Category: Top News

  • Concerns about the Threat AI Poses to Software Companies Sparked a Market Selloff

    Concerns about the Threat AI Poses to Software Companies Sparked a Market Selloff

    IBL News | New York

    Investors and stock traders continue to question whether software companies such as Salesforce, Adobe, and others can withstand the competition and the threat posed by AI-powered rivals.

    Selloff has intensified with each new announcement from AI companies. In the first two months of 2026, the State Street SPDR S&P Software & Services ETF, which tracks an equal-weight benchmark of about 140 software companies, has dropped 20% and almost 30% since its high from this past fall.

    Despite these classical software companies‘ pricey subscriptions, minimal capital expenditures, and strong profit margins, investors wonder how long the pain can last.

    Companies in the State Street software ETF have lost a combined $1.6 trillion in market capitalization this year.

    These corporations are trading at roughly 19 times their next 12 months of earnings, down from a peak of more than 47 times in 2022. Companies in the broad S&P 500, meanwhile, are trading at close to 22 times forward earnings.

    • Microsoft, AppLovin, Intuit, Salesforce, and ServiceNow have each lost at least $50 billion in market capitalization.

    • Intuit, the maker of TurboTax and QuickBooks, is the S&P 500’s worst performer year to date, dropping some 42%.

    • The human-resources software platform Workday posted a 38% decline.

    • Atlassian, the maker of Jira and Trello, is now trading near 22 times forward earnings.

    The slump extends beyond stocks. Software accounts for around 13% of speculative-grade corporate loans that were broadly syndicated by banks to investors. Some of the biggest private lenders are getting caught in the carnage.

  • Anthropic Introduced ‘Claude Code Security’ to Scan for Vulnerabilities Often Missed

    Anthropic Introduced ‘Claude Code Security’ to Scan for Vulnerabilities Often Missed

    IBL News | New York

    Anthropic introduced last month Claude Code Security, a new capability now in a limited research preview that scans codebases for vulnerabilities and suggests targeted software patches that traditional tools, which usually look for known patterns, often miss.

    Security teams face the challenge of addressing too many subtle, context-dependent vulnerabilities exploited by attackers, which require skilled human researchers to deal with ever-expanding backlogs.

    “AI is beginning to change that calculus. We’ve recently shown that Claude can detect novel, high-severity vulnerabilities. But the same capabilities that help defenders find and fix vulnerabilities could help attackers exploit them,” said the company in a blog post.

    Rather than scanning for known patterns, Claude Code Security reads and reasons about the code the way a human security researcher would: understanding how components interact, tracing how data moves through the application, and catching complex vulnerabilities that rule-based tools miss.

    Claude Code Security is being released as a limited research preview to Enterprise and Team customers, with expedited access for maintainers of open-source repositories.

    Using Claude Opus 4.6, released earlier this month, Anthropic found over 500 vulnerabilities in production open-source codebases—bugs that had gone undetected for decades, despite years of expert review.

    “We also use Claude to review our own code, and we’ve found it to be extremely effective at securing Anthropic’s systems. We built Claude Code Security to make those same defensive capabilities more widely available. And since it’s built on Claude Code, teams can review findings and iterate on fixes within the tools they already use.”

    The company expects that a significant share of the world’s code will be scanned by AI in the near future, given how effective models have become at finding long-hidden bugs and security issues.

    “Attackers will use AI to find exploitable weaknesses faster than ever. But defenders who move quickly can find those same weaknesses, patch them, and reduce the risk of an attack. “

  • Ray-Ban Meta AI Glasses’ Sales Tripled Last Year

    Ray-Ban Meta AI Glasses’ Sales Tripled Last Year

    IBL News | New York

    The Ray-Ban maker, French-Italian eyewear EssilorLuxottica, said it sold over 7 million Meta AI glasses last year, tripling its sales over 2023 and 2024 combined.

    Meta’s success with its smart glasses, including the Oakley brand, shows that adoption of wearable AI devices is gaining momentum among consumers. “Our success in wearables is helping to propel the AI-glasses revolution, with our iconic brands being a powerful driver of demand,” the company said in a release.

