Daily 'AI for Work' Pulse: 31st of December
Ease into your morning with: No new AI tools today, but 97 AI news articles. Skim the highlights, bookmark the must-reads, and stay a step ahead.
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Latest AI Tools
No AI tools found for the date range 2025-12-30 to 2025-12-31
All AI News for Today
97 News Articles published.
Latest General AI News
Don't wait for the AI bubble to burst - act now, before it acts on us
Don't wait for an AI crash to set the rules. Governments need pre-set bailout terms, licensing, audits, kill-switches, and guardrails that put people and basic services first.
Read more →
China's Humanlike AI Rules Could Set the Global Standard
China's draft rules for humanlike AI mandate sign-in and two-hour disclosures, values and security guardrails, plus reviews. They could set a high bar and sway global norms.
Read more →
AI Agents Went Mainstream in 2025-What Worked, What Broke, and What's Next in 2026
AI agents went from demos to doers in 2025, thanks to tool use standards and open models. 2026 demands guardrails, measurement, and smart model choices to scale safely.
Read more →
China proposes first-of-its-kind rules to rein in AI companions amid addiction and self-harm fears
China drafts rules for AI companions to curb addiction, protect minors, and route self-harm to human help. Expect clear labels, time limits, and scale-triggered audits.
Read more →
AI's Trillion-Dollar Boom: Soaring Profits, Soaring Debt, and the Bubble Question
AI spend is surging, filling data centers and balance sheets while revenues race to catch up. Keep unit economics tight-prioritize proven workloads, utilization, & cash over hype.
Read more →
Latest AI News for Creatives
Adobe Firefly Hits 22B Assets by April 2025, Captures 29% Market Share, and 70% Weekly Engagement
Adobe Firefly hit 22B assets and 29% share, now a daily fixture for Creative Cloud users. Faster generation, clear licensing, and tight integrations are boosting team output.
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Fear, Not Tech, Is Holding Back AI in Creative Agencies - and What to Do About It
Agencies aren't stuck because of tech-they're stuck because of fear and no clear owner. Name an AI lead, train by role, make space to try things, and measure what matters.
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Rethink. Retrain. Reprice. Creative Agencies' 2025 AI Playbook
AI won't replace creatives; it extends taste and tightens feedback loops. The shops that win treat it like a teammate and rebuild culture, workflows, ethics, and pricing.
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Instig Labs' Prompt to Screen AI competition helps students and early-career creators build skills and real portfolios
Instig Labs' Prompt to Screen backs creatives with a hands-on AI contest in the GAIN Storytelling Lab. Ship a clear, end-to-end piece with consistent style, crisp sound, and polish.
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Beyond Resumes: AI Helps Spot Creative Outliers
AI is starting to look past pedigrees, reading how you think, test, and handle ambiguity. Keep humans on the hook so bias gets flagged and outliers have a shot.
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Latest AI News for Customer Support
Gartner: Customer Service AI Won't Pay Off Without a Real Strategy
AI can lift customer service, but only if you treat it like a strategy, not a shortcut. Start small, set guardrails, measure hard, and keep humans in the loop.
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SleekFlow Unifies WhatsApp, WeChat and More into One Inbox for Agentic AI, $7M Backs Global Expansion
Sleekflow unifies chats into one inbox so AI responds with context-faster service and fewer handoffs. Fresh funding backs analytics, multi-agent tools, and Shopify integration.
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Automation Without Alienation: Human-Led Support in the Age of AI
Automation sped things up, then trapped us in menus and scripts. Pair machine efficiency with human judgment so support builds trust, not churn.
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Latest AI News for Education
AI Avatars Start Teaching Study Skills at UVA, Bringing More Seats and New Tradeoffs
AI avatars now teach core study strategies, boosting access and consistency while mentors handle the human side. Early feedback flags motivation, metacognition and fit as key tests.
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IAEA Launches Six-Month Global AI in Radiation Medicine Webinar Series for Medical Physicists
IAEA launches six-month, 12-part series on AI in radiation medicine for medical physicists, drawing over 3,200 sign-ups worldwide. Topics: safety, ethics, imaging, clinical use.
Read more →
K-12 at a Crossroads on AI: Trump's Order, AI-Ready Grads, Classroom Rules, and Support for English Learners
Federal order preempts state AI rules, pushing K-12 to move faster while owning privacy, bias, and oversight. Set simple policies, vet vendors, train staff, and add human review.
