Google lately introduced “The Non-Canonical Cabinet,” a Search Central YouTube sequence discussing border case specialized SEO issues. On Oct. 14, they published the archetypal video of this new series, which addresses items that may and may not be included inside a domain name or URL way (such as emojis) as fine as whether using keywords inside URLs affects hunt rankings.

Gary Illyes and Cherry Prommawin are hosting this series. Google announced the sequence by posting a teaser video on Oct. 6, and asked all viewers to provision their own edge-case questions in the comments division of all post.

What The Series Is

A trailer released by Google on Oct. 6 says that the display “The Non-Canonical Cabinet” is a sitcom-style wit based off particular questions asked by website owners and the SEO industry. Here is how the event clarification puts it:

“These are questions that don’t pertain on a norm FAQ leaf but are motionless helpful for Search and generative AI features.”

In supplement to this Illyes hosted “How Search Works,” a five part video sequence on Search Central from 2024. This video sequence took users through the procedure of crawling, indexing and serving. “The Non-Canonical Cabinet” nevertheless starts alongside users asking questions concerning search, alternatively of starting alongside the basics.

Domains And URL Paths Follow Different Rules

ICANN and the Internet Engineering Task Force (IETF) have established the specialized guidelines for domain names. The IETF’s guidelines (RFC 1035, RFC 1123) contain allowing letters, numbers, and hyphens inside domain names; Prommawin stated that Google adheres to these identical standards.

The supplement of scripts to assistance languages another than Roman-based scripts (Chinese, Arabic) allows users to use domain names written in native scripts. These Internationalized Domain Names (IDNs) are translated into Punycode (“xn--“), a cord that starts alongside ‘xn--‘. Browsers volition normally display IDNs in their native script. However, Illyes mentioned that several IDN scripts merge akin characters to those in another languages, which can confuse group and browsers. For example, a Cyrillic letter is extremely near in appearance to an English “p”.

According to him, the current net standards for domains do not authorize “emojis in the domain name.” A 2017 ICANN Board Resolution states that emoji are “disallowed by the current specialized standards for Internationalized Domain Names (IDNs).” The resolution does note that during emoji characters are prohibited under current standards, they can motionless be registered in certain country-code top-level domains (ccTLDs) at the second level.

The URL way has small limits. Illyes stated Googlebot volition crawl a way that contains an emoji, and “our scheme volition really procedure it.” Browsers percent-encode those characters, so the episode’s poultry emoji becomes %F0%9F%90%94 in the path.

He stated not all browser or social media app volition display the emoji, and several display “a cord of gibberish” in its place. Google’s URL construction documentation already covers the way side. It recommends percent encoding for non-ASCII characters and uses emoji in one of its examples.

Keywords And Word Separators

Illyes called keywords in a URL “an incredibly small signal.” “It really lone matters whenever we have entirely nothing alternatively to go on,” he said, giving the example of a location that’s seconds old alongside no content. Once Google sees content, keywords in the domain and URL “become basically irrelevant,” he said.

John Mueller called URL keywords a “very small ranking factor” in 2016 and a “very extremely lightweight factor” in 2021, statements I gathered whenever I looked at URLs as a ranking factor in 2023.

On separators, Illyes stated Google treats words joined by underscores in a URL way “as one lengthy word.” He added that this is sometimes fine, since Google may motionless be capable to use the words, and that Google recommends hyphens as the average term divider throughout the web. Google’s records gives the identical advice. It cites “historical reasons,” since underscores frequently grade concepts meant to remain together, specified as function names in programming.

Why This Matters

The archetypal Non-Canonical Cabinet event provides you alongside Google’s on-record responses to clients’ inquiries concerning emojis, non-English characters, and keywords in URLs. The way direction provided is redundant alongside the URL construction documentation, hence websites that are currently adhering to this document volition need no modifications.

The keyword reply from Illyes can be used as a citation for whenever your client desires URLs alongside elevated keyword density. He has indicated that there would be several value connected alongside specified pages lone if Google knew entirely nothing alternatively concerning them. In supplement to the complete information, the episode’s concluding recap tells viewers to halt trying to equivalent hunt results by including ample amounts of keyword data into their URLs.