    EssilorLuxottica and Meta launched the first edition of the glasses in September 2021, but the device didn’t gain widespread attention until the second-generation launch in 2023.

    In September, the two companies introduced a new Ray-Ban model, controlled by hand gestures and neural technology. That device retails for $799 and features a small display in one of the lenses.

  • Human Skills-Centered Liberal Arts Education Can Help Institutions In Decline, Says ‘Deloitte 2026 Trends’ Report

    Human Skills-Centered Liberal Arts Education Can Help Institutions In Decline, Says ‘Deloitte 2026 Trends’ Report

    IBL News | Washington, D.C.

    The U.S. higher education system faces intense financial pressure from all sides as international and graduate enrollment declines, funding is cut, student loans are capped, AI advances, public confidence weakens, and policymakers and new regulations question the sector’s business model and ROI.

    “Institutions can play a critical role in preparing the next generation with the skills needed for a rapidly changing world,” said Cole Clark, Managing Director at the Higher Education sector in Deloitte Services, when presenting the 2026 Higher Education Trends report during the ACE Experience conference hosted last week in Washington, DC. “Consider a future with fewer but stronger US colleges as more institutions choose to merge or form strategic partnerships,” he added.

    The analysis portended the renewed importance of building adaptable, human-centered capabilities within liberal arts education, highlighting the need for higher education to re-establish itself as an engine of upward mobility. In this regard, AI will underscore the enduring importance of fundamentally human skills—communication, judgment, and teamwork, said Deloitte.

    “Institutions have an opportunity to chart a more sustainable path forward by reconciling two realities: Students overwhelmingly seek degrees that lead to meaningful employment, and employers need graduates who not only have immediate skills but also the agility to adapt as work continues to evolve—especially under the influence of AI.”

    Deloitte’s Center for Higher Education Excellence convened college and university presidents in November 2025 at Deloitte University in Westlake, Texas. After institutional leaders shared successes and lessons learned to drive change, the consultancy company described and prioritized the 2026 trends.

     

    • Trend 1: Erosion of the revenue model for higher education

    In some cases, the reductions have been substantial: The University of Southern California laid off more than 900 employees; Stanford University cut 363; and Northwestern University laid off 424, amounting to about 5% of its workforce.

    The Institute of International Education reported a 17% drop in new international student graduate enrollments this past fall.

    In 2024, more than half of private universities rated by S&P Global posted operating deficits, up from the year before, and early 2025 results look even weaker. A recent analysis of 44 midsize universities with enrollments of between 1,000 and 8,000 students found a weak financial outlook, with many at risk of becoming insolvent in five to 10 years if enrollments fall by 1% to 3% per year over that period. The nation is projected to see a 13% decline in college enrollment from 2025 through 2041.

    “While more uncertainty and challenges may come, we are optimistic that creativity and openness to new models will enable us to meet the current moment and our future,” Boston University’s president, Melissa Gilliam, and provost, Gloria Waters, said in a letter to the community announcing a round of layoffs.

     

    Trend 2: Shifting the conversation from the ‘cost of college’ to the ‘value of a credential.’

    Data have long shown that people with college degrees earn a substantial earnings boost compared to those without one. The latest data from the Bureau of Labor Statistics show that workers age 25 and older earn 80% more per week than those with only a high school degree. While that’s true on average, the situation for individuals varies widely depending on a person’s major and other factors.

    Colleges now offer more credentials than ever; nearly 1.1 million credentials are offered in the United States. However, the vast majority of nondegree credentials don’t lead to higher paychecks, with only 12% of credentials delivering significant wage gains, according to the Burning Glass Institute.

    The July 2025 passage of H.R.1 may further encourage students to pursue non-degree credentials through a provision known as Workforce Pell, which stipulates that low-income students can use Pell grants to pay for credential programs as short as eight weeks. While details must be worked out before the program takes effect in July 2026, the change is expected to increase interest in nondegree credentials.

    A study released in November 2025 by the Massachusetts Institute of Technology found that nearly 12% of the U.S. workforce could be replaced by AI tools.

    Expanding internships and apprenticeship programs has also proven helpful in bridging the gap between college and work. Recent research by the Strada Education Foundation found that 73% of graduates who completed a paid internship landed a first job that required a degree, compared to 44% of those without an internship.

