From DSC:
This is unbelievable to me! I’m posting this item from Will Richardson because I agree with him 100%. I’m embarrassed to be an American right now. Again, this is unbelievable. Our nation is in an extremely dangerous situation. Donald Trump and his Republican Administration have made a mockery of justice and Donald has now put his thumb to his face and doesn’t even listen to the orders from the Justice Department anymore*.

To the Republican Leadership in our nation, may you be held accountable for your actions — and may they be remembered in the future.

And for our neighbors in Canada — as well as in other nations: Please forgive us. We are one messed-up country these days. This is NOT how many of us want our nation to be and to act. 


The following posting is here on linkedin.com and here is the article that Will links out to at The Guardian

 


It was surreal listening to my friends recount everything they had done to get me out: working with lawyers, reaching out to the media, making endless calls to detention centers, desperately trying to get through to Ice or anyone who could help. They said the entire system felt rigged, designed to make it nearly impossible for anyone to get out.

The reality became clear: Ice detention isn’t just a bureaucratic nightmare. It’s a business. These facilities are privately owned and run for profit.

Companies like CoreCivic and GEO Group receive government funding based on the number of people they detain, which is why they lobby for stricter immigration policies. It’s a lucrative business: CoreCivic made over $560m from Ice contracts in a single year. In 2024, GEO Group made more than $763m from Ice contracts.

— Jasmine Mooney


Also see (below excerpted from this list of articles/items):

Canadian Who Was in an ‘American Pie’ Video Says ICE Held Her for 12 Days — from nytimes.com by Neil Vigdor
Jasmine Mooney, 35, said she was put “in chains” after immigration enforcement officers flagged her visa application paperwork. The former actress was finally allowed to return to Vancouver.

Jasmine Mooney’s Immigration Lawyer Sounds US Alarm— from newsweek.com by Billal Rahman

U.S. immigration lawyer Jim Hacking says Mooney’s case is part of a rising number of incidents in the past 10 days where individuals with different immigration statuses— including one with a permanent resident card—have been detained or deported in unprecedented ways.

Hacking says he has been advising non-citizens to avoid leaving the United States, as he believes there is a growing risk they may not be allowed to return.

This warning also applies to Canadians with current or past work visas or other forms of immigration status, he adds.


* Here are but a few articles re: Trump attacking or outright disregarding the Justice Department:

Defiance and Threats in Deportation Case Renew Fear of Constitutional Crisis — from nytimes.com by Adam Liptak (DSC: This is a GIFTED article)
Legal scholars say that the nation has reached a tipping point and that the right question is not whether there is a crisis, but rather how much damage it will cause.

Over the weekend, the Trump administration ignored a federal judge’s order not to deport a group of Venezuelan men, violating an instruction that could not have been plainer or more direct.

The line between arguments in support of a claimed right to disobey court orders and outright defiance has become gossamer thin, they said, again raising the question of whether the latest clash between President Trump and the judiciary amounts to a constitutional crisis.

Legal scholars say that is no longer the right inquiry. Mr. Trump is already undercutting the separation of powers at the heart of the constitutional system, they say, and the right question now is how it will transform the nation.

Judge Grants the Government Another Day to Share Details on Deportation Flights — from nytimes.com by Alan Feuer (DSC: This is a GIFTED article)
Judge James Boasberg has asked the government to tell him what time two planes took off from U.S. soil and from where, what time they left U.S. airspace and what time they landed in El Salvador.

Earlier this week, department lawyers sought to cancel a hearing where they were supposed to talk about the flights in open court and then, in a highly unusual move, tried to have Judge Boasberg removed from the case altogether.

When they filed their emergency request asking for a stay on Wednesday morning, the court papers used bombastic language attacking Judge Boasberg, who has already faced calls for impeachment by President Trump and some of his congressional allies. 