The comments division of all video provides a forum anywhere you may bring up additional border cases that have not been covered inside the authoritative documentation.

Looking Ahead

The next Non-Canonical Cabinet event covers robots.txt. Neither video clarification gives a publish schedule, and the trailer and archetypal event went up eight days apart.

Featured Image: Screenshot from Google Search Central/YouTube, October 2026.

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• John Higgins

For those alongside positive experiences on GLP-1s, the benefits are enormous. They power study emotion physically better, having additional confidence, or improved relationships alongside their spouses.

It's the instant whenever several people go off the medications that can logic stress, particularly if they don't have a scheme for maintaining their new weight.

"Weight defeat is the short-term part, and afterward the everlastingly bit is the importance care part," Dr. Linia Patel, a registered dietitian in the UK and author of "Life After Weight-Loss Medication," told Business Insider. One review published in March 2026 established that about 60% of the importance misplaced volition be regained following one twelvemonth off a GLP-1 specified as Ozempic, Wegovy, or Mounjaro. It additionally projected a 75% importance regain in the lengthy term.

When stopping a GLP-1, importance regain, specifically fat, can additionally awareness quicker. It's why medicinal professionals frequently advance incorporating power training and eating adequate protein during on the medication; otherwise, you power endure too much muscle, which is crucial for importance maintenance.

While Patel stated the medications can be an enormous help, they have to be seen as a part of the puzzle, not a magic bullet. Without a exercise regular in location or a mindful method to meals, she stated it's uncomplicated to yo-yo.

"There's no specified item as a liberated lunch," she said, noting that importance administration following GLP-1s requires intentionality. "Somewhere alongside the line, you're going to have to get on the manner factors."

Patel shared a few tips to remain complete longer and silence food noise, the two dietary keys to weight maintenance.

'Satiety stack' alongside high-protein and high-fiber foods

GLP-1s work by keeping you emotion complete for longer. By that logic, "what you desire to do whenever you arrive off the medications is to eat in a way that feels filling and satisfying," Patel said.

She calls it "satiety stacking": construction meals about protein, fiber, and fit fats, which can assistance authority appetite by triggering the publish of hormones that indication fullness to your brain.

Patel recommends aiming for concerning 25 to 30 grams of protein per meal, obtained from foods specified as meat, fish, eggs, tofu, and Greek yogurt. Ideally, you'll brace it alongside fiber-rich foods akin vegetables, oats, legumes, and entire grains, as fine as fit fats specified as oliva oil, nuts, seeds, or avocado.

The idea is to discover combinations you actively enjoy, she said, which volition assistance you remain consistent.

Delay overeating alongside elevated quantity and crunchiness

Patel has two another tips for staying complete longer.

One is to concentration on high-volume foods — ones that "physically obtain up a lot of area and don't provision you as many calories." Starting a meal alongside miso broth or a flank dish can assistance you evade overeating a calorie-dense chief course, specified as noodles or pizza. It's additionally a awesome regulation for your chief meal, specified as focusing on leafy greens and grains akin quinoa for a hearty salad.

The another tip is to prioritize crunchy, high-fiber foods that obtain longer to chew. Think: carrots, nuts, or seeds. "The additional you dilatory downward how you're eating, the additional you're going to authorize your build that period for it to commencement doing its indication from your stomach to your brain that you're really full," she said, foremost to small calorie intake.

Hush your food noise

One of the most talked-about effects of GLP-1s is their capability to eliminate "food noise." For many group taking them, the desire to eat or overeat ultraprocessed foods merely vanishes — lone to come back formerly they go off the medication.

"What I would say is not to try and combat your appetite, but to rebuild the rely between your brain and your body," Patel said.

She has a three-pronged method to tackling food noise. The archetypal is physiological. Besides dining satiating foods, another manner factors, akin proper sleep, fine hydration, and emphasis management, can additionally assistance you fend off cravings.

The next method is psychological. Patel stated it's crucial to be conscious of whenever you're emotionally eating. She calls it a "HALT-B" check-in: Are you hungry, angry, anxious, lonely, tired, or bored? "How can you create a intermission that is exactly five seconds that allows you to create an intentional choice versus that autopilot mode?" she said.

