https://ed.cafe/blog/ Plain-English AI safety field guides, verification rubrics, one-page policies, and Massachusetts workforce guides by No Worker Left Behind. en-us Thu, 29 Oct 2026 13:00:00 +0000 https://ed.cafe/blog/ai-safety-at-work-two-meanings-guide/ https://ed.cafe/blog/ai-safety-at-work-two-meanings-guide/ Thu, 29 Oct 2026 13:00:00 +0000 Elias Vanterpool-Osei (ed.cafe editorial persona) AI Safety Hub AI safety at work splits between OSHA hazard sensors and safe daily chatbot use; use this routing map and 10-pillar guide to protect your team. https://ed.cafe/blog/why-teams-hide-ai-use-30-day-amnesty-plan/ https://ed.cafe/blog/why-teams-hide-ai-use-30-day-amnesty-plan/ Thu, 29 Oct 2026 13:00:00 +0000 Desmond Okafor-Hale (ed.cafe editorial persona) Shadow AI & Daily Use Punishing shadow AI at work drives staff onto personal phones and free chatbots; run this 30-day amnesty plan to surface tools and protect data. https://ed.cafe/blog/callback-rule-script-verify-payment-password-requests/ https://ed.cafe/blog/callback-rule-script-verify-payment-password-requests/ Thu, 29 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Scams, Voice & Agent Security Use this word-for-word callback rule for payment requests and password resets to stop AI voice clones and deepfake video scams at your desk. https://ed.cafe/blog/check-every-source-ai-assisted-report-disclosure/ https://ed.cafe/blog/check-every-source-ai-assisted-report-disclosure/ Thu, 29 Oct 2026 13:00:00 +0000 August Moravec-Diallo (ed.cafe editorial persona) Hallucinations & Verification Learn how to check sources in an AI-assisted report using a five-step citation audit and plain-English disclosure lines before any draft ships. https://ed.cafe/blog/how-often-is-ai-wrong-error-rates-by-task/ https://ed.cafe/blog/how-often-is-ai-wrong-error-rates-by-task/ Thu, 29 Oct 2026 13:00:00 +0000 Margot Reyes (ed.cafe editorial persona) Hallucinations & Verification Learn how often is AI wrong across office tasks, from 0.7% closed-text summary benchmarks to 60%+ search citation failures, with sample sizes. https://ed.cafe/blog/test-ai-tool-50-example-spreadsheet-method/ https://ed.cafe/blog/test-ai-tool-50-example-spreadsheet-method/ Thu, 29 Oct 2026 13:00:00 +0000 Tobias Lindqvist-Rao (ed.cafe editorial persona) Manager's Playbook Learn how to test an AI tool before buying with a 50-row spreadsheet, severity blocker rules, COUNTIF formulas, and a 2-hour team grading protocol. https://ed.cafe/blog/one-page-ai-use-policy-small-business/ https://ed.cafe/blog/one-page-ai-use-policy-small-business/ Thu, 29 Oct 2026 13:00:00 +0000 Whit Calloway (ed.cafe editorial persona) Manager's Playbook Copy a free one-page AI use policy for small business covering chatbots, notetakers, AI browsers, data tiers, owner roles, and a 30-minute launch. https://ed.cafe/blog/ai-notetakers-in-meetings-policy-consent-remove-bots/ https://ed.cafe/blog/ai-notetakers-in-meetings-policy-consent-remove-bots/ Thu, 29 Oct 2026 13:00:00 +0000 Priya Venkatraman (ed.cafe editorial persona) Rules, Liability & MA Law Set a clear AI notetakers in meetings policy with a two-sentence invite consent clause, Massachusetts wiretap rules, and Zoom, Teams, and Meet blocks. https://ed.cafe/blog/case-manager-ai-case-notes-consent-baa-state-rules/ https://ed.cafe/blog/case-manager-ai-case-notes-consent-baa-state-rules/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Clinical, Nonprofits & Schools Before using AI for case notes, check HIPAA Business Associate Agreements, 42 CFR Part 2 rules, state therapy bans, and our client consent script. https://ed.cafe/blog/accused-of-using-ai-what-students-parents-can-do/ https://ed.cafe/blog/accused-of-using-ai-what-students-parents-can-do/ Thu, 29 Oct 2026 13:00:00 +0000 Solene Beaumont-Adjei (ed.cafe editorial persona) Clinical, Nonprofits & Schools If you are accused of using AI on schoolwork, learn what real court rulings show and use our version-history packet to document your writing. https://ed.cafe/blog/can-employer-see-chatgpt-copilot-claude-history/ https://ed.cafe/blog/can-employer-see-chatgpt-copilot-claude-history/ Thu, 29 Oct 2026 13:00:00 +0000 Priya Venkatraman (ed.cafe editorial persona) AI at Work & Employee Rights Asking can my employer see my ChatGPT history, Copilot prompts, or Claude chats comes down to three layers: account tier, device agent, and network. https://ed.cafe/blog/manager-used-chatgpt-for-layoffs-reviews-legal-rules/ https://ed.cafe/blog/manager-used-chatgpt-for-layoffs-reviews-legal-rules/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) AI at Work & Employee Rights Before using ChatGPT for performance reviews and layoffs, check California SB 947, Illinois HB 3773, Mobley v. Workday, and our human corroboration log. https://ed.cafe/blog/is-microsoft-copilot-safe-for-confidential-work/ https://ed.cafe/blog/is-microsoft-copilot-safe-for-confidential-work/ Thu, 