It’s Trump vs. the Courts, and It Won’t End Well for Trump —  (DSC: This is a GIFTED article) — it is an opinion piece out at The New York Times by J. Michael Luttig (Judge Luttig was appointed by President George H.W. Bush and served on the U.S. Court of Appeals for the Fourth Circuit from 1991 to 2006.)

President Trump has wasted no time in his second term in declaring war on the nation’s federal judiciary, the country’s legal profession and the rule of law. He has provoked a constitutional crisis with his stunning frontal assault on the third branch of government and the American system of justice. The casualty could well be the constitutional democracy Americans fought for in the Revolutionary War against the British monarchy 250 years ago.

The bill of particulars against Mr. Trump is long and foreboding. For years Mr. Trump has viciously attacked judges and threatened their safety. Recently he called for the impeachment of a federal judge who has ruled against his administration. He has issued patently unconstitutional orders targeting law firms and lawyers who represent clients he views as enemies. He has vowed to weaponize the Department of Justice against his political opponents. He has blithely ignored judicial orders that he is bound by the Constitution to follow and enforce.

 

Some sharp creativity and artwork!



 

The Third Horizon of Learning Shifting beyond the Industrial Model — from gettingsmart.com by Sujata Bhatt & Mason Pashia

Over 24 blog posts, we have sketched a bold vision of what this next horizon of education looks like in action and highlighted the many innovators working to bring it to life. These pioneers are building new models that prioritize human development, relationships, and real-world relevance as most valuable. They are forging partnerships, designing and adopting transformative technologies, developing new assessment methods, and more. These shifts transform the lived experiences of young people and serve the needs of families and communities. In short, they are delivering authentic learning experiences that better address the demands of today’s economy, society, and learners.

We’ve aggregated our findings from this blog series and turned it into an H3 Publication. Inside, you’ll find our key transformation takeaways for school designers and system leaders, as well as a full list of the contributing authors. Thank you to all of the contributors, including LearnerStudio for sponsoring the series and Sujata Bhatt at Incubate Learning for authorship, editing and curation support throughout the entirety of the series and publication.
.

 

Online higher education is projected to pass an impressive if little-noticed milestone this year: For the first time, more American college students will be learning entirely online than will be learning 100 percent in person.


Most college students are taking online classes, but they’re paying just as much as in-person students — from hechingerreport.org by Jon Marcus
Rather than lowering the price, some universities use online courses to subsidize everything else

Online higher education is projected to pass an impressive if little-noticed milestone this year: For the first time, more American college students will be learning entirely online than will be learning 100 percent in person.

Bittner’s confusion about the price is widespread. Eighty percent of Americans think online learning after high school should cost less than in-person programs, according to a 2024 survey of 1,705 adults by New America.


 

 

Cultivating Speaking and Listening Skills in the Primary Grades — from edutopia.org by Rachel Scheer
Early elementary teachers can use these strategies to help students improve their oral communication skills.

The good news? There are many engaging and effective strategies to develop these interpersonal skills, and most are easy to incorporate into daily classroom routines. I use the strategies below to directly teach, model, and practice these essential communication skills at a developmentally appropriate level: turn-taking, small group speaking and listening, whole group speaking and listening, and accountable talk.

From DSC:
I love the parts about practicing how to LISTEN. We need more of that in our communications with one another…as well as when we are praying to God.


Teaching Students About Corporate Influences in a Curriculum — from edutopia.org by Elaine Alvey
By uncovering any hidden interests in a curriculum, teachers can open important discussions about media literacy with students.

These instances underscore the need for educators to be vigilant in vetting materials, recognizing that even seemingly reputable sources can harbor hidden agendas, necessitating a robust approach to media and information literacy both for ourselves and for students.

How to Spot Corporate Influences in Your Curriculum
So, how do we, as educators, navigate this minefield? Media literacy strategies offer important tools to equip ourselves and our students to analyze information landscapes intentionally, including the curricular resources we evaluate for use in our classrooms.
.

From DSC:
I would encourage you to take a look at the work my sister Sue Ellen Christian has been doing re: media literacy, news literacy, and more. She created the Wonder Media website to discuss those topics. Plus she collaborated with several other people and organizations to develop a large, professionally-done exhibit re: these important topics.
.