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AI in EU Classrooms Needs a Human Touch and Clear Rules
Across the EU, schools are piloting AI with teacher training, privacy, and clear rules in mind. Start small, measure results, protect students, and keep teachers in control.
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Latest AI News for Executives and Strategy
CareCloud names Stephen Snyder CEO and A. Hadi Chaudhry CSO to advance execution, margin gains, and enterprise AI across ambulatory and hospital markets in 2026
CareCloud splits strategy and execution for 2026: Stephen Snyder becomes CEO, while A. Hadi Chaudhry shifts to CSO to drive enterprise AI. Expect tighter margins and quicker wins.
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2026 Countdown: Apple Leans on Gemini to Reboot Siri as iPhones Buy Time
Apple stumbled on AI while rivals sprinted, prompting a leadership reset and a possible use of Gemini in Siri. 2026 is the test: deliver a faster, trusted assistant or cede ground.
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AI Ambition Is Outpacing Readiness-Leadership Must Close the Gap
AI pilots sprint ahead while data, guardrails, and skills lag-and that's a leadership problem. Focus on clear use cases, trusted data, firm governance, and accountable owners.
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CareCloud's 2026 leadership shake-up: Stephen Snyder to CEO, Hadi Chaudhry to CSO, sharpening AI strategy as analysts stick with Hold
CareCloud shifts leadership Jan. 1, 2026: Stephen Snyder becomes CEO and A. Hadi Chaudhry moves to CSO. All eyes turn to AI rollout, hospital expansion, and disciplined execution.
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Cut to the Bone, Still the Backbone: Why Middle Managers Matter More in the Age of AI
Companies are trimming layers, but as AI spreads, the people who turn strategy into results matter more. Cut the sinew and execution stalls-pilots fizzle, teams fray.
Read more →
OpenAI is hiring a $555,000 head of preparedness to tackle AI risks from mental health to cybersecurity
OpenAI is hiring a Head of Preparedness to tackle high-end model risks and build safeguards. For execs, it means real budgets, evaluations, and gates on launches.
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Latest AI News for Finance
Smarter Models, Fewer False Positives: AI for Financial Regulatory Compliance
AI is moving to the core of KYC, surveillance and risk, cutting false positives and surfacing real threats. Success needs explainability, strong controls and always-on monitoring.
Read more →
Saudi's Big Pivot, Gulf AI Bets, and Dubai's Property Boom - Mideast Money's 2025 Recap and What's Next
2025 reset the Gulf: Saudi pivoted to delivery, Abu Dhabi capital stayed busy, hedge funds set up in the UAE, and Dubai housing ran hot. AI and SWFs fuel the next deals.
Read more →
AI in Finance Works Best With Guardrails, Not Autopilot
AI brings speed, sharper risk checks, and scalable advice, but trust stalls without clarity. Use it to boost decisions, with explainability, controls, and humans on the hook.
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AI Spots Real-World Bitcoin Payment Surge as CBDCs Roll Out Worldwide
AI is flagging a clear rise in real Bitcoin payments-from Lightning to cross-border transfers and merchant checkout. As CBDCs roll out, expect a mixed system and data-led plans.
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China Sets Guardrails for AI in Finance, 2026-30
China will scale AI in finance with tighter rules and pilot bases in 2026-2030. Banks, brokers, and insurers should lock in data controls, graded risk, and execution plans now.
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AI's Trillion-Dollar Boom: Soaring Profits, Soaring Debt, and the Bubble Question
AI spend is surging, filling data centers and balance sheets while revenues race to catch up. Keep unit economics tight-prioritize proven workloads, utilization, & cash over hype.
Read more →
Lumentum slips in thin year-end trade as tech pullback hits AI optics
Lumentum slid 4.1% in a thin holiday pullback as AI-optics names cooled, with peers softer and markets off. Traders eye Fed minutes, jobless claims, and February results.
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Latest AI News for Government
India's AI Skills Push: Government, Industry and Academia Unite to Build an Inclusive Talent Pipeline
The brief is simple: embed AI skills across schools, skilling programs, and jobs to fuel Viksit Bharat. Common standards, ethics, and industry ties will make it stick.
