe, it's exempt if does not evaluate/recommend. But if system still generates narrative? Need disable. The concrete action: pause the screening output (narrative/recommendation) and either conduct independent audit before re-enabling or use only as clerical transcription/recording with human decision, plus update privacy/notice and retention. Within 30 days: stop using Mosaic's recommendations and assessments; notify applicants if continuing to collect for evaluation; obtain audit; if cannot, remain paused. Need structure memorandum: To, From, Date, Re, Purpose, Summary, Facts, Analysis (both sides), strongest arguments, recommended action. Need neutral. Include statutory citations? Use Act sections. Could use headings for each requested issue. Need include both sides under each? Or separate sides? The prompt says both-sides memorandum addressing bullets. Could produce issue-by-issue with company/regulator. Or a memo with "Company position" and "Regulator position" for each issue. Need ensure all requested topics. Could also include "Conclusion". Need maybe include "not legal advice"? But role statutory analysis. Could say fictional. Need be thorough. Potential complexities: - "determines or materially influences whether an applicant advances". Mosaic's recommendation might not determine if recruiter can override, but materially influences? 94% follow. 870 do not advance left at that stage. If recruiters overrode 6%, but those who received do not advance likely not advanced? Need assume yes. Material influence strong. Could argue if recommendation not binding, no material influence? But 94% and training "start from recommendation" show. Even if no actual influence, it is designed to influence and produces recommendation; statutory definition maybe "other output that ... materially influences" requires actual? Need analyze: could be actual or tendency? The facts show actual. Company could argue output is one input among many and human judgment controls; but 94% adoption negates. Regulator: even if not determinative, materially influences; training and follow rate. Also "determines" maybe not; "materially influences" yes. - "assigns score, classification, ranking, recommendation, or other output". Mosaic produces recommendation (advance/do not advance) and narrative classification of traits. So satisfies even without material influence? The definition requires output that determines or materially influences. It does produce recommendation; likely material. - "computational process" Mosaic is vendor system; yes. - "uses" in whole or substantial part to evaluate applicants. Mosaic analyzes content, speech pace, pauses, examples, generates assessment; that's evaluating applicant characteristics. It is substantial part: first round, all applications? 3,200 applications. The recruiters see transcript, narrative, recommendation. Even if human review, use. Company: use means decision-making? But statutory says even if human review/override. Use may include deploying to evaluate; they deployed. - Clerical exemption: "solely to record, transcribe, format, schedule, or route information" and "if it does not evaluate applicant characteristics or recommend an employment outcome." Mosaic does both record/transcribe and analyze/recommend. Not solely; fails second. Could company argue the transcription component separate, and the analytical component is for human aid not employment outcome? But it recommends advance/do not advance, so no. Even if narrative is summary, "evaluates applicant characteristics" by generating assessment of communication etc. So exemption unavailable. - Specific exemption controls over general definition but limited. So if Mosaic had a separate transcript-only mode maybe exempt. But current mode not. - Examples: aptitude tests, personality inventories, scoring algorithms, ranked resume filters. "including" illustrative. 2012 legislative materials discussed numerical aptitude tests and resume-ranking but not generated narratives/video/language models. Regulator: not exhaustive; Mosaic's scoring/recommendation similar to scoring algorithm/ranked resume filter; ordinary meaning; definition not limited to numeric tests. Company: legislative history shows legislators did not contemplate generative narrative copilots; "screening instrument" in 2012 meant standardized instruments, not AI summaries; applying to generative narratives is an impermissible expansion/retroactive. But Act section 7 says broad functional language reaches later technologies when conduct falls within definition. That likely rebuts. Could discuss "ordinary meaning in context" at time of conduct? Statutory interpretation generally at time of interpretation, but ordinary meaning at enactment? Here text "computational process" and "recommendation" broad. Even if 2012 didn't mention language models, if it assigns recommendation, covered. Retroactivity doctrine: no law imposing punishment for past conduct or taking away vested rights; applying definition to ongoing use is prospective. The company might be penalized for use before cure? The Act gives 30-day cure first violation before penalties; if first violation ongoing, regulator can't penalize until after cure. If they pause, avoid per-applicant penalties for continued use. For prior collection without notice? Maybe penalties? The narrow penalty rule could help. Need discuss: The cure letter asserts Mosaic is screening instrument; if first violation, 30 days cure before penalties. Continued use after cure period may be penalized per affected applicant. So immediate pause or cure. Notice/audit violations maybe continuing each applicant? First violation? Need not overcomplicate. - Notice: "Before collecting information for a screening instrument" If Mosaic is screening instrument, they must notify before collecting interview recordings/answers. Their page only says may be recorded and reviewed. Fails. Characteristics: communication, adaptability, customer orientation, speech pace, pauses, teamwork/conflict examples. Need ordinary language. Retention 18 months. If they modify to not evaluate, maybe no notice? But if collecting for screening instrument? If not, no. But if still collecting interview info for human review? Exempt clerical maybe no duty? But to be safe update notice. If they pause, stop collecting info for Mosaic. If continue interviews, can use paper/human? Need mention. - Audit: "before first use" - they used 6 months ago; violation. Vendor report not enough. Need independent impact audit. Could be done after notice? Need before first use. If pause and reconfigure, maybe first use of new config? If modified to not evaluate, maybe no audit. If resume with