Boosting Engagement in World Language Classes With Games — from edutopia.org by Rachelle Dené Poth
Middle school teachers can use a variety of tech and no-tech games to help students build skills in the target language.

As a world language educator, I’ve always sought innovative ways to engage my students through meaningful learning experiences as they build their language skills. One way we do this is through gameplay. The benefits of games go far beyond simply learning and increased retention of vocabulary or grammar. Games can also foster collaboration, critical thinking, creativity, and problem-solving skills, making learning fun for students.


How Administrators Can Respond—Instead of React—in Tough Situations — from edutopia.org by Jessica Cabeen
These strategies can help school leaders stay self-regulated in the middle of frustrating and stressful moments.

Conversations That Might Be Better Left for Later
Not every conversation needs to happen in the heat of the moment. Some of the most productive conversations happen after we’ve given ourselves time to regulate. Here are a few categories of conversations that might benefit from a pause:

  • Difficult feedback conversations. If emotions are running high, it might be best to wait until you can approach the discussion with clarity and empathy. A rushed or reactive conversation can shut down dialogue rather than encourage growth.
  • Conflict resolution. When two parties are upset, stepping in immediately to mediate can sometimes escalate tensions. A brief pause allows for perspective-taking and a calmer, solution-oriented approach.
  • Big-picture decisions. When stress is high, it’s easy to make decisions based on immediate pressures rather than long-term goals. Giving yourself space to step back ensures that decisions align with your leadership vision.
  • Personal or emotional responses. If you feel personally triggered by a comment, criticism, or situation, take time to process before responding. Self-awareness in these moments can prevent regretful words or actions.

So the next time frustration creeps in, take a breath. Pause before you speak, type, or react. Because more often than not, the best response isn’t the fastest one—it’s the one that comes from a place of clarity, patience, and purpose.

 
 

Stat(s) Of The Week: A Big Gap In Legal Tech Satisfaction — from abovethelaw.com by Jeremy Barke
Comparing sentiment across the pond. 

Legal tech users in the U.S. and the U.K. report widely different levels of satisfaction with their systems, according to a new survey, raising questions about how companies are meeting lawyers’ needs.

According to “The State of Legal Tech Adoption” report by London-based Definely, 51% of U.S. respondents say they’re satisfied with the ROI of their legal technology, while only 22% of U.K. respondents say the same.


Legal tech company Clio acquires AI-focused platform specializing in large firms — from abajournal.com by Danielle Braff

Legal technology company Clio announced [on 3/13/25] that it acquired ShareDo, an artificial intelligence-focused platform specializing in large law firms.

The move represents a major departure for Clio, which was founded in 2008 and is based in Vancouver, British Columbia. The practice management software platform originally focused on solo, small and midsize firms.

“ShareDo has built a powerhouse, proving that large firms are hungry for smarter, faster and more flexible technology,” said Jack Newton, the CEO and founder of Clio, in a statement. “The large law firm market is on the brink of a major shift, and this acquisition cements our role in leading that change.”


How Wexler AI is transforming legal fact analysis and case strategy — from tech.eu by Cate Lawrence
Wexler AI has developed an AI-embedded platform that enables lawyers to uncover key facts, identify inconsistencies, and streamline case preparation. 

It core functionalities include:

  • Advanced fact extraction and analysis: The system can process up to 500,000 documents simultaneously, surfacing critical facts and connections that might otherwise go unnoticed.
  • Chronology creation: Lawyers collaborate with Wexler AI to construct detailed timelines from extensive document sets, ensuring transparency in how key facts are selected and connected.
  • Inconsistency mapping: The AI detects contradictions between testimony and evidence, enhancing cross-examination and case strategy development.

 

Trump signs order closing Education Department to ‘maximum extent appropriate’ — from highereddive.com by Naaz Modan
The directive comes on the heels of U.S. Education Secretary Linda McMahon’s decision to gut half the agency as its “final mission.”