    The rise of AI may lead to a resurgence of interest in the humanities. Proponents of the humanities say that as AI tools reshape jobs, critical thinking, ethics, and judgment will become more highly valued, while the number of jobs in areas such as coding will shrink.


    • Trend 3: A reset for sponsored research
    .

    2025 was marked by an unprecedented change and a reduction of federal research dollars after decades of steady growth, including amendments to previously awarded grants, workforce reductions, and incentivized early retirements of thousands of workers at federal agencies that produced research and proposals to reduce future federal research funding.

    With funding reductions, many of the top research institutions have trimmed research budgets, frozen hiring, pulled back on PhD admissions, and reduced their workforce, actions that will likely have ripple effects.

    In 2026, philanthropic groups, especially big tech and pharmaceutical companies, have emerged as significant funders.

    However, federal research support is 10 times that of philanthropy, with US$50 billion from the federal government compared to US$5 billion from philanthropy as of 2021.

    Philanthropists such as Roy and Diana Vagelos made a historic donation to Columbia University in 2024 of US$400 million for basic biomedical research, and the Howard Hughes Medical Institute, which has a longstanding pledge to support college research in the biomedical sciences, has given out more than US$7 billion to researchers since 2004.

    As universities pursue grants from philanthropic and corporate sponsors, research may shift toward applied work rather than basic science.

    Meanwhile, other global powers are ramping up their efforts: The Chinese government increased research support by 10% in 2024. The European Union is debating plans to double the funding for its flagship research program, Horizon Europe, to more than US$200 billion between 2028 and 2034. If US colleges fail to find new models for research support, some experts worry about a brain drain of top science talent to other countries.

    Some leaders are betting on emerging AI tools to meet reporting requirements on grants more efficiently.

    Models in which principal investigators (PIs) are employed by both the university and industry are increasing in popularity—enabling PIs to draw a larger salary from the portion of their work conducting research for industry while continuing to support the mission of their institution for a lower pay rate.

    University leaders are treading carefully to preserve the integrity of scientific discovery, avoiding politicizing the selection of research topics, while also preserving the United States’ ability to lead in scientific exploration and innovation.


    • Trend 4: More colleges explore mergers and partnerships to preserve core missions amid demographic and financial pressures.

    Mergers, once seen as taboo, akin to admitting failure, but today college leaders are shifting, and higher education is entering a “consolidation era.” Merger success stories are starting to bubble up.

    Roughly 80 nonprofit colleges and universities have shuttered or merged in the past five years—not only reflecting an increase in activity, but also seeing a shift from for-profit closures to nonprofit closures, as well as the first instances of a public institution shuttering (not merging).

    Nearly 20% of college presidents said it was somewhat or very likely that their institution would merge or be acquired in the next five years.

    Antioch University and Otterbein University cofounded the Coalition for the Common Good in 2023, while maintaining distinct undergraduate brands and collaborating on graduate programs and shared services.

    Gannon University in Erie, Pennsylvania, is in the process of merging with Ursuline College near Cleveland. Even though the institutions are only about 100 miles apart, the fact that they are in different states is key, as state policies provide financial incentives for students to stay in-state when seeking financial aid. Both colleges say they are financially healthy for now, but see strengths and greater potential for enrollment growth by combining.

    Pomona College, a private liberal arts college with around 1,700 students, is reportedly in talks to acquire Claremont Graduate University, which has around 2,200 students.

     

    • Trend 5: A changing global higher education landscape necessitates strategic shifts by American universities.

    Many leaders from around the world have earned their degrees from US universities and colleges. The U.S. has long been the most desirable destination for higher education, one of America’s top exports, bringing in more revenue than natural gas and coal combined.

    Many American colleges and universities have come to depend on international students as a key revenue source. Students from abroad now make up about 6% of total enrollment at US colleges, or nearly 1.2 million students. At elite institutions, in particular, these students typically pay the full posted tuition rates, which often works out to two to three times what an average domestic student pays.

    New international enrollments have recently faltered, however, in part due to new restrictions and heightened scrutiny of student visas.