29 Oct 2026 13:00:00 +0000 Margot Reyes (ed.cafe editorial persona) Shadow AI & Daily Use Learn when is Microsoft Copilot safe for confidential information across personal, Entra ID, and M365 plans, plus a 7-step SharePoint check. https://ed.cafe/blog/prompt-injection-for-office-workers-email-ai-hijack/ https://ed.cafe/blog/prompt-injection-for-office-workers-email-ai-hijack/ Thu, 29 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Scams, Voice & Agent Security See real prompt injection examples at work, how emails or calendar invites hijack AI assistants, and the 3-step Lethal Trifecta desk check. https://ed.cafe/blog/does-trump-ai-executive-order-cancel-state-ai-laws/ https://ed.cafe/blog/does-trump-ai-executive-order-cancel-state-ai-laws/ Thu, 29 Oct 2026 13:00:00 +0000 August Moravec-Diallo (ed.cafe editorial persona) Rules, Liability & MA Law Wondering does Trump AI executive order cancel state AI laws? No enacted state statute is repealed; use our October 2026 compliance scoreboard. https://ed.cafe/blog/never-use-chatbot-for-osha-electrical-safety-math/ https://ed.cafe/blog/never-use-chatbot-for-osha-electrical-safety-math/ Thu, 29 Oct 2026 13:00:00 +0000 Tobias Lindqvist-Rao (ed.cafe editorial persona) Physical Safety & EHS Avoid using ChatGPT for OSHA and electrical calculations: in a 2026 test of 450 scripts, 85.3% ran but 45.3% of working scripts failed silently. https://ed.cafe/blog/free-60-minute-ai-literacy-session-dol-five-areas/ https://ed.cafe/blog/free-60-minute-ai-literacy-session-dol-five-areas/ Thu, 29 Oct 2026 13:00:00 +0000 Elias Vanterpool-Osei (ed.cafe editorial persona) Workforce Literacy Run free 60-minute AI literacy training for employees built on DOL TEN 07-25's five skill areas with live drills, scripts, and a scored exit check. https://ed.cafe/blog/ai-incident-response-plan-first-hour-small-teams/ https://ed.cafe/blog/ai-incident-response-plan-first-hour-small-teams/ Thu, 29 Oct 2026 13:00:00 +0000 Whit Calloway (ed.cafe editorial persona) Manager's Playbook Use this one-page AI incident response plan template to contain leaked prompts, rogue connectors, and deepfake wires inside the first 60 minutes. https://ed.cafe/blog/can-you-be-fired-for-using-chatgpt-at-work/ https://ed.cafe/blog/can-you-be-fired-for-using-chatgpt-at-work/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) AI at Work & Employee Rights Can you be fired for using ChatGPT at work? See how US at-will law, trade-secret rules, NLRA Section 7, and union clauses work, plus a 5-minute check. https://ed.cafe/blog/can-employer-force-you-to-use-ai-refuse-accommodation/ https://ed.cafe/blog/can-employer-force-you-to-use-ai-refuse-accommodation/ Thu, 29 Oct 2026 13:00:00 +0000 Desmond Okafor-Hale (ed.cafe editorial persona) AI at Work & Employee Rights Can your employer force you to use AI at work? Learn where management rules govern and when ADA, religious, licensure, and NLRA rights let you push back. https://ed.cafe/blog/application-screened-interview-scored-by-ai-candidate-rights/ https://ed.cafe/blog/application-screened-interview-scored-by-ai-candidate-rights/ Thu, 29 Oct 2026 13:00:00 +0000 Solene Beaumont-Adjei (ed.cafe editorial persona) AI at Work & Employee Rights Was your application screened or interview scored by AI? Check candidate notice, ADA accommodation, and human-review rights across key US states. https://ed.cafe/blog/personal-vs-work-ai-account-free-plus-business-enterprise/ https://ed.cafe/blog/personal-vs-work-ai-account-free-plus-business-enterprise/ Thu, 29 Oct 2026 13:00:00 +0000 Margot Reyes (ed.cafe editorial persona) Shadow AI & Daily Use Compare a personal vs work AI account across ChatGPT, Claude, Gemini, and Copilot on default training, retention, BAA rules, and admin logs. https://ed.cafe/blog/microsoft-365-copilot-permissions-cleanup-small-tenants/ https://ed.cafe/blog/microsoft-365-copilot-permissions-cleanup-small-tenants/ Thu, 29 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Shadow AI & Daily Use Run a 3-hour Microsoft 365 Copilot permissions cleanup for 10-to-100 seat SharePoint and OneDrive tenants without Purview E5 or PowerShell. https://ed.cafe/blog/shadow-ai-supply-problem-pick-one-approved-tool/ https://ed.cafe/blog/shadow-ai-supply-problem-pick-one-approved-tool/ Thu, 29 Oct 2026 13:00:00 +0000 Whit Calloway (ed.cafe editorial persona) Shadow AI & Daily Use Shadow AI is a supply problem when staff lack a sanctioned workspace; use our scorecard and 14-day cutover plan to pick one approved AI tool. https://ed.cafe/blog/inventory-embedded-ai-features-inside-saas-apps/ https://ed.cafe/blog/inventory-embedded-ai-features-inside-saas-apps/ Thu, 29 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Shadow AI & Daily Use Learn how to inventory embedded AI features in SaaS apps, flip silent opt-in toggles, check subprocessor clauses, and lock down existing work