evaluation, audit required. - Narrow construction: The Act says ambiguity in civil-penalty amount construed narrowly. The notice and audit duties remedial construed to give effect to defined coverage. So if "penalty amount" ambiguous, not per applicant? But text says may be penalized per affected applicant. Need analyze: If amount per applicant unspecified, maybe narrow to per violation or cap. But doesn't affect coverage. Regulator may argue per applicant because text says so; company may argue amount ambiguous and narrow. Need mention: narrow construction of penalties doesn't allow company to ignore coverage; it may reduce exposure but not eliminate duty. Since first violation cure, if pause within 30 days, no per-applicant penalty for continued use after cure. But pre-cure use? Could be first violation cured; maybe no penalty. If they don't cure, per applicant. - Strongest company/regulator: Need explicitly state. - Concrete action: Should decide continue, modify, pause. The safest within 30-day cure: pause the screening/recommendation function immediately; notify regulator? maybe. Then either (A) use Mosaic only as recording/transcription with human recruiters independently evaluating, no Mosaic narrative/recommendation, and update notice/retention if recording; or (B) conduct independent audit and post notice before any resumed use. Within 30 days, at minimum: disable Mosaic's generative assessment and recommendation for all applicants; stop collecting interview responses through Mosaic for automated evaluation; update applicant notice and retention; commission independent audit; preserve evidence; document. If they want to continue system, must complete audit and notice before first use; if cannot within 30 days, keep paused. Since cure period is to cure violation, pausing cures continued use; notice/audit maybe cannot be cured if not already obtained? For audit, can't retroactively cure pre-first-use? But can obtain and avoid future. The regulator's cure letter likely demands cessation or compliance. Need recommend "pause now; do not rely on post-hoc audit or vendor report; if you want to keep, do notice + audit before resuming." Also maybe "do not use Mosaic's recommendations as starting point; train recruiters; create human decision logs." But concrete action singular: "Immediately pause Mosaic's evaluative/recommendation function and switch to a human-only first-round review or a clerical transcription-only mode; simultaneously update notice and retention, and engage an independent auditor. Resume only after notice posted and employer-specific audit completed." Need maybe include a risk matrix? Could. But memo enough. Need ensure neutral: no advocating one side; but recommended action can be practical. The prompt says "The company must decide whether to continue, modify, or pause the system." In analysis, recommend concrete action. Could say from compliance risk perspective, pause/modify. Neutral statutory analysis but can provide conclusion. Need maybe include "Assumptions": Mosaic outputs are used by recruiter, 870 left at stage, 94% follow. Vendor general validation not employer-specific. Need maybe include "Issues". Then "Short answers". Then detailed. Let's draft with headings: Memorandum To: Cinder Peak Foods management/counsel From: [Neutral statutory analysis] Date: [current? no date maybe] Re: Mosaic under Applicant Screening Transparency Act I. Purpose and Summary - Mosaic likely covered; company's retroactivity/clerical arguments weak; strongest company arguments human-in-loop and retroactivity; strongest regulator textual and factual; recommended action pause/modify. II. Facts (short) III. Issue-by-Issue Analysis A. Screening instrument 1. Text: computational process assigns recommendation/output materially influences advancement. - Regulator: Mosaic is computational; produces advance/do not advance; 94% follow; 870 stopped; training says start from recommendation; narrative assesses characteristics; covers. - Company: Mosaic is copilot/summary; no score? But recommendation is expressly covered; human override. But facts show material influence. Even if not binding, statutory says even if human review/override. The "materially influences" could be satisfied by design and practice. Strong likelihood covered. - Conclusion: likely satisfies. B. Human review/override and use - Statute: uses when deploys in whole/substantial part, even if human review/override. - Regulator: deployment for first-round interviews, analysis, recommendation; recruiters start from it; 94% follow; substantial part. - Company: human makes ultimate decision; 6% override; Mosaic not used "to evaluate" but to summarize; use requires reliance? But text says even if override; 6% not enough; "substantial part" arguably met. - Conclusion: human review does not prevent use. C. Clerical exemption - Exemption conditions: solely record/transcribe/format/schedule/route and does not evaluate/recommend. - Regulator: Mosaic transcribes but also analyzes speech pace, pauses, teamwork/conflict examples; generates assessment; recommendation; fails solely and evaluation/recommendation conditions. - Company: transcription/summary is clerical; narrative is qualitative summary not evaluation; recommendation is advisory not employment outcome? But output says advance/do not advance = employment outcome. Fails. - Specific exemption controls but not applicable. A reconfigured transcription-only mode could be exempt if no analysis/recommendation and human decides independently. D. Examples and 2012 materials - Regulator: list includes scoring algorithms, ranked resume filters; including nonexhaustive; functional definition reaches later tech; 2012 not limiting; ordinary meaning. - Company: legislative history shows 2012 focus on numeric aptitude/resume ranking; no mention generative narratives; applying to LMs is beyond original scope; impermissible retroactivity/expanded construction. - Analysis: text controls; broad functional language; if Mosaic produces recommendation/material influence, covered. Legislative history may be relevant to ambiguity, but no real ambiguity if recommendation and material influence. The absence of generative tech in history not decisive under section 7. - Conclusion: nonexhaustive examples support coverage; 2012 materials weak. E. Retroactivity - Regulator: applying law to present/ongoing conduct is prospective; no retroactive liability; Act says reaches later technologies when conduct falls within definition. - Company: statute enacted before tech; ordinary meaning at 2012 didn't include generative copilots; regulating current use is retroactive/unfair. But laws apply to conduct after enactment; if