    The number of international students enrolling in American colleges fell by 17% in fall 2025, the first time in 10 years. This decline has been estimated to cost the US economy US$1.1 billion, according to an analysis by the National Association of Foreign Student Affairs and the Association of International Educators. The vast majority of colleges seeing a decline cite concerns about obtaining student visas as a key factor, with two-thirds of those colleges pointing to travel restrictions as a reason.

    Across all science and engineering fields, 47% of graduate students and 58% of postdocs are international. Many of these students intend to remain in the country after graduation to work in science and tech fields.

    Nearly a third of international students at American campuses come from India, which, in 2020, adopted a policy paving the way for more foreign campuses.

    Meanwhile, universities in Asia and Europe recently reported increases in new international student enrollment. If this trend continues, it could lead to a shift in higher ed enrollments from west to east.

    Online options may also expand, helping attract more international students. A recent survey of international student recruiters found a jump in interest from international students in seeking entirely online degrees from US colleges.

    More U.S. colleges may also choose to bring their educational offerings to other parts of the world by, for instance, adding branch campuses abroad. Currently, American colleges already have more branch campuses abroad than any other country, with 97 satellite campuses in 40 countries.

     

  • Trump Calls Anthropic “Radical Left, Woke Company” and Orders Government to Stop Using Its AI Technology

    Trump Calls Anthropic “Radical Left, Woke Company” and Orders Government to Stop Using Its AI Technology

    IBL News | New York

    President Trump yesterday ordered all federal agencies to stop using AI technology from Anthropic, describing this company as a “radical Left AI company run by people who have no idea what the real World is all about.”

    The company had clashed with the Pentagon over how officials wanted to use its cutting-edge AI model.

    Its CEO, Dario Amodei [in the picture], explained in a statement his refusal of the Pentagon’s terms: “In a narrow set of cases, we believe AI can undermine, rather than defend, democratic values.”

    “We do not believe that today’s frontier A.I. models are reliable enough to be used in fully autonomous weapons. Allowing current models to be used in this way would endanger America’s warfighters and civilians. Second, we believe that mass domestic surveillance of Americans constitutes a violation of fundamental rights,” he explained.

    Shortly after President Trump’s announcement, War Secretary Pete Hegseth designated the company a “supply-chain risk to national security,” forbidding any contractor or supplier that works with the military from doing business with Anthropic.

    The startup said in a statement that it would challenge the move in court.

    Meanwhile, Donald J. Trump’s message on his social media network stated:

    “THE UNITED STATES OF AMERICA WILL NEVER ALLOW A RADICAL LEFT, WOKE COMPANY TO DICTATE HOW OUR GREAT MILITARY FIGHTS AND WINS WARS! That decision belongs to YOUR COMMANDER-IN-CHIEF, and the tremendous leaders I appoint to run our Military. 
     
    The Left-wing nut jobs at Anthropic have made a DISASTROUS MISTAKE trying to STRONG-ARM the Department of War, and force them to obey their Terms of Service instead of our Constitution. Their selfishness is putting AMERICAN LIVES at risk, our Troops in danger, and our National Security in JEOPARDY. 
     
    Therefore, I am directing EVERY Federal Agency in the United States Government to IMMEDIATELY CEASE all use of Anthropic’s technology. We don’t need it, we don’t want it, and will not do business with them again! There will be a six-month phase-out period for Agencies like the Department of War that are using Anthropic’s products at various levels. Anthropic better get their act together, and be helpful during this phase out period, or I will use the Full Power of the Presidency to make them comply, with major civil and criminal consequences to follow.
     
    WE will decide the fate of our Country — NOT some out-of-control, Radical Left AI company run by people who have no idea what the real World is all about. Thank you for your attention to this matter. MAKE AMERICA GREAT AGAIN!”

    Still, President Trump announced a “six-month phase-out” for the Pentagon and some other agencies, which could allow for more extended negotiations between Anthropic and the War Department.

    The Pentagon said it wanted all its contractors to adhere to a single standard: the military can use what it buys however it wants, as long as it complies with the law.