President Donald Trump on Thursday afternoon ordered U.S. Secretary of Education Linda McMahon to “take all necessary steps to facilitate the closure of the Department of Education,” marking the boldest push from the president to shut down the agency since its establishment under the Carter administration over four decades ago.

Trump also said prior to the signing that he intends to disperse the department’s core functions — such as Pell Grants, Title I funding, and providing funding and resources for students with disabilities — to other parts of the government.


Also related see:

 

Essential AI tools for better work — from wondertools.substack.com by Jeremy Caplan
My favorite tactics for making the most of AI — a podcast conversation

AI tools I consistently rely on (areas covered mentioned below)

  • Research and analysis
  • Communication efficiency
  • Multimedia creation

AI tactics that work surprisingly well 

1. Reverse interviews
Instead of just querying AI, have it interview you. Get the AI to interview you, rather than interviewing it. Give it a little context and what you’re focusing on and what you’re interested in, and then you ask it to interview you to elicit your own insights.”

This approach helps extract knowledge from yourself, not just from the AI. Sometimes we need that guide to pull ideas out of ourselves.


OpenAI’s Deep Research Agent Is Coming for White-Collar Work — from wired.com by Will Knight
The research-focused agent shows how a new generation of more capable AI models could automate some office tasks.

Isla Fulford, a researcher at OpenAI, had a hunch that Deep Research would be a hit even before it was released.

Fulford had helped build the artificial intelligence agent, which autonomously explores the web, deciding for itself what links to click, what to read, and what to collate into an in-depth report. OpenAI first made Deep Research available internally; whenever it went down, Fulford says, she was inundated with queries from colleagues eager to have it back. “The number of people who were DMing me made us pretty excited,” says Fulford.

Since going live to the public on February 2, Deep Research has proven to be a hit with many users outside the company too.


Nvidia to open quantum computing research center in Boston — from seekingalpha.com by Ravikash Bakolia

Nvidia (NASDAQ:NVDA) will open a quantum computing research lab in Boston which is expected to start operations later this year.

The Nvidia Accelerated Quantum Research Center, or NVAQC, will integrate leading quantum hardware with AI supercomputers, enabling what is known as accelerated quantum supercomputing, said the company in a March 18 press release.

Nvidia’s CEO Jensen Huang also made this announcement on Thursday at the company’s first-ever Quantum Day at its annual GTC event.


French quantum computer firm Pasqal links up with NVIDIA — from reuters.com

PARIS, March 21 (Reuters) – Pasqal, a fast-growing French quantum computer start-up company, announced on Friday a partnership with chip giant Nvidia (NVDA.O), opens new tab whereby Pasqal’s customers would gain access to more tools to develop quantum applications.

Pasqal said it would connect its quantum computing units and cloud platform onto NVIDIA’s open-source platform called CUDA-Q.


Introducing next-generation audio models in the API — from openai.com
A new suite of audio models to power voice agents, now available to developers worldwide.

Today, we’re launching new speech-to-text and text-to-speech audio models in the API—making it possible to build more powerful, customizable, and intelligent voice agents that offer real value. Our latest speech-to-text models set a new state-of-the-art benchmark, outperforming existing solutions in accuracy and reliability—especially in challenging scenarios involving accents, noisy environments, and varying speech speeds. These improvements increase transcription reliability, making the models especially well-suited for use cases like customer call centers, meeting note transcription, and more.


 

8 Weeks Left to Prepare Students for the AI-Enhanced Workplace — from insidehighered.com by Ray Schroeder
We are down to the final weeks left to fully prepare students for entry into the AI-enhanced workplace. Are your students ready?

The urgent task facing those of us who teach and advise students, whether they be degree program or certificate seeking, is to ensure that they are prepared to enter (or re-enter) the workplace with skills and knowledge that are relevant to 2025 and beyond. One of the first skills to cultivate is an understanding of what kinds of services this emerging technology can provide to enhance the worker’s productivity and value to the institution or corporation.