company uses now, covered. Could argue if penalty reaches pre-notice past collection? But cure period limits first violation; still. - Conclusion: not impermissibly retroactive. F. Notice and audit - Notice: must notify before collecting info for screening instrument: automated evaluation, characteristics in ordinary language, retention. Current notice deficient. If Mosaic covered, violations for 3,200/870? They collected info without notice. Cure: update notice or stop collecting. - Audit: independent impact audit before first use and annually; vendor general validation not enough. No audit = violation. Cure: obtain employer-specific audit before resumed use; annual. - Remedial duties construed broadly to effect coverage. G. Narrow construction of penalties vs coverage - Penalty ambiguity narrow; notice/audit remedial construed to give effect to coverage. Company cannot use narrow penalty to avoid coverage; may reduce amount if ambiguous. First violation 30-day cure; continued use after cure penalized per applicant. If pause within cure, avoid future per-applicant penalties; pre-cure maybe no penalty if cured? Need mention. If amount ambiguous, construe narrowly; but text per affected applicant maybe clear. Need discuss. IV. Strongest Arguments - Company strongest: human-in-loop and copilot characterization, 6% override, 2012 legislative history, no automated determination; but weakened by text and facts. - Regulator strongest: express definition includes recommendation/material influence; use even with override; facts 94% follow, 870 stopped, training; not clerical; nonexhaustive examples; no retroactive issue; notice/audit clear violations. V. Recommended Action within 30 days - Immediate: Pause Mosaic's evaluative/recommendation function (narrative, assessment, advance recommendation). If interviews continue, use a human-only process or Mosaic strictly as recording/transcription/routing without analysis/recommendation; ensure no Mosaic output influences advancement. - Within cure period: Update applicant notice if any automated evaluation continues; if pausing, post notice that automated evaluation will not occur? If collecting for screening instrument, before collecting must notify. So either stop collecting for Mosaic or post notice. For transcription-only, if not screening instrument, still maybe privacy notice; but to be safe disclose. - Commission independent employer-specific impact audit before any resumed use; do not rely on vendor report. - Set retention policy; disclose 18 months or reduce; ensure data handling. - Document human decisions, override rationale; train recruiters not to start from recommendation; maybe suspend use of Mosaic outputs in decision files. - Communicate cure to regulator: date paused, notice posted, audit timeline, interim human-only process. - If wanting to continue after 30 days: complete audit, post notice, then resume; if not completed, remain paused. - Maybe create modified version: disable speech pace/pauses? If only transcript + human? But if still generates narrative assessment of characteristics, covered. If only transcript and no recommendation, likely exempt. But need not evaluate. Need careful: a transcript may reveal characteristics but tool not evaluating. Exemption says does not evaluate applicant characteristics; a raw transcript isn't evaluation. But if it formats? ok. Need ensure "both-sides" maybe present company/regulator in each section. Could be long. Desired oververbosity 9, so thorough. Need maybe include "Conclusion" with likely outcome. Should be neutral but can say "on these facts, Mosaic is likely a screening instrument and company likely violated duties; strongest company arguments...". That's acceptable. Potential nuance: "Before collecting information for a screening instrument" If Mosaic is used after interview recording, the information collection might be the recording of applicant answers. The notice must be before recording. Their page says may be recorded and reviewed. If they only record, is that collecting information for screening instrument? Yes if the recording is input to Mosaic evaluation. Need notify before. If they pause and use human-only, maybe not. Potential nuance: "materially influences whether an applicant advances" Could be actual or potential? The definition could require actual influence. Facts show actual. If 94% follow, but 6% override; for 94% it influenced. For 870 do not advance left, likely. Even if one applicant not materially influenced, many are. The statute doesn't require all applicants. Use in whole/substantial part. Potential nuance: "screening instrument" singular? Mosaic is a system. Computational process includes multiple steps. Yes. Potential nuance: "vendor's general product test is not an employer-specific audit." The vendor supplied general validation based on customers in several industries. Not enough. Need independent impact audit. "Impact audit" maybe disparate impact? independent. Need not define. Potential nuance: "specific exemption controls over general definition, but exemptions limited to every condition." So company might argue specific clerical exemption should control because part of tool records/transcribes. But because not solely and evaluates/recommends, doesn't. If tool can be decomposed? The Act likely looks at tool as used. A combination? If Mosaic used for transcription and evaluation, not exempt. Could modify to separate: one module for transcription exempt, another for evaluation covered. If covered module used, coverage. If not used, exempt. Potential nuance: "The Act was enacted in 2012. Legislative hearing materials discussed numerical aptitude tests and resume-ranking software but did not mention generated narratives, recorded video, or language models." Need address. Regulator: Section 7 explicitly anticipates later technologies. Company: no fair notice. But statutory definition had "computational process" and "recommendation". 