tools. https://ed.cafe/blog/ai-rules-frontline-shift-workers-shared-terminals-phones/ https://ed.cafe/blog/ai-rules-frontline-shift-workers-shared-terminals-phones/ Thu, 29 Oct 2026 13:00:00 +0000 Elias Vanterpool-Osei (ed.cafe editorial persona) Shadow AI & Daily Use Set clear AI rules for frontline workers on shared kiosks and personal phones, covering photo uploads, session bleed, wage laws, and breakroom cards. https://ed.cafe/blog/can-you-trust-ai-meeting-notes-transcripts-review/ https://ed.cafe/blog/can-you-trust-ai-meeting-notes-transcripts-review/ Thu, 29 Oct 2026 13:00:00 +0000 Margot Reyes (ed.cafe editorial persona) Hallucinations & Verification Asking can you trust AI meeting notes? See the two failure layers in speech-to-text and LLM summaries plus a 5-minute verification and purge routine. https://ed.cafe/blog/why-chatgpt-makes-things-up-plain-english-fix/ https://ed.cafe/blog/why-chatgpt-makes-things-up-plain-english-fix/ Thu, 29 Oct 2026 13:00:00 +0000 Priya Venkatraman (ed.cafe editorial persona) Hallucinations & Verification Learn why ChatGPT makes things up like a test-taker penalized for blank answers, plus four grounded prompt habits that cut fabrications at work. https://ed.cafe/blog/before-you-send-ai-assisted-work-check-by-output-type/ https://ed.cafe/blog/before-you-send-ai-assisted-work-check-by-output-type/ Thu, 29 Oct 2026 13:00:00 +0000 Priya Venkatraman (ed.cafe editorial persona) Hallucinations & Verification Before you send AI-assisted work, run this time-boxed verification check across numbers, quotes, citations, long summaries, and scripts or formulas. https://ed.cafe/blog/workslop-on-your-team-ready-to-send-agreement-script/ https://ed.cafe/blog/workslop-on-your-team-ready-to-send-agreement-script/ Thu, 29 Oct 2026 13:00:00 +0000 Desmond Okafor-Hale (ed.cafe editorial persona) Hallucinations & Verification Stop workslop on your team without banning AI using a one-page ready-to-send agreement, a three-line handoff note, and a non-punitive feedback script. https://ed.cafe/blog/googles-ai-answer-60-second-check-ai-search-results/ https://ed.cafe/blog/googles-ai-answer-60-second-check-ai-search-results/ Thu, 29 Oct 2026 13:00:00 +0000 Priya Venkatraman (ed.cafe editorial persona) Hallucinations & Verification Use this 60-second check for AI search results across Google AI Overviews, Perplexity, ChatGPT Search, and Copilot before acting on cited links. https://ed.cafe/blog/ai-tool-changed-overnight-10-prompt-canary-set/ https://ed.cafe/blog/ai-tool-changed-overnight-10-prompt-canary-set/ Thu, 29 Oct 2026 13:00:00 +0000 Tobias Lindqvist-Rao (ed.cafe editorial persona) Hallucinations & Verification Run this 10-prompt AI canary set in 15 minutes a month to catch silent model swaps, system-prompt edits, and router drift before clients notice. https://ed.cafe/blog/using-chatgpt-for-court-filing-pro-se-citation-check/ https://ed.cafe/blog/using-chatgpt-for-court-filing-pro-se-citation-check/ Thu, 29 Oct 2026 13:00:00 +0000 Solene Beaumont-Adjei (ed.cafe editorial persona) Hallucinations & Verification Using ChatGPT for a court filing? Self-represented filers now drive most fake-citation cases. Check every case and quote free before you sign. https://ed.cafe/blog/ai-mistakes-that-cost-real-money-dated-casebook/ https://ed.cafe/blog/ai-mistakes-that-cost-real-money-dated-casebook/ Thu, 29 Oct 2026 13:00:00 +0000 Solene Beaumont-Adjei (ed.cafe editorial persona) Hallucinations & Verification Review eight dated AI mistakes that cost real money from 2023 to 2025, paired with the exact five-minute check that would have caught each failure. https://ed.cafe/blog/ai-written-phishing-gets-clicked-four-times-more-training/ https://ed.cafe/blog/ai-written-phishing-gets-clicked-four-times-more-training/ Thu, 29 Oct 2026 13:00:00 +0000 August Moravec-Diallo (ed.cafe editorial persona) Scams, Voice & Agent Security AI-written phishing gets clicked four times as often as generic lures; replace obsolete typo-spotting lessons with channel rules and a 15-minute drill. https://ed.cafe/blog/is-this-job-candidate-real-fair-remote-hiring-verification/ https://ed.cafe/blog/is-this-job-candidate-real-fair-remote-hiring-verification/ Thu, 29 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Scams, Voice & Agent Security Is this job candidate real? Verify remote hires uniformly across all finalists without violating Title VII, ADA, or Form I-9 anti-discrimination rules. https://ed.cafe/blog/new-remote-hire-first-30-days-stop-laptop-farm-schemes/ https://ed.cafe/blog/new-remote-hire-first-30-days-stop-laptop-farm-schemes/ Thu, 29 Oct 2026 13:00:00 +0000 Tobias Lindqvist-Rao (ed.cafe editorial persona) Scams, Voice & Agent Security Use laptop-shipping rules, MDM controls, hardware keys, and staged access to stop laptop farm schemes during a new remote hire's first 30 days. https://ed.cafe/blog/hidden-instructions-in-resumes-forms-tickets-prompt-injection/ https://ed.cafe/blog/hidden-instructions-in-resumes-forms-tickets-prompt-injection/ Thu, 29 Oct 2026 13:00:00 +0000 Tobias Lindqvist-Rao (ed.cafe editorial persona) Scams, Voice & Agent Security Spot and strip hidden prompt injection in resumes, web forms, and support tickets before AI screening tools rank hires or leak CRM data. https://ed.cafe/blog/before-connecting-ai-to-drive-inbox-slack-10-question-check/ https://ed.cafe/blog/before-connecting-ai-to-drive-inbox-slack-10-question-check/ Thu, 29 Oct 2026 13:00:00 +0000 Tobias Lindqvist-Rao (ed.cafe editorial persona) Scams, Voice & Agent Security Run this 10-question OAuth check before connecting AI to Google Drive, Gmail, Microsoft 365, or Slack, plus 5-minute token revocation steps. https://ed.cafe/blog/ai-agent-permission-ladder-inbox-files-database-card/ https://ed.cafe/blog/ai-agent-permission-ladder-inbox-files-database-card/ Thu, 29 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Scams, Voice & Agent Security Use this 5-rung AI agent permissions ladder and dollar-cap card to stop runaway agents from wiping databases, deleting mail, or overspending. https://ed.cafe/blog/should-you-run-ai-browser-on-work-laptop-gartner-ncsc/ https://ed.cafe/blog/should-you-run-ai-browser-on-work-laptop-gartner-ncsc/ Thu, 29 Oct 2026 13:00:00 +0000 August Moravec-Diallo (ed.cafe editorial persona) Scams, Voice & Agent Security Should you run AI browsers at work? See why Gartner, OpenAI, and the UK NCSC warn on session hijacks, plus an isolated-profile policy and MDM rules. https://ed.cafe/blog/is-mcp-server-skill-plugin-safe-12-point-install-check/ https://ed.cafe/blog/is-mcp-server-skill-plugin-safe-12-point-install-check/ Thu, 29 Oct 2026 13:00:00 +0000 Tobias Lindqvist-Rao (ed.cafe editorial persona) Scams, Voice & Agent Security Is an MCP server, AI skill, or plugin safe to install? Run this 12-point plain-English vetting check to catch tool poisoning and rug-pull updates. https://ed.cafe/blog/ai-agent-needs-its-own-login-id-card-small-teams/ https://ed.cafe/blog/ai-agent-needs-its-own-login-id-card-small-teams/ Thu, 29 Oct 2026 13:00:00 +0000 Tobias Lindqvist-Rao (ed.cafe editorial persona) Scams, Voice & Agent Security Understand why your AI agent needs its own login and set up least-privilege service accounts with the ed.cafe Small-Team AI Agent ID Card and registry. https://ed.cafe/blog/shipping-vibe-coded-software-pre-launch-and-package-check/ https://ed.cafe/blog/shipping-vibe-coded-software-pre-launch-and-package-check/ Thu, 29 Oct 2026 13:00:00 +0000 Tobias Lindqvist-Rao (ed.cafe editorial persona) Scams, Voice & Agent Security Before shipping vibe-coded software from Cursor, Lovable, Bolt, or Replit, run this pre-launch database gate and 2-minute slopsquatting package check. https://ed.cafe/blog/ai-coding-tools-leaked-api-keys-15-minute-secrets-routine/ https://ed.cafe/blog/ai-coding-tools-leaked-api-keys-15-minute-secrets-routine/ Thu, 29 Oct 2026 13:00:00 +0000 Tobias Lindqvist-Rao (ed.cafe editorial persona) Scams, Voice & Agent Security Stop AI coding tools and leaked API keys from causing $10,000 overnight bills with the ed.cafe 15-minute hard-cap, ignore-file, and pre-commit routine. https://ed.cafe/blog/enterprise-ai-security-review-25-question-startup-answer-bank/ https://ed.cafe/blog/enterprise-ai-security-review-25-question-startup-answer-bank/ Thu, 29 Oct 2026 13:00:00 +0000 Whit Calloway (ed.cafe editorial persona) Manager's Playbook Pass an enterprise AI security review with a 5-person startup team using our 25-question CAIQ v4 and ISO 42001 answer bank and ZDR checklist. https://ed.cafe/blog/gartner-40-percent-agentic-ai-canceled-one-page-proposal/ https://ed.cafe/blog/gartner-40-percent-agentic-ai-canceled-one-page-proposal/ Thu, 29 Oct 2026 13:00:00 +0000 Desmond Okafor-Hale (ed.cafe editorial persona) Manager's Playbook Gartner forecasts over 40% of agentic AI projects will be canceled by 2027. Use our one-page charter and kill criteria before funding an AI agent. https://ed.cafe/blog/ai-policy-small-nonprofit-client-records-shelter-donors-grants/ https://ed.cafe/blog/ai-policy-small-nonprofit-client-records-shelter-donors-grants/ Thu, 29 Oct 2026 13:00:00 +0000 Whit Calloway (ed.cafe editorial persona) Clinical, Nonprofits & Schools Use this one-page AI policy for nonprofits covering VAWA shelter confidentiality, HUD HMIS rules, donor privacy, grant disclosures, and volunteers. https://ed.cafe/blog/questions-to-ask-ai-vendor-accuracy-logs-model-changes/ https://ed.cafe/blog/questions-to-ask-ai-vendor-accuracy-logs-model-changes/ Thu, 29 Oct 2026 13:00:00 +0000 Whit Calloway (ed.cafe editorial persona) Manager's Playbook Use these 15 questions to ask an AI vendor on accuracy, audit logs, training rights, model changes, and liability caps, with red-flag answers decoded. https://ed.cafe/blog/chatbot-promises-liability-25-question-test-escalation-script/ https://ed.cafe/blog/chatbot-promises-liability-25-question-test-escalation-script/ Thu, 29 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Manager's Playbook Understand chatbot liability after Air Canada, Utah SB 149, and FTC rulings, and run a 25-question pre-launch test plus a frontline escalation script. https://ed.cafe/blog/ai-risk-assessment-filled-in-example-client-meeting-notetaker/ https://ed.cafe/blog/ai-risk-assessment-filled-in-example-client-meeting-notetaker/ Thu, 29 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Manager's Playbook See a complete AI risk assessment template filled in line by line for a 30-person Massachusetts firm adding an AI meeting notetaker, plus a blank sheet. https://ed.cafe/blog/do-you-need-to-tell-customers-you-use-ai-decision-tree/ https://ed.cafe/blog/do-you-need-to-tell-customers-you-use-ai-decision-tree/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Rules, Liability & MA Law Wondering do you need to tell customers you use AI? Map chatbot, voice, email, state, and EU disclosure rules with copy-ready notices. https://ed.cafe/blog/ai-hiring-vendor-risk-12-questions-contract-asks-mobley-workday/ https://ed.cafe/blog/ai-hiring-vendor-risk-12-questions-contract-asks-mobley-workday/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) AI at Work & Employee Rights Need questions to ask an AI hiring vendor? See why Mobley v. Workday leaves employers liable and copy our 12-question ATS contract rider. https://ed.cafe/blog/talking-with-team-about-ai-and-job-security-honest-guide/ https://ed.cafe/blog/talking-with-team-about-ai-and-job-security-honest-guide/ Thu, 29 Oct 2026 13:00:00 +0000 Whit Calloway (ed.cafe editorial persona) AI at Work & Employee Rights Guide to talking with your team about AI and job security: avoid false promises, map backfill vs layoff rules, and use our all-hands script. https://ed.cafe/blog/notice-before-ai-changes-jobs-ca-ct-ny-warn-union-clauses/ https://ed.cafe/blog/notice-before-ai-changes-jobs-ca-ct-ny-warn-union-clauses/ Thu, 29 Oct 2026 13:00:00 +0000 August Moravec-Diallo (ed.cafe editorial persona) AI at Work & Employee Rights Need to give notice before AI changes jobs? Map California, Connecticut, and New York WARN disclosures plus five union clauses any employer can adopt. https://ed.cafe/blog/illinois-hb-3773-ai-employment-notice-fill-in-template/ https://ed.cafe/blog/illinois-hb-3773-ai-employment-notice-fill-in-template/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Rules, Liability & MA Law Need an Illinois HB 3773 AI employment notice? Cover the 1-employee threshold, ZIP-code proxy ban, and draft IDHR fields with our fill-in template. https://ed.cafe/blog/colorado-sb-26-189-employer-ai-checklist-2027-templates/ https://ed.cafe/blog/colorado-sb-26-189-employer-ai-checklist-2027-templates/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Rules, Liability & MA Law Follow our Colorado SB 26-189 employer AI checklist for January 1, 2027 with pre-decision notice, 30-day adverse explanation, and 3-year log templates. https://ed.cafe/blog/is-ai-hiring-legal-in-massachusetts-lie-detector-93a-guide/ https://ed.cafe/blog/is-ai-hiring-legal-in-massachusetts-lie-detector-93a-guide/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Rules, Liability & MA Law Wondering is AI hiring legal in Massachusetts? Learn how M.G.L. c. 149 s. 19B, Chapter 93A, and anti-bias laws regulate AI screening and interviews. https://ed.cafe/blog/ai-meeting-notetakers-massachusetts-all-party-consent-script/ https://ed.cafe/blog/ai-meeting-notetakers-massachusetts-all-party-consent-script/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Rules, Liability & MA Law Using AI meeting notetakers in Massachusetts? Avoid M.G.L. c. 272 s. 99 wiretap liability with our calendar consent clause and verbal roll-call script. https://ed.cafe/blog/did-business-insurance-drop-ai-cover-cg-40-47-exclusions/ https://ed.cafe/blog/did-business-insurance-drop-ai-cover-cg-40-47-exclusions/ Thu, 29 Oct 2026 13:00:00 +0000 Whit Calloway (ed.cafe editorial persona) Rules, Liability & MA Law Check for business insurance AI exclusions like CG 40 47, Berkley D&O gaps, and $25,000 sublimits with our 10-line renewal audit and broker email. https://ed.cafe/blog/can-you-say-ai-powered-in-ads-ftc-ai-washing-checklist/ https://ed.cafe/blog/can-you-say-ai-powered-in-ads-ftc-ai-washing-checklist/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Rules, Liability & MA Law Wondering can you say AI-powered in ads without triggering FTC AI-washing orders? Audit your copy, pitch decks, and metrics with our claim checklist. https://ed.cafe/blog/does-eu-ai-act-apply-to-us-business-2026-omnibus-check/ https://ed.cafe/blog/does-eu-ai-act-apply-to-us-business-2026-omnibus-check/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Rules, Liability & MA Law Wondering does the EU AI Act apply to your US business? Run our Article 2(1)(c) output