The final stage is examining your own association alongside diet culture, specified as labeling certain foods as "bad" or "cheat" foods, which can create you desire them more.

"It's not a ethical test," Patel said. "Approaching food alongside this idea of curiosity alternatively of guilt creates that area for elasticity and enjoyment and a healthier association alongside eating."

OpenAI is escalating its trade-secrets combat alongside Apple on the heels of Apple announcing a family of astute home-focused devices.

The AI business alleged in a new lawful filing that an unnamed erstwhile employee sent themselves "a hundred extremely confidential files" on their final day alongside OpenAI in June. The records contained data concerning at smallest one unreleased equipment OpenAI is developing, the filing said. The AI business stated the erstwhile employee worked at Apple for six months before joining OpenAI, and he is now rear at Apple.

OpenAI stated it's the company's understanding that the unnamed employee afterward briefed "Apple's elder leadership, including Apple's vice chairman of operations in Asia" concerning the AI company's merchandise plans.

"That display appears to have happened months ago—and now, armed alongside that information, Apple is making a new shove into AI-enabled products," OpenAI's lawyers wrote in the filing.

In a statement, Apple stated it has established nothing to assistance OpenAI's claims. It stated the filing on Wednesday is an attempt to distract from its own claims concerning own erstwhile OpenAI workforce have taken Apple's commerce secrets.

The files, OpenAI said, contained "highly confidential engineering and manufacturing data concerning the device(s)" and "supplier data and project files, standards for cosmetic finishes, and reports concerning covering and sealing of hardware components."

In July, Apple sued OpenAI, alleging that the AI business busy in "a coordinated form of misconduct at an organizational level" to pilfer its commerce secrets. OpenAI has denied wrongdoing and stated it is not curious in Apple's commerce secrets.

In an August blog post, OpenAI ruined the "careless, assured and oddly individual lawsuit sadly doesn't live up to that reputation." In a lawful filing, OpenAI poked at Apple's perceived struggles amid the AI endowment war.

On Tuesday, Apple announced HomeView, a $299 display and the company's archetypal astute residence device, which is powered by Siri AI.

Apple additionally announced a presenter of astute residence products it developed alongside LG Electronics and Schneider Electric. Apple's notice highlighted how its AI systems could add to the devices, allowing a person to do everything from summarizing what's happening in footage captured by an outdoor camera to automatically adjusting a thermostat whenever they act a room.

OpenAI stated it is concerned that the data the employee took could be used by Apple.

"OpenAI is extremely concerned that its commerce concealed and confidential data is now circulating inner Apple," the company's lawyers wrote, "where Apple engineers can form Apple's upcoming products according to OpenAI's confidential and innovative work."

In referencing Apple's ambitions, OpenAI's lawyers connected in a footnote to the tech giant's gathering of new devices, including HomeView.

In the former few years, the use of AI has accelerated. An employee asks AI a inquiry they formerly would have discussed with a colleague. A presentation that used to obtain all day is prepared before lunch. Is this a fine change? Or not? 

It’s hard to cognize since we’re adopting this new technology so quickly that establishing policies and strategies for its use often lag behind. 

Your AI civilization is forming before your AI policy 

The use of AI to research, draft, analyze, summarize and resolve problems is quickly reshaping how group activity together. As new habits obtain hold, expectations concerning speed, collaboration and good work shift. That’s how AI starts changing a company’s culture. Too often, those changes obtain clasp before leaders have considered how AI use can fortify the company’s center values. 

Gallup’s 2026 research gives us a glance of how alternatively workforce are experiencing these changes. At workplaces that had implemented AI, 24% stated their civilization had improved complete the former year, during 25% stated it had worsened. These two extremes display that AI solitary doesn’t decide the outcome. The choices that leaders create concerning how AI is used are what really matter.

AI is rewriting the unwritten rules of work 

As AI becomes part of the workday, leaders visage three key tradeoffs. How leaders grip these plainly signals to workforce what the institution values — and what it doesn’t

Speed vs. crucial thinking

A report that once took five hours now takes one. That’s helpful, but person motionless needs to inquiry the findings and decide what they mean. If the reply is “produce more reports,” there may be small period remaining for thinking, lone doing — and the norm of output power suffer. 