Read more →
Don't wait for the AI bubble to burst - act now, before it acts on us
Don't wait for an AI crash to set the rules. Governments need pre-set bailout terms, licensing, audits, kill-switches, and guardrails that put people and basic services first.
Read more →
Government Bets on Agentic AI in 2026-If the Data Is Ready
Federal teams are moving from chatbots to agentic AI that does real work-outcomes over demos. Start with clean data and modern plumbing, then pilot workflows with guardrails.
Read more →
India's AI Impact Summit Goes G20-Scale: 100,000 Attendees, 15+ Heads of State, Global South at the Forefront
India hosts the AI Impact Summit in Feb 2026, with 15-20 leaders and 100k attendees. Govt teams should prep pilots, compute/data plans, and clear guardrails on access and safety.
Read more →
China's Humanlike AI Rules Could Set the Global Standard
China's draft rules for humanlike AI mandate sign-in and two-hour disclosures, values and security guardrails, plus reviews. They could set a high bar and sway global norms.
Read more →
Bahrain taps Alphabet spinout SandboxAQ to protect 60 ministries with AI as quantum threats loom
Bahrain is partnering with SandboxAQ to deploy encryption monitoring across 60+ ministries via AQtive Guard. It targets quantum risk and today's harvest-now-decrypt-later threat.
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AI forecasts cut A&E bottlenecks, speeding up care and backing NHS staff this winter
AI forecasts are helping NHS teams predict A&E surges, plan beds and staffing, and cut waits. Live across 50 Trusts, it's easing winter pressure with clearer, earlier decisions.
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Are We Ready to Let AI Govern?
AI already runs key government tasks, bringing speed and new risks. The test now is giving it authority without losing audit trails, civil rights, and a human hand on the lever.
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China proposes first-of-its-kind rules to rein in AI companions amid addiction and self-harm fears
China drafts rules for AI companions to curb addiction, protect minors, and route self-harm to human help. Expect clear labels, time limits, and scale-triggered audits.
Read more →
Latest AI News for Healthcare
IAEA Launches Six-Month Global AI in Radiation Medicine Webinar Series for Medical Physicists
IAEA launches six-month, 12-part series on AI in radiation medicine for medical physicists, drawing over 3,200 sign-ups worldwide. Topics: safety, ethics, imaging, clinical use.
Read more →
From Monoliths to MCP: Voice, Verification, and Smaller Models in Healthcare AI
Healthcare AI is moving from big demos to practical, modular tools connected by MCP. Focus on voice, documentation validation, and smaller clinical models to cut risk and cost.
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Fujitsu and Nvidia team up on an AI orchestrator to cut hospital paperwork in Japan
Fujitsu and Nvidia are building an AI orchestrator to coordinate multiple agents, easing admin load in Japan's hospitals. It plugs into existing systems to cut waits.
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China proposes first-of-its-kind rules to rein in AI companions amid addiction and self-harm fears
China drafts rules for AI companions to curb addiction, protect minors, and route self-harm to human help. Expect clear labels, time limits, and scale-triggered audits.
Read more →
Interoperability and AI Put Patient Data to Work for Value-Based Care
Interoperable data and AI break down silos so clinicians act faster, patients get real-time access, and outcomes improve. TEFCA, FHIR, and QR check-in are making it happen.
Read more →
Latest AI News for Hospitality and Events
Marriott and Hilton Reboot Loyalty with AI to Win Direct Bookings and Trim OTA Fees
Marriott and Hilton are using AI to sweeten loyalty perks, pushing more direct bookings and repeat stays. Expect richer apps, flexible points, and experiences that beat OTA one-offs.
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Hotel Giants Bet Big on Loyalty to Win Back Bookings from OTAs and AI Agents
Hotels are turning loyalty into their profit moat, pulling bookings back from OTAs and AI price bots. Member perks, better apps, and first-party data keep margins and repeat stays.
Read more →
Latest AI News for Human Resources
Salesforce didn't replace 4,000 employees with AI-roles shifted to sales, and the bigger story is automation's limits
Salesforce says it didn't swap staff for AI-it shifted support roles into sales. For HR, treat AI as a helper for narrow tasks, keep humans in the loop, and upskill people.
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Profits Up, People Out: Hamida Al-Shaker and the AI Job Shock of 2025
AI is stripping out repeatable tasks and thinning headcount; Hamida's story isn't rare. HR needs a 90-day plan to map work, reskill or redeploy, set guardrails, and show results.