Given that short period of time, coupled with the need to cover the scheduled information in the syllabus, I recommend that we consider merging AI use into authentic assignments and assessments, supplementary modules, and other resources to prepare for AI.


Learning Design in the Era of Agentic AI — from drphilippahardman.substack.com by Dr Philippa Hardman
Aka, how to design online async learning experiences that learners can’t afford to delegate to AI agents

The point I put forward was that the problem is not AI’s ability to complete online async courses, but that online async courses courses deliver so little value to our learners that they delegate their completion to AI.

The harsh reality is that this is not an AI problem — it is a learning design problem.

However, this realisation presents us with an opportunity which we overall seem keen to embrace. Rather than seeking out ways to block AI agents, we seem largely to agree that we should use this as a moment to reimagine online async learning itself.



8 Schools Innovating With Google AI — Here’s What They’re Doing — from forbes.com by Dan Fitzpatrick

While fears of AI replacing educators swirl in the public consciousness, a cohort of pioneering institutions is demonstrating a far more nuanced reality. These eight universities and schools aren’t just experimenting with AI, they’re fundamentally reshaping their educational ecosystems. From personalized learning in K-12 to advanced research in higher education, these institutions are leveraging Google’s AI to empower students, enhance teaching, and streamline operations.


Essential AI tools for better work — from wondertools.substack.com by Jeremy Caplan
My favorite tactics for making the most of AI — a podcast conversation

AI tools I consistently rely on (areas covered mentioned below)

  • Research and analysis
  • Communication efficiency
  • Multimedia creation

AI tactics that work surprisingly well 

1. Reverse interviews
Instead of just querying AI, have it interview you. Get the AI to interview you, rather than interviewing it. Give it a little context and what you’re focusing on and what you’re interested in, and then you ask it to interview you to elicit your own insights.”

This approach helps extract knowledge from yourself, not just from the AI. Sometimes we need that guide to pull ideas out of ourselves.

 

AI Can’t Fix Bad Learning — from nafez.substack.com by Nafez Dakkak
Why pedagogy and good learning design still come first, and why faster isn’t always better.

I’ve followed Dr. Philippa Hardman’s work for years, and every time I engage with her work, I find it both refreshing and deeply grounded.

As one of the leading voices in learning design, Philippa has been able to cut through the noise and focus on what truly matters: designing learning experiences that actually work.

In an era where AI promises speed and scale, Philippa is making a different argument: faster isn’t always better. As the creator of Epiphany AI—figma for learning designers—Philippa is focused on closing the gap between what great learning design should look like and what’s actually being delivered.

While many AI tools optimize for the average, she believes the future belongs to those who can leverage AI without compromising on expertise or quality. Philippa wants learning designers to be more ambitious using AI to achieve what wasn’t possible before.

In this conversation, we explore why pedagogy must lead technology, how the return on expertise is only increasing in an AI-driven world, and why building faster doesn’t always mean building better.

An excerpted graphic:




Pearson, AWS Collaborate to Enhance AI-Powered Learning Functionality — from cloudwars.com

Pearson, the global educational publisher, and AWS have expanded their existing partnership to enhance AI-driven learning. AWS will help Pearson to deliver AI-powered lesson generation and more for educators, support workforce skilling initiatives, and continue an ongoing collaboration with Pearson VUE for AWS certification.


 

How can businesses stay ahead of trends and technologies that are rapidly changing their industries? — from linkedin.com by Tanja Schindler; via her Dancing with Uncertainty newsletter

Companies need to develop a sense of curiosity about both the observable trends in the present and the unobserved factors that could significantly influence their futures. While current trends can drive us in certain directions, we also need to imagine possible futures that could either disrupt our industry or offer tremendous opportunities for growth.

To stay ahead of the game, companies should focus on recognising weak signals in the present – subtle hints of emerging trends – and deciding whether to encourage or discourage these signals to avoid undesirable futures and encourage desirable ones. This process is a constant dance between the push of the present (existing trends) and the pull of the future (visions of the future we want to create).