test and updated 2026 Digital Omnibus deadline schedule. https://ed.cafe/blog/labelling-ai-content-eu-article-50-chatbots-deepfakes-text/ https://ed.cafe/blog/labelling-ai-content-eu-article-50-chatbots-deepfakes-text/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Rules, Liability & MA Law Labelling AI content under EU AI Act Article 50 splits provider metadata from deployer labels for chatbots, deepfakes, and human-edited text. https://ed.cafe/blog/eu-ai-act-article-4-literacy-training-record-40-person-team/ https://ed.cafe/blog/eu-ai-act-article-4-literacy-training-record-40-person-team/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Rules, Liability & MA Law EU AI Act Article 4 now asks employers to take measures to support AI literacy; use our role-matched training log for a 40-person team. https://ed.cafe/blog/massachusetts-data-privacy-act-house-senate-40-person-prep/ https://ed.cafe/blog/massachusetts-data-privacy-act-house-senate-40-person-prep/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Rules, Liability & MA Law Compare the Massachusetts Data Privacy Act bills (S.2619 and H.5479) and run a no-regret AI and personal-data inventory for a 40-person team. https://ed.cafe/blog/ai-scribe-wrote-exam-you-never-did-5-minute-note-check/ https://ed.cafe/blog/ai-scribe-wrote-exam-you-never-did-5-minute-note-check/ Thu, 29 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Clinical, Nonprofits & Schools Catch AI scribe errors like invented physical exams, flipped negations, and wrong doses before signing with our 90-second 5-field clinical check. https://ed.cafe/blog/ai-scribes-for-patients-front-desk-consent-opt-out-notes/ https://ed.cafe/blog/ai-scribes-for-patients-front-desk-consent-opt-out-notes/ Thu, 29 Oct 2026 13:00:00 +0000 Priya Venkatraman (ed.cafe editorial persona) Clinical, Nonprofits & Schools Understand AI scribe patient consent, exam-room audio deletion, all-party wiretap rules, opting out safely, and fixing visit-note errors under HIPAA. https://ed.cafe/blog/algorithm-denied-medical-claim-appeal-letter-checklist/ https://ed.cafe/blog/algorithm-denied-medical-claim-appeal-letter-checklist/ Thu, 29 Oct 2026 13:00:00 +0000 Solene Beaumont-Adjei (ed.cafe editorial persona) Clinical, Nonprofits & Schools Fight an AI medical claim denial using federal 42 CFR 422.101(c) rules, California SB 1120, file demands, and our copy-ready appeal letter checklist. https://ed.cafe/blog/state-ai-on-benefits-snap-cases-caseworker-navigator-guide/ https://ed.cafe/blog/state-ai-on-benefits-snap-cases-caseworker-navigator-guide/ Thu, 29 Oct 2026 13:00:00 +0000 Solene Beaumont-Adjei (ed.cafe editorial persona) Clinical, Nonprofits & Schools Facing state AI on benefits cases for SNAP, Medicaid, or unemployment? Use this caseworker and navigator checklist to verify flags and protect appeals. https://ed.cafe/blog/massachusetts-state-genai-policy-ai-001-staff-contractors/ https://ed.cafe/blog/massachusetts-state-genai-policy-ai-001-staff-contractors/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Rules, Liability & MA Law Covered by Massachusetts state GenAI policy AI.001 as staff or a vendor? Follow every PII, recording, disclosure, and public-records rule on one card. https://ed.cafe/blog/adverse-action-notices-after-earnest-ai-settlement-ma-lenders/ https://ed.cafe/blog/adverse-action-notices-after-earnest-ai-settlement-ma-lenders/ Thu, 29 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Rules, Liability & MA Law Writing adverse action notices AI lending models generate? See what Massachusetts requires after the $2.5M Earnest settlement and recent CFPB changes. https://ed.cafe/blog/paralegals-and-ai-citations-verification-log-attorney-handoff/ https://ed.cafe/blog/paralegals-and-ai-citations-verification-log-attorney-handoff/ Thu, 29 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Clinical, Nonprofits & Schools Learn the rules on paralegals and AI citations under ABA Opinion 512, and use our cite-check log and handoff note to protect yourself and counsel. https://ed.cafe/blog/before-running-essay-through-ai-detector-teacher-checklist/ https://ed.cafe/blog/before-running-essay-through-ai-detector-teacher-checklist/ Thu, 29 Oct 2026 13:00:00 +0000 Desmond Okafor-Hale (ed.cafe editorial persona) Clinical, Nonprofits & Schools Before running an essay through an AI detector, check base-rate math, Hingham and Adelphi rulings, FERPA rules, and our 6-step fair-process rubric. https://ed.cafe/blog/teens-and-ai-chatbots-school-safeguards-parent-guide/ https://ed.cafe/blog/teens-and-ai-chatbots-school-safeguards-parent-guide/ Thu, 29 Oct 2026 13:00:00 +0000 Priya Venkatraman (ed.cafe editorial persona) Clinical, Nonprofits & Schools Learn safeguards for teens and AI chatbots under California SB 243, COPPA, and FERPA, plus our youth-program policy and parent conversation script. https://ed.cafe/blog/tenant-screening-scores-after-saferent-ma-housing-checklist/ https://ed.cafe/blog/tenant-screening-scores-after-saferent-ma-housing-checklist/ Thu, 29 Oct 2026 13:00:00 +0000 Solene Beaumont-Adjei (ed.cafe editorial persona) Clinical, Nonprofits & Schools After the $2.275M SafeRent settlement, tenant screening scores face strict voucher, HUD, and FCRA rules. Get our Massachusetts checklist and appeal kit. https://ed.cafe/blog/claims-adjusters-ai-tools-documenting-judgment-ma-doi/ https://ed.cafe/blog/claims-adjusters-ai-tools-documenting-judgment-ma-doi/ Thu, 29 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Clinical, Nonprofits & Schools For claims adjusters and AI tools, rubber-stamping estimates risks bad-faith treble damages under MA c. 176D and DOI Bulletin 2024-10. Get our file note. https://ed.cafe/blog/what-ai-training-actually-changes-behavior-hours-coaching/ https://ed.cafe/blog/what-ai-training-actually-changes-behavior-hours-coaching/ Thu, 29 Oct 2026 13:00:00 +0000 Margot Reyes (ed.cafe editorial persona) Workforce Literacy Most AI training for employees fails as passive video; 5+ hours of job practice and coaching change habits, backed by a 6-hour team blueprint. https://ed.cafe/blog/finished-google-ai-certificate-first-month-at-work-habits/ https://ed.cafe/blog/finished-google-ai-certificate-first-month-at-work-habits/ Thu, 29 Oct 2026 13:00:00 +0000 Priya Venkatraman (ed.cafe editorial persona) Workforce Literacy Turn your Google AI certificate into safe daily habits in Days 1 to 30 at work without tripping shadow-AI rules, leaking PII, or sending workslop. https://ed.cafe/blog/keeping-skills-sharp-with-ai-colonoscopy-coding-studies/ https://ed.cafe/blog/keeping-skills-sharp-with-ai-colonoscopy-coding-studies/ Thu, 29 Oct 2026 13:00:00 +0000 Desmond Okafor-Hale (ed.cafe editorial persona) Workforce Literacy Separate AI deskilling headlines from what the colonoscopy, coding, and MIT essay studies measured, then protect judgment with weekly cold reps. https://ed.cafe/blog/will-this-get-me-a-job-counselor-script-google-ai-certificate/ https://ed.cafe/blog/will-this-get-me-a-job-counselor-script-google-ai-certificate/ Wed, 14 Oct 2026 13:00:00 +0000 Elias Vanterpool-Osei (ed.cafe editorial persona) Workforce Literacy Three sentences a counselor can say when a job seeker asks whether the free Google AI certificate will get them hired, with the evidence behind each. https://ed.cafe/blog/what-not-to-paste-into-ai-tool-at-work/ https://ed.cafe/blog/what-not-to-paste-into-ai-tool-at-work/ Wed, 14 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Shadow AI & Daily Use Never paste names, account numbers, patient details or anything your employer has not approved into an AI tool. https://ed.cafe/blog/skills-based-hiring-1-in-700-what-hiring-managers-need-to-see/ https://ed.cafe/blog/skills-based-hiring-1-in-700-what-hiring-managers-need-to-see/ Wed, 14 Oct 2026 13:00:00 +0000 Desmond Okafor-Hale (ed.cafe editorial persona) AI at Work & Employee Rights Dropping degree requirements changed fewer than 1 in 700 hires, and certificates are easy to collect. https://ed.cafe/blog/reminders-dont-finish-courses-7-day-check-in-protocol/ https://ed.cafe/blog/reminders-dont-finish-courses-7-day-check-in-protocol/ Wed, 14 Oct 2026 13:00:00 +0000 Margot Reyes (ed.cafe editorial persona) Workforce Literacy Across 247 online courses, light-touch nudges raised early engagement but not final completion. https://ed.cafe/blog/readiness-check-who-needs-a-circle-free-ai-certificate/ https://ed.cafe/blog/readiness-check-who-needs-a-circle-free-ai-certificate/ Wed, 14 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Workforce Literacy A five-minute, 10-question check that routes each learner to self-paced study, a supported circle, or digital skills first, so scarce cohort seats go to. https://ed.cafe/blog/prepare-enabling-roles-ai-self-assessment-counselors/ https://ed.cafe/blog/prepare-enabling-roles-ai-self-assessment-counselors/ Wed, 14 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Workforce Literacy The DOL's AI literacy framework says supporting staff must be equipped but gives them no readiness check. https://ed.cafe/blog/measuring-ai-literacy-dol-five-skill-areas-scoreable-tasks/ https://ed.cafe/blog/measuring-ai-literacy-dol-five-skill-areas-scoreable-tasks/ Wed, 14 Oct 2026 13:00:00 +0000 Priya Venkatraman (ed.cafe editorial persona) Workforce Literacy The DOL's AI Literacy Framework names five skill areas but sets no measure. Score one real work task against a short rubric, with two scorers who check. https://ed.cafe/blog/massachusetts-free-ai-training-38300-signups-no-published-completions/ https://ed.cafe/blog/massachusetts-free-ai-training-38300-signups-no-published-completions/ Wed, 14 Oct 2026 13:00:00 +0000 Margot Reyes (ed.cafe editorial persona) Workforce Literacy Massachusetts' only public figure for its free Google AI training is 38,300-plus