    Employees at Anthropic cheered their chief executive’s firm stance. In a moment of unity across Silicon Valley AI companies, employees at two of Anthropic’s competitors, OpenAI and Google, signed letters backing Anthropic’s position.

    One letter published Thursday was signed by nearly 50 employees at OpenAI and 175 at Google. It criticized the Pentagon’s negotiating tactics and called on its leaders to “put aside their differences and stand together to continue to refuse the Department of War’s current demands.”

  • The New Merged Coursera-Udemy Company Sees Its Valuation Slid to $1.8 Billion

    The New Merged Coursera-Udemy Company Sees Its Valuation Slid to $1.8 Billion

    IBL News | New York

    The new merged Coursera-Udemy company, announced on December 17, 2025, valued at $2.5 billion, has slid to $1.8 billion.

    This merger of the last two giants standing marks the end of an era in online education,” wrote analyst and founder of Class Central, Dhawal Shah.

    “The merger was a desperation. Coursera’s CEO had been on the job for roughly 11 months; Udemy’s, just 9. Even if discussions started three months ago, that implies Udemy’s CEO was looking for a buyer only six months into the role.”

    According to Dhawal Shah, since 2020, Coursera and Udemy have generated $7.2 billion in combined revenue. They’ve lost $8 billion in combined market value.

    However, these are not failing businesses.

    These are not failing businesses. They generate cash flow and have plenty of money in the bank. They aren’t going anywhere.

    Udemy brought revenue of $789.8 million in 2025 compared to Coursera’s $757.5 million. Udemy is also profitable, posting $3.8 million in net income. Coursera is still reporting a net loss of $51 million, even though it generated $109 million in cash from operations in 2025.

    With a market cap of around $1B, the market is only valuing Coursera’s actual business at roughly $200M.

    Duolingo, which is growing faster than both, lost $4B in market cap overnight after one earnings call. It’s now down over $15B from its 2025 peak.

    Coursera’s primary growth engine today is professional certificates created by companies like Google, IBM, and Meta.

    Google’s certificates — the Google IT Support Certificate was created in 201 — alone contribute more than $100M in revenue to Coursera each year.

    In Q4 2025, with 17,000 business customers, Udemy’s enterprise revenue more than doubled Coursera’s: $134.2M to $65.4M. Coursera has around 2,000 business customers.

    When it comes to corporate training, businesses prefer content over credentials.

    In early 2025, both boards brought in new CEOs, operations-minded outsiders with no connection to education. “They moved fast and broke things. Especially at Coursera, where a decade of stability under Jeff Maggioncalda disappeared almost overnight.”

    Starting around 2020, Coursera began adding thousands of courses from companies like Packt, EDUCBA, Board Infinity, and Whizlabs. These aren’t universities or major tech companies. They’re content aggregators and training mills. Coursera even tried letting anyone create courses on the platform, copying Udemy’s model. It shut that down within months.

    Udemy now offers 5,000 AI courses with 14 million enrollments and 560 million minutes watched. On Coursera, the most popular come from Google, IBM, and DeepLearning.AI.

    By 2022, layoffs hit across the board: 2U, Coursera, Udacity, MasterClass, Pluralsight, and more.

    “One by one, the original players lost their independence. Udacity was acquired by Accenture. 2U filed for bankruptcy, taking edX down with it. FutureLearn, Lynda.com, and Codecademy were all absorbed into larger companies. Treehouse collapsed. The brands mostly still exist, but they tend to fade once they lose their independence,” wrote Dhawal Shah.

  • Big Tech’ Huge Capital Spending on AI Shows Little Sign of Slowing Down

    Big Tech’ Huge Capital Spending on AI Shows Little Sign of Slowing Down

    IBL News | New York

    In the latest announcement by big tech giants embarking on the race for AI, Amazon said it will spend $200 billion this year on data centers, satellites, and other big-ticket items.

    Also, this month, Google’s parent company Alphabet, announced it will invest as much as $185 billion this year, while Meta said that its capital expenses, in large part to support AI, can reach $135 billion.

    Investors’ worries that the hundreds of billions on AI data centers could take years to pay off aren’t affecting tech giants, who show little sign of slowing down.