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Latest AI News for Insurance
Sixfold's Big Year: Partnerships With Skyward Specialty and Mphasis, Plus an Insurtech 50 Repeat
Sixfold is teaming with Skyward Specialty and Mphasis to take AI underwriting into production. Cleaner intake, faster triage, real integration-underwriters stay in control.
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Where $230 Million in AI Funding Is Going: Docks, Insurance, Brain Monitoring, and Data Center Links
$230M is flowing into AI that turns edge data into faster quotes, sharper pricing, and leaner claims. What these rounds signal-and how insurers can use them now.
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RBC Insurance's Clara spots fake claims and underwrites 10x faster, saving $2.4M
RBC Insurance's Clara blocked $2.4M in fraud and speeds term-life approvals, routing tricky files to experts. Faster cycles, tighter loss control, and room for sharper pricing.
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Latest AI News for IT and Development
AI Demands Clarity: Write Clean, Start Slower, Ship Better
AI is a strict teammate that rewards clear structure and exposes messy code. Write for humans first and your tools, tests, and workflow will finally pull in the same direction.
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Trust Over Speed-Responsible AI That Wins Enterprise Deals
Half of Americans are more worried than excited about AI, so trust can't be an extra. Build explainable, safe, auditable systems early to speed sales and avoid costly missteps.
Read more →
Mushroom Emoji Signature Exposes AI-Assisted Microsoft Outlook Phishing Kit
AI-built Microsoft Outlook phish steals creds and geolocation, then ships them via Telegram bots or Discord webhooks. Watch for OUTL with four mushrooms and POSTs to ipify/ipapi.
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AI Agents Went Mainstream in 2025-What Worked, What Broke, and What's Next in 2026
AI agents went from demos to doers in 2025, thanks to tool use standards and open models. 2026 demands guardrails, measurement, and smart model choices to scale safely.
Read more →
Arif Satria Calls for AI to Strengthen Remote Sensing, Speed Disaster Response, and Build Tech Independence
BRIN chief Arif Satria urges AI-driven remote sensing to turn satellite images into fast decisions and bolster Indonesia's tech self-reliance. Faster disaster mapping is the focus.
Read more →
AI's Trillion-Dollar Boom: Soaring Profits, Soaring Debt, and the Bubble Question
AI spend is surging, filling data centers and balance sheets while revenues race to catch up. Keep unit economics tight-prioritize proven workloads, utilization, & cash over hype.
Read more →
Latest AI News for Legal
Full In leads $6M Series A in BriefCatch to scale secure AI legal writing for lawyers
BriefCatch raised $6M led by Full In to scale secure, AI-assisted legal writing. It plugs into Word, boasts 99% retention, and pairs expert guidance with strict data controls.
Read more →
Can't share the full article? Here's how I can still help
Legal teams can use AI with news cleanly: summarize, cite, and keep quotes short. Secure rights for exact text, log sources, and ask for analysis, not copy-paste.
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New York's AI Ad Disclosure Law: Disclose Synthetic Performers or Pay the Price
New York now requires clear labels when ads use AI-made human likenesses, starting June 2026. Miss the disclosure and fines stack fast, so update workflows and contracts.
Read more →
New Year, New Rules: States Roll Out AI Guardrails, School Phone Bans, Immigration Changes, and Gender Care
New 2026 state laws tighten disclosure, safeguard minors, and lift wages across AI, policing, schools, and health care. Counsel should map AI, update policies, and train early.
Read more →
Latest AI News for Management
VideoLabs files suit accusing consultants of trade-secret theft over Turing AI patent tool, alleging extortion
VideoLabs alleges two consultants claimed ownership of Turing AI and misused trade secrets despite IP assignments. Lock down IP and access early to avoid messy fights.
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AI Boom Meets Sticky Inflation: 2026 Playbook to Capture Upside and Hedge Risk
AI is lifting output while inflation still squeezes margins. So deploy AI where workflows truly benefit, track ROI, and balance portfolios for sticky prices and swings in 2026.
Read more →
2026 Data and AI: Trusted Agents, A2A vs MCP, Automation, Vendor Consolidation
2026 is about trusting AI agents: invest in semantic context, keep protocols flexible, and automate with guardrails. Consolidate platforms while tracking ROI and risk.