Access to data vs. collaboration 

An employee can ask AI a merchandise inquiry alternatively of calling person in R&D. That saves the two group time, but they endure a conversation. The employee may never study why a decision was made, and R&D may never comprehend what customers are asking. If that keeps happening, it becomes harder for the teams to resolve problems together. 

Efficiency vs. workload

What happens to the period AI saves? It could provision person area to tackle a harder problem, build a accomplishment or activity alongside another team. Or it could merely mean more activity is expected, and the hazard of burnout increases. 

AI doesn’t make those choices. Leaders do — and complete time, their choices rotate into the unwritten rules of work. 

Use AI to reinforce the culture you actually want 

It’s easy to concentration on whether workforce are using AI correctly and young female how it’s changing the way they activity alongside one another. Deloitte calls the problems that build up whenever organizations concentration on how group use AI but ignore its consequence on how they activity together “cultural debt.” Leaders can commencement to forestall it by taking the values their organizations already conversation concerning and making apparent what those values appearance akin whenever group use AI. 

• Collaboration: Let AI grip straightforward questions. When a decision would benefit from a colleague’s experience, make time for that conversation. 

• Critical thinking: An AI-generated answer is a location to start. Check the facts, ask what power be missing, and decide for yourself what the data means. 

• Learning: Give group area to try AI tools and conversation openly concerning what worked, what didn’t and what they discovered alongside the way. 

• Trust: Make certain everyone knows whenever to say they’ve used AI, who checks the activity and who is liable for the final result. 

• Strategic thinking: When AI saves time, depart area to tackle a harder inquiry or think through a decision before adding additional tasks.

This is how the values on the partition rotate into part of the workday. Our administrator coaches see a lot of scenarios anywhere teams get it correct and wrong. Here are a brace of examples that positively reinforced the company’s values. 

A director asked their team to use AI to prepared for a client meeting, then brought them together in advance to test that preparation. What did the tool assume concerning the client? What questions were still unanswered? What did person on the squad cognize that isn’t in the summary? The squad went into the gathering improved prepared, and the procedure reinforced the habit of learning from one another — before relying on an AI-generated answer. 

A team used AI to diagram out options for a new project, then gathered colleagues from another departments before choosing a final direction. Their colleagues spotted practical problems the squad missed and had a chance to explain how a projected alter would power their work. AI tools helped people get started, but the decision was better since they made it together. 

AI is already changing the gait of activity and the way group rotate to one another for help. Leaders can form those changes by making their values apparent in mundane decisions: giving group period to think, encouraging them to search a colleague’s viewpoint and recognizing attention as fine as speed. The question isn’t only how much activity AI can obtain off people’s plates. It’s what you desire group to do alongside the period and notice it gives rear — and whether that brings your squad nearer to the civilization you want. 

Bringing AI into your organization deserves the identical attention you’d give to a new employ or a new department. You need to think through how it fits and how it volition power the group already there. That attention helps you build a civilization by choice fairly than by default. 

In the former few years, the use of AI has accelerated. An employee asks AI a inquiry they formerly would have discussed with a colleague. A presentation that used to obtain all day is prepared before lunch. Is this a fine change? Or not? 

It’s hard to cognize since we’re adopting this new technology so quickly that establishing policies and strategies for its use often lag behind. 

Your AI civilization is forming before your AI policy 

The use of AI to research, draft, analyze, summarize and resolve problems is quickly reshaping how group activity together. As new habits obtain hold, expectations concerning speed, collaboration and good work shift. That’s how AI starts changing a company’s culture. Too often, those changes obtain clasp before leaders have considered how AI use can fortify the company’s center values. 

Behavioral and Company-Fit Questions

Role-Specific Sales and Marketing Questions

Product and Market Case Questions

A receptacle container sank in the Strait of Hormuz on Wednesday as Iran escalated its attacks on business vessels.

The GFS Pride, registered in Singapore, sank following it was struck by an unidentified projectile and caught fire. The ship's 21 squad members were safely evacuated and no injuries were reported, according to the Maritime and Port Authority of Singapore.