 
 

From DSC:
Look out Google, Amazon, and others! Nvidia is putting the pedal to the metal in terms of being innovative and visionary! They are leaving the likes of Apple in the dust.

The top talent out there is likely to go to Nvidia for a while. Engineers, programmers/software architects, network architects, product designers, data specialists, AI researchers, developers of robotics and autonomous vehicles, R&D specialists, computer vision specialists, natural language processing experts, and many more types of positions will be flocking to Nvidia to work for a company that has already changed the world and will likely continue to do so for years to come. 



NVIDIA’s AI Superbowl — from theneurondaily.com by Noah and Grant
PLUS: Prompt tips to make AI writing more natural

That’s despite a flood of new announcements (here’s a 16 min video recap), which included:

  1. A new architecture for massive AI data centers (now called “AI factories”).
  2. A physics engine for robot training built with Disney and DeepMind.
  3. partnership with GM to develop next-gen vehicles, factories and robots.
  4. A new Blackwell chip with “Dynamo” software that makes AI reasoning 40x faster than previous generations.
  5. A new “Rubin” chip slated for 2026 and a “Feynman” chip set for 2028.

For enterprises, NVIDIA unveiled DGX Spark and DGX Station—Jensen’s vision of AI-era computing, bringing NVIDIA’s powerful Blackwell chip directly to your desk.


Nvidia Bets Big on Synthetic Data — from wired.com by Lauren Goode
Nvidia has acquired synthetic data startup Gretel to bolster the AI training data used by the chip maker’s customers and developers.


Nvidia, xAI to Join BlackRock and Microsoft’s $30 Billion AI Infrastructure Fund — from investopedia.com by Aaron McDade
Nvidia and xAI are joining BlackRock and Microsoft in an AI infrastructure group seeking $30 billion in funding. The group was first announced in September as BlackRock and Microsoft sought to fund new data centers to power AI products.



Nvidia CEO Jensen Huang says we’ll soon see 1 million GPU data centers visible from space — from finance.yahoo.com by Daniel Howley
Nvidia CEO Jensen Huang says the company is preparing for 1 million GPU data centers.


Nvidia stock stems losses as GTC leaves Wall Street analysts ‘comfortable with long term AI demand’ — from finance.yahoo.com by Laura Bratton
Nvidia stock reversed direction after a two-day slide that saw shares lose 5% as the AI chipmaker’s annual GTC event failed to excite investors amid a broader market downturn.


Microsoft, Google, and Oracle Deepen Nvidia Partnerships. This Stock Got the Biggest GTC Boost. — from barrons.com by Adam Clark and Elsa Ohlen


The 4 Big Surprises from Nvidia’s ‘Super Bowl of AI’ GTC Keynote — from barrons.com by Tae Kim; behind a paywall

AI Super Bowl. Hi everyone. This week, 20,000 engineers, scientists, industry executives, and yours truly descended upon San Jose, Calif. for Nvidia’s annual GTC developers’ conference, which has been dubbed the “Super Bowl of AI.”


 

20 AI Agent Examples in 2025 — from autogpt.net

AI Agents are now deeply embedded in everyday life and?quickly transforming industry after industry. The global AI market is expected to explode up to $1.59 trillion by 2030! That is a?ton of intelligent agents operating behind the curtains.

That’s why in this article, we explore?20 real-life AI Agents that are causing a stir today.


Top 100 Gen AI apps, new AI video & 3D — from eatherbcooper.substack.com by Heather Cooper
Plus Runway Restyle, Luma Ray2 img2vid keyframes & extend

?In the latest edition of Andreessen Horowitz’s “Top 100 Gen AI Consumer Apps,” the generative AI landscape has undergone significant shifts.

Notably, DeepSeek has emerged as a leading competitor to ChatGPT, while AI video models have advanced from experimental stages to more reliable tools for short clips. Additionally, the rise of “vibecoding” is broadening the scope of AI creators.