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Cut to the Bone, Still the Backbone: Why Middle Managers Matter More in the Age of AI
Companies are trimming layers, but as AI spreads, the people who turn strategy into results matter more. Cut the sinew and execution stalls-pilots fizzle, teams fray.
Read more →
Partaake Rebrands as Kismet Golf: AI-Driven Tournament Management You Can't Mess Up
Kismet Golf, formerly Partaake, streamlines tournaments with AI-centralized registration, payments, pairings, and live scoring. Swing by PGA Show Booth 2497.
Read more →
Latest AI News for Marketing
Short windows, smart moves: AI that converts last-minute travelers
Travelers research longer but book later. Use AI to spot demand spikes, adapt creative and budgets in real time, and stay present from inspiration to booking to capture profit.
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Why AI Might Create More Marketing Jobs Than It Replaces
AI makes marketing tasks cheaper, so demand and experiments surge-the Jevons effect in action. Roles shift to strategy, orchestration, and creative direction as backlogs grow.
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Agentic AI becomes the operating brain of Vietnam's media and advertising
AI now runs media and ads, guiding strategy, creative, buying, and reporting in real time. Set clear goals, wire clean data, and let agents work-within tight guardrails.
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AI Is Everywhere in Marketing-Human Oversight Decides Who Wins
AI is now table stakes in marketing, but trust is earned with human oversight and clear policies. Ship fast, review hard, be transparent-and you'll keep customers and search.
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From Prompts to Profits: How Integrated AI Bundles Streamline Growth
Marketing teams are moving from scattered tools to AI bundles that link prompts and n8n automations. Faster campaigns, lower costs, and cleaner handoffs across the stack.
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New York's AI Ad Disclosure Law: Disclose Synthetic Performers or Pay the Price
New York now requires clear labels when ads use AI-made human likenesses, starting June 2026. Miss the disclosure and fines stack fast, so update workflows and contracts.
Read more →
When Automation Goes Off-Brand: Meta's Advantage+ and the Rise of Surreal Ads
Meta's Advantage+ is swapping proven ads for weird AI variants-contorted limbs, flying cars, even a rogue granny. Marketers are pushing for tighter controls and human review.
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Latest AI News for Operations
Singapore sizzles, London shivers, New York bundles up: today's global weather check
Use the forecast as a daily input, not an afterthought: set thresholds, trigger checklists, and adjust staffing, fleet, facilities, and ETAs. Treat weather like a KPI.
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AI Runs Hot, Communities Run Dry: Inside the Data Center Water Crunch
AI's growth is coming with a big water bill-roughly 300-760 billion liters a year tied to cooling and power. Ops must site smarter, publish WUE, and favor low-water energy.
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Make AI Count in 2026: From Point Solutions to a Platform for Patient Flow and Capacity
In 2026, health systems shift from pilots to execution: AI that moves patients, trims delays, and cuts costs. Build a platform, embed it in workflows, prove it with flow metrics.
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From Marketing Agents to Synthetic Testers: Real-Time AI Startups Making Enterprise Work Smarter
AI startups help ops cut friction and cycle times across marketing, support, finance, and IT. Leaders see faster time-to-value, fewer handoffs, cleaner data, and measurable gains.
Read more →
Latest AI News for PR and Communications
SearchAtlas Integrates USA Today, MarketWatch, AP News, and a Major Network to Expand Earned Media Options for PR Teams
SearchAtlas adds USA Today, MarketWatch, AP News, and a major US network to its AI PR platform, giving teams more reach and leaner workflows. Expect faster pitches and clearer ROI.
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SearchAtlas Adds USA Today, MarketWatch, AP News, and a Major US Network to Its AI PR Platform, Boosting Earned Media Reach
SearchAtlas adds USA Today, MarketWatch, AP News, and a top US network to its AI PR platform. Teams get broader reach, smarter outreach, and faster, more credible placements.
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Starting Out in PR While AI Rewrites the First Rung
AI speeds through PR grunt work, but it can't read a room or carry trust. Grads win by running the tools well and layering real judgment, clarity, and care.
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Latest AI News for Product Development
Trust Over Speed-Responsible AI That Wins Enterprise Deals
Half of Americans are more worried than excited about AI, so trust can't be an extra. Build explainable, safe, auditable systems early to speed sales and avoid costly missteps.