2012 had computational processes and recommendations; generative narratives not necessary. The ordinary meaning of "recommendation" includes AI output. "Other output" broad. So fair notice arguably adequate: if your computational process produces a recommendation that influences advancement, it's covered. Potential nuance: retroactivity vs ex post facto? Civil regulatory, not criminal. Applying to current conduct is prospective. Even if company started after enactment (obviously), no retroactivity. If they argue the statute's ordinary meaning at enactment didn't cover language models, that's a construction issue, not retroactivity. The Act says broad functional language reaches later technologies. So weak. Potential nuance: "The regulator must give 30 days to cure a first violation before seeking penalties. Continued use after the cure period may be penalized per affected applicant." Need action: first violation maybe notice/audit. If they pause, cure? For notice, they can post notice and stop collecting; for audit, can't cure pre-first use but can obtain for future. Does 30-day cure allow them to obtain audit? If not, pause. If regulator asserts first violation is use without notice/audit, cure requires no use until compliant. So pause is key. Potential nuance: "neutral statutory analysis" maybe avoid saying "should"? But assignment asks concrete action. We can phrase "From a compliance-risk standpoint, the clearest course is..." That's okay. Need maybe include table of issues and likely outcomes. Could add. Let's plan final: Title: BOTH-SIDES MEMORANDUM TO: Cinder Peak Foods FROM: Statutory Analysis Team RE: Mosaic First-Round Interview Model under Applicant Screening Transparency Act 1. Executive Summary - Mosaic likely a screening instrument under Act because it is computational process producing recommendation/material influence. Human override does not avoid use. Clerical exemption unavailable. 2012 legislative history not decisive; application prospective. Notice and audit duties likely violated. Narrow penalty rule may limit penalty amount but not coverage. Strongest company argument: human-in-loop and no retroactive reach; strongest regulator: text/facts. Recommended: pause evaluative function now; within 30 days either keep paused or implement notice + independent audit before resuming; use only clerical transcription if continue; document cure. 2. Governing Law summary maybe not needed but include key provisions. 3. Issue Analysis with both sides: A. Does Mosaic satisfy defined functions? - Elements: computational process; assigns score/classification/ranking/recommendation/other output; determines/materially influences advancement. - Regulator side. - Company side. - Assessment. B. Human review/override and statutory use. - Elements. - Both sides. - Assessment. C. Clerical-tool exemption. - Elements. - Both sides. - Assessment. D. Nonexhaustive examples and 2012 legislative materials. - Both sides. - Assessment. E. Retroactivity. - Both sides. - Assessment. F. Notice and audit duties. - Notice: facts, violation; cure. - Audit: facts, violation; cure. - Remedial construction. G. Narrow-construction rule for penalties vs coverage. - Both sides. - Assessment. 4. Strongest company and regulator arguments (could be separate concise) - Company strongest: Mosaic is copilot, human decision, 6% override, 2012 no contemplation, penalty narrow. - Regulator strongest: express recommendation, 94% follow, 870 stopped, training, use definition, nonexhaustive, no retroactivity, notice/audit clear. 5. Concrete action within 30-day cure period - Immediate actions (0-48 hours): pause, notice, data stop, preserve. - Within 30 days: options: (1) pause until audit; (2) modify to exempt clerical-only; if continue with evaluation, complete audit and notice before first use. Need specific: I'd recommend pause now and not resume until independent audit and notice. If business requires interviews, use human-only or transcription-only mode. Update notice, retention. Engage auditor. Train. Send cure response. - Maybe checklist. Need maybe include "Decision: continue, modify, pause" explicit: "Pause the screening/recommendation function; do not continue in current form. Modify only if it becomes purely clerical or after audit/notice." Need maybe include "If company chooses to argue noncoverage" but not recommend? Could include. Potential legal terms: "materially influences" may be interpreted as more than de minimis; 94% follow is strong. "Substantial part" maybe 94%? It is the initial gate; 870 stopped. Even if override, Mosaic's output is the basis. Good. Need be mindful: The user asks "Prepare a both-sides memorandum addressing: ..." So final should be a memorandum. Could be long. Need no citations to real law. Use fictional Act. Could cite sections as "Act §1" etc. Need maybe include "Assumptions" that Mosaic's recommendation is visible to recruiter and considered; 870 left process at stage; no other screening outputs. Good. Need ensure "neutral" not overly persuasive. But conclusion can be likely. Use phrases "The more textually and factually supported position is..." and "The company's best position is...". Let's think through possible counterarguments in depth: Company argument on screening instrument: - "screening instrument" might be a test/instrument, not interview copilot. But Act definition doesn't say test; "any computational process". Examples include algorithms. Narrative + recommendation is output. - It doesn't "assign" score/classification? It assigns recommendation (advance/do not advance). "Assigns" maybe direct? It "produces" recommendation; likely same. - "Determines or materially influences" maybe Mosaic doesn't determine because recruiter can override. But materially influences. Could argue no actual material influence if recruiter independently evaluates transcript and narrative is just summary. But training says start from recommendation; 94% follow. Even if independent, the recommendation itself likely influences. Also 870 received do not advance and left; suggests recommendation tied to outcome. Could argue some overrides? But not enough. - "materially influences whether applicant advances" maybe if recommendation is not final and human can override, it only influences if followed. For those followed, yes. For overrides, maybe not. But coverage doesn't require every applicant; use in substantial part. Human use: - Company could argue "uses" means employer's human makes decision; Mosaic not "deployed to evaluate" but to assist. But text: deploys in whole/substantial part to evaluate applicants even if human review/override. Mosaic analyzes content, speech pace etc. That is evaluating characteristics. They deploy for all first-round interviews. So use. - "in whole or substantial part" maybe Mosaic only summarizes, not decides? But analysis of communication/adaptability/customer orientation is evaluation. The recommendation is evaluation. So substantial. Clerical exemption: - Company could argue the exemption's list includes record/transcribe; Mosaic's core is transcription; narrative is "formatting"? No, narrative assessment is evaluation. "Stated examples of teamwork and conflict" maybe routing? No. - "solely" maybe if it also transcribes, not solely. Fails. - "if it does not evaluate applicant characteristics or recommend an employment outcome" it does both. So no. Examples and 2012: - Company: "aptitude tests, personality