sign-ups. https://ed.cafe/blog/learning-ai-at-55-plus-massachusetts/ https://ed.cafe/blog/learning-ai-at-55-plus-massachusetts/ Wed, 14 Oct 2026 13:00:00 +0000 Elias Vanterpool-Osei (ed.cafe editorial persona) Workforce Literacy Adults 55 and older were the largest age group signing up for Massachusetts' free Google AI training. https://ed.cafe/blog/is-google-ai-professional-certificate-worth-it/ https://ed.cafe/blog/is-google-ai-professional-certificate-worth-it/ Wed, 14 Oct 2026 13:00:00 +0000 Elias Vanterpool-Osei (ed.cafe editorial persona) Workforce Literacy For Massachusetts residents it costs nothing but 8 to 13 hours and teaches useful habits, mostly on Google's tools. It won't get you hired on its own. https://ed.cafe/blog/google-ai-certificate-wioa-credential-attainment-tegl-10-16/ https://ed.cafe/blog/google-ai-certificate-wioa-credential-attainment-tegl-10-16/ Wed, 14 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Rules, Liability & MA Law Probably not as the federal text reads. TEGL 10-16 Change 3 excludes general-skills certificates and requires a valid and reliable assessment, so plan. https://ed.cafe/blog/google-ai-certificate-how-long-8-or-13-hours/ https://ed.cafe/blog/google-ai-certificate-how-long-8-or-13-hours/ Wed, 14 Oct 2026 13:00:00 +0000 Margot Reyes (ed.cafe editorial persona) Workforce Literacy Coursera's headline says 8 hours, but its own course estimates add up to 13. Plan for 13 hours of course time, spread over four weeks, with extra room. https://ed.cafe/blog/funder-report-template-free-license-ai-cohort/ https://ed.cafe/blog/funder-report-template-free-license-ai-cohort/ Wed, 14 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Workforce Literacy Print both denominators, keep certificate completion and work-sample results on separate lines, and list the misses. https://ed.cafe/blog/four-evenings-facilitator-plan-google-ai-certificate/ https://ed.cafe/blog/four-evenings-facilitator-plan-google-ai-certificate/ Wed, 14 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Workforce Literacy Four 75-minute evenings, one job per evening, fixed deadlines and the same faces each week. https://ed.cafe/blog/first-hallucination-lab-75-minute-exercise-adults/ https://ed.cafe/blog/first-hallucination-lab-75-minute-exercise-adults/ Wed, 14 Oct 2026 13:00:00 +0000 Priya Venkatraman (ed.cafe editorial persona) Hallucinations & Verification Lectures about AI hallucinations don't stick. A 75-minute lab does. Learners ask AI for checkable facts from their own field, verify one against the. https://ed.cafe/blog/finish-ledger-google-ai-certificate-completion-counted-two-ways/ https://ed.cafe/blog/finish-ledger-google-ai-certificate-completion-counted-two-ways/ Wed, 14 Oct 2026 13:00:00 +0000 Margot Reyes (ed.cafe editorial persona) Workforce Literacy The ledger has zero rows today because no ed.cafe cohort has run. This is its method, published first, so every future completion figure can be checked. https://ed.cafe/blog/finish-google-ai-certificate-four-week-plan/ https://ed.cafe/blog/finish-google-ai-certificate-four-week-plan/ Wed, 14 Oct 2026 13:00:00 +0000 Nadia Ferreira-Strand (ed.cafe editorial persona) Workforce Literacy Four weeks, one fixed evening a week plus short sessions, a named check-in buddy, and the two longest stretches on the calendar before you start. https://ed.cafe/blog/dcs-14-623-masshire-counselors-google-ai-certificate/ https://ed.cafe/blog/dcs-14-623-masshire-counselors-google-ai-certificate/ Wed, 14 Oct 2026 13:00:00 +0000 Constance Ibe-Whitmore (ed.cafe editorial persona) Rules, Liability & MA Law DCS 14-623 requires a license SPOC who runs Coursera progress reports and describes counselor check-ins and MOSES updates. https://ed.cafe/blog/certificate-completion-rates-3-to-85-percent-which-applies/ https://ed.cafe/blog/certificate-completion-rates-3-to-85-percent-which-applies/ Wed, 14 Oct 2026 13:00:00 +0000 Priya Venkatraman (ed.cafe editorial persona) Workforce Literacy Online certificate completion rates run from 3% to 85% mostly because they divide by different people under different conditions. https://ed.cafe/blog/after-google-ai-certificate-one-page-work-sample/ https://ed.cafe/blog/after-google-ai-certificate-one-page-work-sample/ Wed, 14 Oct 2026 13:00:00 +0000 Solene Beaumont-Adjei (ed.cafe editorial persona) AI at Work & Employee Rights A certificate shows you watched the videos. A one-page work sample shows a real task from your field, an AI error you caught and fixed, and no private. https://ed.cafe/blog/12-point-rubric-ai-work-samples-checked-and-fixed/ https://ed.cafe/blog/12-point-rubric-ai-work-samples-checked-and-fixed/ Wed, 14 Oct 2026 13:00:00 +0000 Priya Venkatraman (ed.cafe editorial persona) Hallucinations & Verification You don't need to know the learner's job to score an AI work sample. Score four observable behaviors, 0 to 3 each, pass at 8 of 12 with no zeros, and.