The report also introduces the “Brink List,” highlighting ten companies poised to enter the top 100 rankings.?


AI is Evolving Fast – The Latest LLMs, Video Models & Breakthrough Tools — from heatherbcooper.substack.com by Heather Cooper
Breakthroughs in multimodal search, next-gen coding assistants, and stunning text-to-video tech. Here’s what’s new:

I do these comparisons frequently to measure the improvements in different models for text or image to video prompts. I hope it is helpful for you, as well!

I included 6 models for an image to video comparison:

  • Pika 2.1 (I will do one with Pika’s new 2.2 model soon)
  • Adobe Firefly Video
  • Runway Gen-3
  • Kling 1.6
  • Luma Ray2
  • Hailuo I2V-01


Why Smart Companies Are Granting AI Immunity to Their Employees — from builtin.com by Matt Almassian
Employees are using AI tools whether they’re authorized or not. Instead of cracking down on AI usage, consider developing an AI amnesty program. Learn more.

But the smartest companies aren’t cracking down. They’re flipping the script. Instead of playing AI police, they’re launching AI amnesty programs, offering employees a safe way to disclose their AI usage without fear of punishment. In doing so, they’re turning a security risk into an innovation powerhouse.

Before I dive into solutions, let’s talk about what keeps your CISO or CTO up at night. Shadow AI isn’t just about unauthorized tool usage — it’s a potential dirty bomb of security, compliance and operational risks that could explode at any moment.

6 Steps to an AI Amnesty Program

  1. Build your AI governance foundation.
  2. Transform your IT department from gatekeeper to innovation partner.
  3. Make AI education easily accessible.
  4. Deploy your technical safety net.
  5. Create an AI-positive culture.
  6. Monitor, adapt and evolve.

A first-ever study on prompts… — from theneurondaily.com
PLUS: OpenAI wants to charge $20K a month to replace you?!

What they discovered might change how you interact with AI:

  • Consistency is a major problem. The researchers asked the same questions 100 times and found models often give different answers to the same question.
  • Formatting matters a ton. Telling the AI exactly how to structure its response consistently improved performance.
  • Politeness is… complicated. Saying “please” helped the AI answer some questions but made it worse at others. Same for being commanding (“I order you to…”).
  • Standards matter. If you need an AI to be right 100% of the time, you’re in trouble.

That’s also why we think you, an actual human, should always place yourself as a final check between whatever your AI creates and whatever goes out into the world.


Leave it to Manus
“Manus is a general AI agent that bridges minds and actions: it doesn’t just think, it delivers results. Manus excels at various tasks in work and life, getting everything done while you rest.”

From DSC:
What could possibly go wrong?!



AI Search Has A Citation Problem — from cjr.org (Columbia Journalism Review) by Klaudia Ja?wi?ska and Aisvarya Chandrasekar
We Compared Eight AI Search Engines. They’re All Bad at Citing News.

We found that…

Chatbots were generally bad at declining to answer questions they couldn’t answer accurately, offering incorrect or speculative answers instead.

  • Premium chatbots provided more confidently incorrect answers than their free counterparts.
  • Multiple chatbots seemed to bypass Robot Exclusion Protocol preferences.
  • Generative search tools fabricated links and cited syndicated and copied versions of articles.
  • Content licensing deals with news sources provided no guarantee of accurate citation in chatbot responses.

Our findings were consistent with our previous study, proving that our observations are not just a ChatGPT problem, but rather recur across all the prominent generative search tools that we tested.


5 new AI tools you’ll actually want to try — from wondertools.substack.com by Jeremy Kaplan
Chat with lifelike AI, clean up audio instantly, and reimagine your career

Hundreds of AI tools emerge every week. I’ve picked five new ones worth exploring. They’re free to try, easy to use, and signal new directions for useful AI.

Example:

Career Dreamer
A playful way to explore career possibilities with AI


 
© 2025 | Daniel Christian