inventories, scoring algorithms, ranked resume filters" all are pre-decision tests, not conversational AI. "Screening instrument" ordinary meaning 2012 may imply a standardized tool, not generative copilot. But "including" and definition broad. Legislative history not mention video/language models. However "computational process" and "recommendation" broad. The Act's rule 7 explicitly says broad functional language reaches later technologies when conduct falls within definition. So company argument weak. - Regulator: generated narrative is a scoring algorithm? It may not be numeric, but "other output" and recommendation. The examples include scoring algorithms; Mosaic likely uses algorithms. Even if not, other output. Retroactivity: - Company: Applying 2012 law to 2020s AI is retroactive because the statute did not define generative models; but retroactivity usually about past conduct. If they are using now, law applies now. If penalty for pre-enactment? no. If they rely on prior understanding that "copilot" not covered, maybe fair notice. But text gives notice. The 30-day cure mitigates. - Regulator: no retroactive effect; it governs current use. The company cannot claim surprise because Act's functional definition is clear. Also section 7. Notice/audit: - Notice: The applicant page only says recorded and reviewed. It doesn't say automated evaluation, characteristics, retention. If Mosaic covered, violation. The fact that it says "reviewed" might imply human review but not automated. Need disclose "automated evaluation will occur". Characteristics: content, speech pace, pauses, teamwork/conflict examples, communication/adaptability/customer orientation. Retention 18 months. If they modify to human-only, no automated evaluation; notice can say no automated screening or disclose human review. If they continue Mosaic analysis, must notify before collecting. - Audit: No employer-specific audit. Vendor general validation not enough. Need independent. If first use 6 months ago, violation before first use. Can cure by obtaining audit now, but cannot legitimize past use; pause to stop continuing violation. Annual thereafter. - Remedial duties construed to give effect to coverage; so don't read notice/audit out. Penalties: - If first violation and 30 days cure, regulator can't seek penalties until after cure if not cured. If company pauses, cures continued use? It may not cure pre-use audit but stops violation. If continued use after cure period, per affected applicant. "Affected applicant" maybe those evaluated by Mosaic after cure without compliance; 3,200 past? If first violation cured, maybe no penalty for past? The statute says regulator must give 30 days to cure a first violation before seeking penalties. Continued use after cure period may be penalized per affected applicant. That suggests if first violation is ongoing, cure period; after cure, continued use per applicant. If they pause, no continued use. But pre-cure 3,200 could be affected? Maybe first violation includes all 3,200? If not cured? Need be cautious: "may be penalized per affected applicant" after cure period for continued use. So if they stop before cure expires, likely no per-applicant penalties for post-cure. But there may be penalty for first violation? The Act says must give 30 days to cure first violation before seeking penalties; implies no penalty if first violation cured. But if audit before first use impossible to cure retroactively? Could still avoid penalties by ceasing? Need not resolve; recommend pause. - Narrow construction: if penalty amount ambiguous, construe narrowly. But if text says per affected applicant, maybe amount per applicant? It doesn't specify dollar amount; maybe penalty amount is ambiguous. Company could argue no dollar amount or cap, narrow to minimum or per violation. Regulator could argue per applicant is clear. This rule doesn't narrow coverage. Need say. Potential recommended concrete action more specific: 1. Today/tomorrow: Suspend Mosaic's generative evaluation and recommendation for all live applicants. Disable or segregate outputs; instruct recruiters not to use narrative/recommendation in advancement decisions. If interviews already recorded, stop routing them to Mosaic analysis; if Mosaic is integrated, create a "human-only" queue. 2. If using Mosaic only for transcription: disable content analysis, speech-pace/pause analytics, narrative generation, and recommendation. Ensure the tool does not evaluate characteristics or recommend outcome. The recruiter must make independent decision based on transcript/recording, not Mosaic output. This would fall under clerical exemption if solely transcription/routing. But need maybe notify? If not a screening instrument, no Act notice required, but privacy laws maybe. Still update page to reflect recording and retention. 3. If the company wants to keep Mosaic's evaluative function: do not resume until (a) applicant notice updated before collecting any further interview info; (b) independent employer-specific impact audit completed; (c) retention policy disclosed and implemented; (d) annual audit calendar set. Because audit may not complete within 30 days, keep paused. 4. Send regulator cure response: identify date of pause, description of interim process, notice changes, audit engagement and timeline, data retention, and that no Mosaic output will be used until compliant. 5. Document: preserve logs of Mosaic outputs, recruiter overrides, retention settings, procurement/training materials. This may be needed. 6. Consider 870 do-not-advance applicants? Maybe no remediation required by Act? Could be good practice to re-review? But not required? Could mention optional: to mitigate risk, conduct targeted review of recent do-not-advance decisions, especially if disparities. But within 30 days? Could be too much. But maybe impact audit will assess. Could include "as part of audit, review recent do-not-advance outcomes". But concrete action: pause. Need maybe include "continue, modify, or pause" decision: "Pause the current Mosaic screening function. Modify to exempt clerical-only if needed; resume evaluative use only after audit/notice." That's clear. Need maybe include "Risk if no action": if use continues after 30 days, penalties per affected applicant; notice/audit violations ongoing; regulatory finding likely. Need maybe include "if company insists on coverage arguments": It could respond to regulator with legal argument, but given cure letter, arguing while continuing use is high risk. It should pause and make arguments in writing. But memo neutral: "Even if company ultimately disputes coverage, the 30-day cure period favors temporary suspension