    The combined annual capital spending plans of Amazon, Microsoft, Meta, and Google have passed half a trillion dollars.

    The problem, they say, is that they still don’t have enough data centers up and running to meet customers’ demand for AI, along with the subsequent increase in demand for traditional cloud services.

    Amazon’s CEO said in a statement that “strong demand for our existing offerings and seminal opportunities like AI, chips, robotics, and low-earth orbit satellites” were the reasons for the spending spree.

    Amazon said its sales passed $200 billion for the first time, reaching $213.4 billion in the last three months of the year, more than Wall Street expected and up 14 percent from a year earlier. Profit grew 6 percent to $21.2 billion, slightly less than Wall Street expected.

    Amazon’s cloud computing division saw sales grow 24 percent to $35.6 billion as the business gained momentum after initially lagging in the A.I. race. It was the fastest growth in about three years.

    Amazon’s willingness to invest in what it believes to be its future stands in stark contrast to major cost-cutting at The Washington Post, which is owned by Amazon’s founder, Jeff Bezos, who is the board chair. The Post slashed its newsroom on Wednesday, laying off more than 300 of the roughly 800 journalists.

    Mr. Bezos is Amazon’s largest shareholder, with more than $200 billion worth of stock. He is also investing heavily in his rocket company, Blue Origin, which is competing with Elon Musk’s SpaceX for government contracts.

  • “AGI or Super Intelligence is Pretty Close,” Says Sam Altman

    “AGI or Super Intelligence is Pretty Close,” Says Sam Altman

    IBL News | New York

    In a 60-minute interview, Sam Altman, CEO of OpenAI, addressed growing concerns about AI risks, safety, regulation, AGI, and the future of humanity. He said that AGI is closer than we think. “It feels pretty close at this point. Given what I know to be a faster takeoff, I expect superintelligence is not that far off.”

    Speaking as a guest at Express Adda held on February 20, on the sidelines of the India-AI Impact Summit 2026, and in response to a question about the amount of water going into data centres housing GPU server racks that power AI models, Altman suggested that such concerns were “totally fake” because “we used to do evaporative cooling in data centres.”

    However, he acknowledged that it was fair to be concerned about “the energy consumption — not per query, but in total, because the world is now using so much AI, which is real, and we need to move towards nuclear or wind and solar [energy] very quickly.”

    The CEO of OpenAI rejected the concept of space-based data centres. “Putting data centres in space with the current landscape is ridiculous. Orbital data centres are not going to matter at scale this decade due to the rough math of launch costs and how hard it is to fix a broken GPU in space,” Altman said.

    SpaceX, owned by Altman’s archrival Elon Musk, wants to show that outer space can be a hospitable environment for data centres compared to enormous multi-gigawatt terrestrial facilities that consume millions of gallons of water daily and produce substantial greenhouse gas emissions.

  • The OpenClaw Explosion in Usage with IronClaw as An Enterprise-Grade Security Agent

    The OpenClaw Explosion in Usage with IronClaw as An Enterprise-Grade Security Agent

    IBL News | New York

    With over 200,000 GitHub stars in 84 days, OpenClaw has become the fastest-growing software repo in history. It heralds an AI agent explosion. Just as LLM agents were a new layer on top of LLMs, claws are a new layer on top of LLM agents, elevating orchestration, scheduling, context, tool calls, and persistence to the next level.

    This software, created to run 24/7 fully autonomous agents and developed by the Austrian programmer Peter Steinberger, now working for OpenAI, continues to grow rapidly.

    An increasing number of developers are running AI agents on Mac minis, old gaming PCs, post-viral TikToks, managing their entire inboxes, and even controlling smart homes.

    The security, a huge concern from the beginning, has been dramatically improved for production with IronClaw, written in Rust by security researchers. IronClaw has been created for high-security environments handling sensitive data, where prompt injection and data exfiltration are real threats. It promises enterprise-grade security in an open-source agent.