"Such attacks are unprovoked, unjustifiable and a breach of global law," the Singapore maritime authority stated in a declaration Wednesday.

Containers were floating in the h2o following the container sank, Pakistani maritime authorities warned in a navigational alert.

A second Singapore-registered receptacle ship, the GFS Giselle, sustained damage to its hull following it was hit by an unidentified projectile on Wednesday. The container has arrived at harmless anchorage and none of its squad were hurt, the Singapore maritime authority said.

Iran's Revolutionary Guard claimed first Wednesday that a receptacle container exploded and sank following hitting a naval mine, according to the state news agency Tasnim. But there is no autonomous evidence to verify that a quarry is what caused the Pride to sink, according to the maritime safety resolute Marisks.

Iran's claims are "consistent alongside an ongoing mental operations run aimed at generating fear, expanding doubt and discouraging business shipping" in Hormuz, Marisks stated in a safety alert.

Iran has escalated its strikes on business ships transiting Hormuz in latest weeks, as it tries to choke off a rebound in crude oil exports through the strait.

More than 20 vessels, mostly oil tankers, have arrive under assault this duration in Hormuz, the Persian Gulf and Gulf of Oman, according to event reports from the United Kingdom Maritime Trade Operations Centre.

The attacks this duration have remaining two sailors missing and 12 injured, according to the International Maritime Organization, a United Nations' agency.

Crude oil exports through Hormuz hit prewar levels in September as the U.S. armed forces guided tankers through the strait, but shipments have since pulled rear as attacks have increased.

Exports through Hormuz averaged 8.5 myriad barrels per day (bpd) in the week ended Oct. 12, nearly 40% below normal levels before the Iran war, according to data from Kpler.

Shipments from the Middle East, including pipelines to the Gulf of Oman and Red Sea, stood at 14 myriad bpd, or nearly 20% below prewar levels, the data showed.

Daily crude flows are extremely volatile, alongside lone 3 myriad barrels of crude transiting Hormuz on Monday during 6 myriad barrels passed through the strait on Friday, according to Kpler.

"Asian Paints aims to rotate into among the top five decorative coatings companies world-wide by leveraging its ability in the higher growth emerging markets. Simultaneously, the business aims to build lengthy term value in the manufacturing coatings endeavor through alliances alongside established earth partners."

General, Company-Fit & Behavioral Questions

Full AI video editing appears akin the apparent upgrade. Describe what you want, let the tool build it, move on to the next thing.

In practice, a lot of creators who try to hand the entire edit to AI end up location alternatively entirely, stuck in a iteration anywhere fixing one small item quietly breaks item that was already right.

The fix one thing, interrupt another loop

Here is what that iteration really looks like. You prompt an edit. The pacing feels off, so you ask for a change. The pacing improves, but now a passage that worked before feels abrupt. You immediate again to fix the transition. That fixes the passage and shifts the timing on a caption that used to district perfectly.

None of these are theatrical failures. Each one is small adequate to explain distant as one additional quick fix. The issue is that a complete AI edit has no recollection of why item worked in the archetypal place, so all new immediate is a caller conjecture fairly than a targeted adjustment. You are not editing anymore. You are negotiating alongside a dreary box, one small commerce at a time.

This is distinct from a tool being unreliable. The AI is normally doing exactly what was asked. The matter is that a video is a scheme of small decisions that depend on all other, and asking for one alter at a time, without being capable to see or contact the underlying structure, method you are continually one stage rearward your own edit. Ten prompts in, a lot of creators acknowledge they have spent longer chasing the fix than a straightforward edit would have taken from the start.

What really makes a video awareness akin AI

A video does not need to appearance damaged to awareness akin AI made it. Pacing that is technically fine but emotionally flat. A cut that lands on the accurate example but at the incorrect moment. Captions that are exact but timed akin a metronome alternatively of a conversation. None of these display up as errors. They display up as a video that feels hollow, and viewers notice that emotion equal whenever they could not item to the particular example that caused it.