rather than continued use while litigating." Good. Need ensure no real legal advice? It's fictional. Could say "This memorandum is a neutral statutory analysis, not a prediction of adjudication." Good. Let's think if there is any twist: "The Interview Model Under the Old Screening Act" maybe they want analysis of retroactivity and old law. Need emphasize old law not dispositive. "generative interview model" maybe "interview copilot not a decision system". Need address procurement/training slides. The procurement calls copilot not decision system; training says start from recommendation. These undermine company. Include in facts/analysis: internal documents show it is used as recommendation starting point, not mere summary. Good. Need maybe discuss "materially influences" could be inferred from 94% follow and 870 left. The 870 received do not advance and left at that stage; if some overridden? It says 870 received "do not advance" and left the process at that stage. That strongly indicates recommendation became outcome. Even if recruiter technically could override, in practice they didn't for those? It says left at that stage; likely not advanced. So actual material influence. Include. Need maybe discuss "applicant page states only recorded and reviewed to assist recruiting team". It might disclose recording and human review, but not automated evaluation. If Mosaic is screening instrument, insufficient. If company argues no automated evaluation, the page aligns, but Mosaic does automated analysis. The page's "reviewed" could be interpreted as human; not enough. Need include. Need maybe discuss "retention 18 months". Notice must state retention period. Current notice lacks. If they pause, maybe no need? But if retain past recordings, need policy. If continuing clerical, maybe retention still? The Act notice only for screening instrument. If not covered, no. But good practice. Need maybe discuss "vendor general validation report based on customers in several industries" not employer-specific; maybe could be input to audit but not substitute. Include. Need maybe discuss "independent impact audit before first use and annually thereafter". If Mosaic first used 6 months ago, no audit before first use. Could they argue first use now after modification? No, past use. But for cure, obtain audit. If pause, no further first use. If resume, new first use requires audit. Annual thereafter. Include. Need maybe discuss "civil-penalty amount ambiguity construed narrowly". The statute doesn't specify dollar amount; only per affected applicant. Could be ambiguity in "amount" because no number. Narrow construction may mean minimum statutory amount, no punitive multiplier, or per violation. But not coverage. Include. Need maybe include "remedial duties construed to give effect to defined coverage" means notice/audit can't be read as applying only to legacy tests. If Mosaic covered, duties apply. Include. Need maybe include "specific exemption controls over general definition" but fails. Include. Potential final length: maybe 3000-5000 words? Desired oververbosity 9. Need be comprehensive but not insane. Maybe around 3500-4500 words. We have token budget. Let's aim ~4000 words. Use bullet points and headings. Ensure all requested points. Could include a table at end with issue, company, regulator, likely outcome. That is helpful. But don't overdo. Let's draft final in polished memo. Detailed outline: MEMORANDUM To: Cinder Peak Foods From: [Author] Date: [Date] Re: ... I. Question Presented - Whether Mosaic is covered, whether human review avoids use, exemption, old law, retroactivity, notice/audit, penalties, strongest arguments, action. II. Short Answer - Likely covered; human review doesn't avoid; exemption unavailable; 2012 materials not decisive; not retroactive; notice/audit likely violated; narrow penalty doesn't narrow coverage; strongest company ...; strongest regulator ...; action: pause evaluative function now, use only clerical/human-only or complete audit/notice before resume. III. Analysis A. Screening instrument 1. Statutory elements 2. Regulator 3. Company 4. Assessment B. Use with human review ... C. Clerical exemption ... D. Examples and legislative history ... E. Retroactivity ... F. Notice and audit 1. Notice 2. Audit 3. Remedial construction G. Penalties and narrow construction ... IV. Strongest arguments - Company - Regulator V. Recommended 30-day cure plan - Decision: pause current use. - Immediate (within 1-3 days): disable, human-only, notice, data stop, preserve, communicate. - Within 30 days: if continue with screening, audit and notice; if not, remain paused; if modify to clerical, ensure no evaluation/recommendation; retention; training; documentation; regulator response. - What not to do: don't rely on vendor report, don't characterize copilot in docs, don't continue use pending argument. VI. Conclusion. Need maybe use "Act §" references. The prompt numbered 1-10. Could refer as "Act, item 1" etc. Use "Section 1" maybe. Let's ensure no missing requested bullet: - Whether Mosaic satisfies defined functions: yes section A. - Whether human review and override prevent statutory “use”: B. - The clerical-tool exemption: C. - Significance of nonexhaustive examples and 2012 legislative materials: D. - Whether applying existing definition to current conduct is retroactive: E. - The notice and employer-specific audit duties: F. - The narrow-construction rule for penalties versus coverage: G. - Strongest company argument and strongest regulator argument: IV. - Concrete action within 30-day cure period: V. Need maybe mention "continue, modify, or pause" in action. Potential nuance: "Before collecting information for a screening instrument" If they are recording interviews, that's collecting. The notice must be before collection. If they pause, no further collection. For past collection, can't cure prospectively but stops. If they want to cure, perhaps send notice? But can't cure pre-collection. But regulator's cure period likely about current violation. We can say "The only reliable cure is to stop using the instrument or, if continuing, to notify before any further collection; retroactive notice cannot cure prior collection." Good. Potential nuance: "impact audit before first use" If no audit before first use, cannot be cured for past use; but can avoid future by audit before resumption. The 30-day cure may not fully cure that historical violation, but pause limits penalties. Need mention. Potential nuance: "Continued use after cure period may be penalized per affected applicant." If they pause, no continued use after cure. If they modify to clerical and not covered, maybe not "use" of screening