    The security architecture has five layers, each a hard boundary:

    • Layer 1: Network. TLS 1.3 encryption, SSRF protection, and rate limiting per tool.
    • Layer 2: Request filtering. Endpoint allowlisting (HTTP requests restricted to explicitly approved hosts/paths), prompt injection pattern detection, and content sanitization.
    • Layer 3: Credential management. Secrets encrypted with AES-256-GCM, injected at host boundaries. Tools never see raw credentials. 22 regex patterns with Aho-Corasick optimization scan all requests and responses for credential leaks in real-time.
    • Layer 4: WASM sandbox. Untrusted tools run in isolated WebAssembly containers with capability-based permissions. No ambient access to the system.
    • Layer 5: Docker isolation. Intensive tasks run in Docker containers with per-job resource limits (CPU, memory, execution time).

    Essentially, OpenClaw is an LLM that can do things, with the Claude Agent SDK managing the entire loop (reason, act, observe, repeat) until the task is done, with platform-specific messaging output (Telegram, WhatsApp, Discord, etc.), an agent loop can chain together complex multi-step tasks (read a file, find a bug, fix it, run tests, check if they pass, and report back, with a hard cap of 20 iterations), and a Memory agent which has its identity personality, and hard boundaries (“never execute financial transactions”), and persists knowledge across conversations, using human-readable, and human-editable markdown files.

    Users define new capabilities as SKILL.md files, markdown documents with instructions that the agent understands and executes the workflow.

    This architecture (agent loop + memory + skills) is the shared DNA, and it’s MCP-first. Web search, file operations, image generation, and code execution are all external MCP tool servers that the agent connects to at startup. Adding a new capability means plugging in a new MCP server rather than modifying the core codebase.

    The personality system uses seven Markdown files (AGENTS.md, SOUL.md, USER.md, TOOLS.md, IDENTITY.md, HEARTBEAT.md, MEMORY.md) that define the agent’s behavior. Changing your agent’s personality means editing a text file, not writing code.

    OpenClaw has several models (Claude, GPT, DeepSeek, Ollama, Mistral, etc.) and over 11 messaging platforms (WhatsApp, Telegram, Discord, Slack, Signal, iMessage, Matrix, Teams, Google Chat, Zalo, WebChat).

    The ecosystem presents over 5,700 skills on ClawHub, with agents able to do almost anything: manage Gmail and Calendar (Gog skill), summarize web pages and PDFs (Summarize skill), automate GitHub workflows, generate images, edit PDFs, control smart home devices, and track crypto portfolios. Skills install with a single command and extend the agent without touching core code.

  • Four SUNY Universities Join in the Empire AI Partnership Leveraging Its Academic Supercomputer

    Four SUNY Universities Join in the Empire AI Partnership Leveraging Its Academic Supercomputer

    IBL News | New York

    SUNY’s four university centers at Stony Brook, Buffalo, Albany, and Binghamton will participate in the Empire AI campus partnership to advance AI research, professional development for faculty and students, and microcredential courses. These universities will partner with several technology and community colleges

    This campus partnership, which will leverage the Empire AI academic supercomputer housed at the SUNY at Buffalo, seeks to ensure that AI is used effectively and ethically for students and faculty and, overall, for the public good.

    SUNY Chancellor John B. King Jr. said that his institution “is leveraging the largest statewide comprehensive system of public higher education in the country to ensure that more students are able to drive research and move innovation forward.”

    “By bringing together SUNY institutions through these campus partnerships, we are furthering the use of AI for the public good and shaping a brighter future for all New Yorkers,” said New York Governor Kathy Hochul in announcing the partnerships on January 30. “Through Empire AI, New York is ensuring the power of AI is harnessed responsibly.”

    Empire AI is Governor Hochul’s nationwide-leading initiative to advance AI research for the public good, led by an independent consortium. It is backed by more than $500 million in public and private funding and comprises 10 member universities and research institutions, including the University of Rochester, the Rochester Institute of Technology, and the Icahn School of Medicine at Mount Sinai.

    These institutions joined the seven founding members of Empire AI: SUNY, CUNY, Columbia University, Cornell University, NYU, Rensselaer Polytechnic Institute, and the Flatiron Institute.

    In her 2026 State of the State agenda, Hochul proposed the launch of Empire AI Beta, which will accelerate Empire AI’s performance to 11 times its former scale, making it the world’s most advanced academic supercomputer.