This is the part that is uncomplicated to young female whenever judging AI editing purely on specialized correctness. Technical correctness was never the bar. The bar was continually whether a viewer stays, and that has additional to do alongside beat and intuition than alongside whether a cut is exactly on beat. A absolutely executed edit can motionless endure a spectator in the archetypal four seconds if the beat feels off, and beat is not item most tools are really optimizing for.

Where AI really earns its place

None of this makes AI useless in an edit. It makes it helpful for a particular category of task: the ones alongside a apparent correct answer. Cleaning up backdrop noise. Matching color throughout clips attempt in distinct light. Generating a archetypal continue at motion graphics or captions that a individual afterward adjusts. These are tasks anywhere AI can do in seconds what used to obtain an publishing company an hour, and the outcome does not depend on taste.

The error is assuming that since AI handles those tasks well, it should additionally grip the tasks that do not have a apparent correct answer. Where a cut should land, what gets cut entirely, how lengthy a intermission should breathe before the next row — these are judgment calls, not correctness checks. There is no dirt fact to converge on, which is exactly why prompting toward it in circles never fairly arrives. A apparent correct answer can be automated. A judgement call can lone be made.

Why straightforward authority strikes indirect control

The creators who get the finest results treat AI as a tool they operate, not a collaborator they negotiate alongside through prompts. When you can open the timeline yourself and nudge a cut by a few frames, you create one change, and you can see immediately whether it worked. When you can lone depict the alter and delay for a new version, you are guessing at the input and expecting the output matches what you pictured, and all conjecture risks moving item alternatively out of place.

This is not an disagreement against AI in the workflow. It is an disagreement for keeping a individual hand on the parts that necessitate judgment, during letting AI grip the parts that do not. The creators who figured this out are not the ones avoiding AI. They are the ones who stopped trying to completely assign the one part of editing that was never going to be a immediate distant in the archetypal place, and who treat all hr saved on the mechanical parts as an hr they can expend on the part lone they can really do.

Full AI video editing appears akin the apparent upgrade. Describe what you want, let the tool build it, move on to the next thing.

In practice, a lot of creators who try to hand the entire edit to AI end up location alternatively entirely, stuck in a iteration anywhere fixing one small item quietly breaks item that was already right.

The fix one thing, interrupt another loop

Here is what that iteration really looks like. You prompt an edit. The pacing feels off, so you ask for a change. The pacing improves, but now a passage that worked before feels abrupt. You immediate again to fix the transition. That fixes the passage and shifts the timing on a caption that used to district perfectly.

Key Takeaways

• For Nestlé CEO Philipp Navratil, offering candid feedback didn’t arrive naturally.
• The CEO changed how he managed straightforward reports first in his occupation following realizing that he needed to provision them honest feedback so they could improve.
• Navratil now views feedback as an integral part of a leader’s job.

Nestlé has been about for 160 years. The company’s CEO, Philipp Navratil, joined in 2001 and held assorted positions at the $240 billion food and beverage elephantine before taking the top job final year.

Now Navratil is offering a sneak peek into his guidance style. According to a recent report from Business Insider, the CEO changed how he managed straightforward reports first in his occupation following realizing that he needed to provision candid feedback. 

Overseeing the business rearward dozens of billion-dollar brands, including Gerber and KitKat, requires difficult conversations rearward closed doors. But for Navratil, delivering feedback didn’t arrive naturally. He struggled to inform workforce whenever their activity wasn’t gathering expectations. He wasn’t capable to go beyond encouragement and plainly explain anywhere they needed to improve.

In October 2025, Beijing imposed sweeping controls on its rare earth exports. Since then, those controls have been suspended one abbreviated reprieve at a time, in the latest case until Nov. 10, alongside a broader commerce truce through Jan. 10, 2027. The reprieves have often arrive lone following American concessions, demonstrating China’s leverage in the export fight.

Yet China has constricted revenue equal during the truce, as buyers have few options but to obtain what they can get. In June, alongside the suspension in force, Beijing placed MP Materials and USA Rare Earth, the two companies the U.S. is counting on to build an substitute provision to China, on an export authority list.