Read more →
Nvidia's $5B, 4% Stake in Intel Sparks a New AI Chip Alliance
Nvidia bought a 4% stake in Intel for $5B, a deal cleared by the FTC. Expect joint AI-x86 chips and prep your roadmap for hybrid parts, faster features, and more vendor choice.
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OpenAI Seeks Head of Preparedness to Tighten Risk Evaluations for Frontier AI
OpenAI is hiring a Head of Preparedness to harden evals and gate launches for frontier models. Teams should test early, tie risks to specs, and automate checks.
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Latest AI News for Real Estate and Construction
Servers Over Desks: AI Is Rewriting Commercial Real Estate-and Execution Is Everything
Capital is shifting from offices to data centers as AI-fueled demand boosts yields. Returns look real, but miss on schedule, energy, or uptime and the spread can vanish.
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Saudi's Big Pivot, Gulf AI Bets, and Dubai's Property Boom - Mideast Money's 2025 Recap and What's Next
2025 reset the Gulf: Saudi pivoted to delivery, Abu Dhabi capital stayed busy, hedge funds set up in the UAE, and Dubai housing ran hot. AI and SWFs fuel the next deals.
Read more →
Latest AI News for Sales
2026 Countdown: Apple Leans on Gemini to Reboot Siri as iPhones Buy Time
Apple stumbled on AI while rivals sprinted, prompting a leadership reset and a possible use of Gemini in Siri. 2026 is the test: deliver a faster, trusted assistant or cede ground.
Read more →
Stagwell Launches NewVoices.ai, Autonomous AI Agents for 24/7 Enterprise Sales
Stagwell launches NewVoices.ai: autonomous agents for sales, support, and retention. Always-on, one-to-one, and multilingual, it plugs into your stack and lifts conversions.
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Latest AI News for Science and Research
Biology-first brain model matches animal learning and reveals hidden error-predicting neurons
A biology-first brain model learned like lab animals-matching accuracy, variability, and beta rhythms without using animal data. It also exposed error-predicting neurons.
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Locked Imagination: AI Crosses the Threshold and Leaves Us Watching
Once AI clears the adaptability threshold, progress compounds at machine speed and sidesteps us. Treat it as an actor-let it propose; we audit, test fast, and draw the lines.
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Why AI flubs four-digit multiplication-and how a simple training tweak fixes it
Transformers miss 4-digit multiplication, stuck under 1% even with more layers. Add intermediate steps or a tiny auxiliary loss and they hit 99-100% with stable memory.
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Arif Satria Calls for AI to Strengthen Remote Sensing, Speed Disaster Response, and Build Tech Independence
BRIN chief Arif Satria urges AI-driven remote sensing to turn satellite images into fast decisions and bolster Indonesia's tech self-reliance. Faster disaster mapping is the focus.
Read more →
AI That Reads Microscopy Images Could Speed Up Materials Design
Polaron uses AI to read microstructure from everyday 2D microscopy, rebuild 3D, predict performance and propose recipes. Faster loops for batteries, cement, alloys and pharma.
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Sirte University to Host AI and Machine Learning Conference on April 26, Spotlighting Education, Research, and Future Challenges
Sirte University prepares an international AI/ML conference for April 26, focused on education, research, and practical applications. Paper reviews and planning are underway.
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Latest AI News for Writers
Full In leads $6M Series A in BriefCatch to scale secure AI legal writing for lawyers
BriefCatch raised $6M led by Full In to scale secure, AI-assisted legal writing. It plugs into Word, boasts 99% retention, and pairs expert guidance with strict data controls.
Read more →
Autoblogging.ai named 2026 Best AI Article Writer in independent reviews, beating Jasper, Writesonic, and Rytr
Autoblogging.ai named 2026's best AI article writer after top scores for quality, SEO, ease, and price. It produces long-form drafts fast and beats Jasper, Writesonic, and Rytr.
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Autoblogging.ai Launches One-Click SEO Writing Suite for Creators, Startups, and Enterprise Teams
Autoblogging.ai rolls out an AI SEO writing suite for solo writers, teams, and publishers. Think one-click articles, SERP research, bulk posting, and WordPress/Medium/Webflow.
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Riley Green Slams AI Songwriting as Lazy, Says It Can't Create Real Emotion
Riley Green says AI can't fake lived emotion, calling AI-written songs lazy and hollow. Use tools for research and polish, but the heart and voice have to come from you.
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