instrument. But if they resume evaluation after 30 without audit, per applicant. Potential nuance: "vendor's general product test is not employer-specific audit." The vendor supplied general validation report. Could company argue it's independent? It says vendor's general product test not employer-specific. The report is from vendor, not independent, general. Fails. Need say. Potential nuance: "ordinary language" for characteristics: They must identify "content, speech pace, pauses, teamwork and conflict examples, communication, adaptability, customer orientation" in ordinary language. Example: "We will evaluate your verbal responses, pace and pauses, and examples of teamwork/conflict to assess communication, adaptability, and customer orientation." Retention: 18 months. Need maybe include in action. Potential nuance: "Cinder Peak argues Mosaic merely summarizes interviews for a human and applying 2012 law to generative tech impermissibly retroactive." Need address: summary plus recommendation not mere; retroactive weak. Let's think about legal standards for retroactivity: A statute is applied prospectively unless explicit retroactive effect. Applying to current conduct is not retroactive. Even if technology new, if conduct within definition, law applies. The company may have started using Mosaic after 2012; no vested right to use without regulation. If penalty reaches pre-cure conduct, maybe still prospective because conduct occurred after enactment. So no retroactivity. Could mention "old screening act" but law's section 7 explicitly addresses later technologies. So old date not a defense. Need maybe mention "ordinary meaning in context" could be interpreted at time of enactment or time of conduct. The Act says ordinary meaning in context; broad functional language reaches later technologies. So use current ordinary meaning of "computational process", "recommendation". Good. Need maybe mention "including" makes list illustrative not exhaustive, so even if Mosaic not an aptitude test/personality inventory, it can be scoring algorithm or other output. If it's a generative model, it's a computational process. Good. Need maybe mention "specific exemption controls over general definition" but company cannot use exemption to avoid because conditions fail. If Mosaic had separate modes, the exempt mode could control for that mode. Good. Need maybe mention "procurement materials call Mosaic an interview copilot, not a decision system" and "training slide start from recommendation" undermine company. Include in assessment: internal labels don't control; statutory function controls. The slide shows actual use as recommendation starting point. Potential issue: "Assigns a score, classification, ranking, recommendation, or other output". Mosaic produces narrative assessment (classification? maybe not) and recommendation. Even if "recommendation" is just one of two, it's a binary classification? It is recommendation. Good. Potential issue: "materially influences whether an applicant advances" if the recommendation is used in 94% but for 870 do not advance left; maybe the 94% includes both advance and do not advance? It says recruiters followed recommendation in 94 percent of 3,200 applications. 870 received do not advance and left. If 870 of 3200 is 27%. 94% follow. That means about 817 do not advance? Actually if 870 do not advance, and 94% follow, then 817.8 do not advance followed? The numbers don't align? 94% of 3200 = 3008 followed. 870 do not advance left. Could be 870 all did not advance, some maybe recommended advance but not advanced? The facts just say 870 received do not advance and left at stage. It's okay. Use as evidence. Need maybe mention "affected applicant" count if penalties: 3,200 evaluated, 870 do-not-advance. If continued use after cure, per affected applicant could be those after cure, not past. If first violation includes 3,200, potential exposure large. But not necessary. Could mention to underscore risk. Need maybe mention "first violation" could be each applicant? The Act says regulator must give 30 days to cure a first violation before seeking penalties. If multiple violations, maybe first violation is initial failure to notify/audit. But continued use after cure may be penalized per affected applicant. We can be cautious: "The cure provision is likely the company's best procedural protection if it stops using Mosaic in the challenged manner before the cure period expires." Good. Need maybe mention "if company disputes coverage, it should not continue using while dispute unresolved because cure period penalizes continued use." Good. Need maybe include "neutral" language: "This memorandum does not predict how a regulator or court will rule; it compares arguments." But can say likely. Now final composition. Ensure no hidden chain-of-thought. Final only memo. Let's write elegantly. Potential final: **BOTH-SIDES STATUTORY MEMORANDUM** **TO:** Cinder Peak Foods **FROM:** ... **DATE:** ... **RE:** ... **I. Purpose and Short Answer** ... Use bullet points for short answer. Then detailed. Let's draft. Need be careful with "Act" numbering. Use "Act, para. 1" maybe. Since prompt numbered. Could say "Act §1" etc. Let's draft section by section. Executive summary: - On present facts, Mosaic is very likely a screening instrument. It is computational and produces recommendation that materially influences advancement. Human review does not avoid use. Clerical exemption fails. 2012 history not decisive. Not retroactive. Notice and audit likely violated. Narrow penalty rule may reduce penalty amount but not coverage. Strongest company: human-in-loop/2012 scope; strongest regulator: text/facts. Action: pause current Mosaic evaluative function; within 30 days either keep paused or implement notice/audit; if interviews must continue, use human-only or transcription-only. Issue A: Regulator: - Mosaic computational process: transcription, analysis, narrative, recommendation. - Assigns recommendation "advance/do not advance" (and narrative classification of traits). - Materially influences: recruiters followed 94%; training says start from recommendation; 870 do not advance left. Even if not binding, material. Company: - It is copilot, not decision system; no score? But recommendation is covered. Human makes final; 6% override; narrative is summary not evaluation; "materially influences" not met because human independent. But facts undercut. Assessment: likely covered. Issue B: Regulator: Act says uses when deploys in whole/substantial part to evaluate, even if human may review/override. Mosaic deployed for first-round interviews; analyzes characteristics; output substantial part. 94% follow. Company: "use" should mean reliance as decision; human override preserves human use; Mosaic only auxiliary; "substantial part" not met because qualitative summary. But statute expressly includes human override; 6% override not enough. Assessment: human review/override does not prevent use. Issue C: Regulator: Exemption requires solely record/transcribe/format/schedule/route and no evaluation/recommendation. Mosaic transcribes but also analyzes speech pace, pauses, examples; generates assessment; recommends. Not solely; fails. Company: transcription is clerical; narrative is summary/format; recommendation advisory; if human decides, not employment outcome. But output is advance/do not advance; analysis evaluates characteristics. Assessment: unavailable for current Mosaic. A reconfigured transcript-only module could qualify if no evaluation/recommendation. Issue D: Regulator: examples nonexhaustive; scoring algorithms/resume filters show intent to cover automated outputs; "including" not exhaustive; 2012 not limiting; Act para 7 reaches later tech. Company: 2012 materials show focus on numerical aptitude/resume ranking; no generative narratives/video/language models; "screening instrument" ordinary meaning 2012 limited to tests; applying to gen AI is expansion. Assessment: textual definition and para 7 support regulator; legislative history less important because text broad and conduct matches. If ambiguity, history may help, but recommendation/material influence likely no ambiguity. Issue E: Regulator: no retroactivity; law applies to current use; company began/continues after enactment; penalties only after cure for continued use; para 7. Company: 2012 law couldn't have foreseen; ordinary meaning at enactment didn't include LMs; applying now is retroactive/unfair notice. Assessment: weak; statutory interpretation not retroactivity; applying existing definition to present conduct is prospective. Issue F: Notice: If covered, before collecting interview info must notify automated eval, characteristics ordinary language, retention. Current notice deficient. Mosaic retains 18 months. Violation. Cure: stop collecting or post notice before further collection. Retroactive notice cannot cure prior. Audit: independent employer-specific audit before first use and annually. No audit; vendor general report insufficient. Violation. Cure: obtain audit before resumption; annual. Remedial construction: duties construed to give effect to coverage; not narrow. Issue G: Penalty narrow: If civil-penalty amount ambiguous, construe narrowly; company may argue amount per applicant/cap/min. But text says per affected applicant after cure; if clear, not ambiguous. Rule doesn't narrow coverage or duties. Notice/audit remedial broad. 30-day cure: if company pauses before cure expires, avoid post-cure per-applicant penalties; if continues, exposure. Strongest arguments: Company strongest: The best company argument is not that Mosaic is purely clerical, but that it is a human-in-loop interview aid whose outputs are nonbinding summaries; recruiters make final decisions, 6% override, and the 2012 statute's illustrative examples and history did not contemplate generative narrative models. Coupled with narrow penalty construction, company may argue no penalty for ambiguous amount. But this is weakened by express recommendation and 94% follow. Regulator strongest: Mosaic produces a binary recommendation and narrative assessment; recruiters are instructed to start from it and followed it 94%; 870 applicants stopped. The Act expressly covers recommendations that materially influence advancement and use even with human override; the clerical exemption fails; the examples are nonexhaustive; application is prospective; notice/audit violations clear. Action: - Decision: pause current Mosaic screening function now. Do not continue in current form during 30 days. - Immediate: disable narrative/recommendation; segregate outputs; instruct recruiters human-only; stop routing new interviews to Mosaic evaluation; if using Mosaic transcription, disable analytics; update applicant page or suspend collection; preserve records; notify regulator of pause/cure plan. - Within 30 days: choose path: 1. Remain paused until independent employer-specific impact audit completed and notice posted. Then resume. 2. Modify to exempt clerical-only: record/transcribe/route only; no content/speech analysis, no narrative assessment, no recommendation; human independently decides. If this path, ensure no Mosaic output evaluates characteristics or recommends outcome; update notice/retention as needed. 3. If want to keep evaluative Mosaic: before first resumed use, post notice identifying automated eval, characteristics, retention; obtain independent audit; set annual audit; train; retention 18 months or less; document. - Do not rely on vendor report or internal "copilot" labels. Do not use Mosaic recommendation as starting point. - Send regulator: date paused, interim process, notice changes, audit timeline, retention, preservation. Conclusion: likely covered; pause is prudent. Need maybe include a table? Could add after analysis a "Bottom-line issue table" with issue, company best, regulator best, likely outcome. That may be helpful. But final already long. Could include concise table in conclusion. The user asked both-sides memo; table can synthesize. Let's include maybe after strongest arguments or before action. Need ensure "concrete action Cinder Peak should take within the 30-day cure period" is explicit: "Immediately pause the Mosaic recommendation/assessment function and use a human-only or transcription-only process; do not resume evaluative use until notice and independent audit are complete." That is concrete. Let's consider if "pause" might be too strong if they can modify within 30. The question: company must decide continue, modify, or pause. The concrete action maybe "pause the current model now; modify to clerical-only if needed; continue only after audit." Good. Need maybe include "If the company wants to litigate coverage, it can while system paused." Good. Need maybe include "The 30-day cure period is for first violation; to cure, company should either (a) stop using the instrument, or (b) if it continues, comply with notice and audit before continued use. Since audit likely cannot be obtained in 30 days, pause." Good. Need maybe include "affected applicant" risk: 3,200 evaluated; 870 do not advance. If continued after cure, per applicant exposure could be significant. But not necessary. Could include in penalty section. Let's ensure no mention of "old screening act" as real. Fine. Now final. Use markdown. Ensure no analysis. Let's write with high detail.