Washington’s attempt to rebuild the provision chain, meanwhile, has not yet reached the measure or durability the issue requires. With up to $100 milliard in debt authority specifically earmarked for crucial minerals in the One Big Beautiful Bill Act, the chief undoubtedly exists. What is missing is alignment of interests among the parties that would provision and advantage from it, and a governmental scheme tolerant adequate to clasp a way for the decade or additional that rebuilding a provision sequence takes.

This article’s authors activity at the intersection of backing and national security. Between the three of us, we have watched the identical on-again, off-again beat perform out in the two Chinese statecraft and U.S. prosperity fights. A accordant form plays out: Capital markets are fine at financing productive provision but are not fine at financing a binary outcome, specified as coverage against a monopoly province seller that can manipulate the two cost and availability. And subsidies solitary volition not near that gap. We have seen firsthand that what the U.S. authorities has to recommendation correct now insufficiently incentivizes personal investors, since its tools are market tools deployed in an surroundings of market failure. Instead, we propose a financing device that could apparent the two financial and governmental hurdles: a contingent convertible safety that converts into ownership if Beijing weaponizes supply.

Rare Earths Are a Market Failure

The former of how we got current is fine known, but value retelling briefly. The Chinese Communist Party inherited its strategic concentration on construction manufacturing capability from the Soviet Union. In 1964, Deng Xiaoping inspected an metal ore mine near the Mongolian border holding the world’s largest rare earth deposit. He ordered the engineers to create alloy and rare earths alike. Since then, as technologies have increasingly relied on specialized materials, the Chinese Communist Party under successive leaders has deliberately invested in and consolidated authority complete the rare earths industry. China refines additional than 90 percent of the world’s rare earths and near to 99 percent of dense rare earths today. It processes nearly all the dense elements that go into precision-guided weapons and advanced chips.

When Beijing tightened export controls in October 2025, Treasury Secretary Scott Bessent characterized it as “pointing a bazooka at the provision chains and manufacturing basis of the complete liberated world.” Remarkably, the complete market for rare earth oxides is value small than $10 billion. That a $10 milliard market can grind to a halt trillions in earth income family merchandise is the definition of a chokepoint. Beijing controls this chokepoint today by design. Decades of province guideline activity laid the groundwork for the Chinese Communist Party to enact an global licensing scheme by 2025. General Secretary Xi Jinping himself openly speaks concerning the importance of maintaining earth dependency on China’s manufacturing provision chains.

Hindsight treats this as neglect, item policymakers misplaced perspective of and let stumble during the U.S.’s unipolar moment. That is a necessary, but lone partial, explanation. The fact is the United States did not endure its rare earth industry because of carelessness. Private American companies willingly sold it, for reasons that made ideal financial awareness at the period and motionless do. China bought it for reasons that were never purely economic. That mismatch explains why, following years of funding and guideline attention, the dependency remains.

Until the delayed 1980s, the United States was the world’s foremost manufacturer and refiner of rare earths. But it was a dirty business: The Mountain Pass quarry in California leaked approximately 600,000 gallons of radioactive and another discarded into the Mojave. As cleanup and regulatory expenses mounted and profits fell, the quarry close downward in stages starting in the 1990s until it was completely idle by 2002. Meanwhile, the activity moved to China, anywhere the province subsidized unprofitable operations, tolerated pollution, and sold the processed oxides rear to the U.S. at rock-bottom prices.

The identical item happened to the magnets: In 1995, General Motors sold Magnequench, its magnet unit, to a Chinese-backed consortium. By 2006, the final U.S. factory had closed, and the device tools and equipment had been shipped to China. Economists would say this was the correct move for a liberated market economy. Comparative advantage did what it was expected to do, and a dirty, low-margin endeavor remaining a affluent nation for a evolving one. There was equal a strategic rationale: Drawing China into the selling system, the hoping went, would additionally create it a liable stakeholder fairly than a rival.

The category error was to conceive rare earths as a market, fairly than recognizing it as a geostrategic industry. A market solves for the lowest cost. To be sure, Chinese producers contested on cost, and they rode a tech surge alongside surging petition for their product. But a province volition pay nearly any cost to authority a chokepoint, since tolerating a money-losing endeavor pales in difference to the geopolitical leverage that it brings. Over time, China has rotate into small market driven, not more. Meanwhile, the U.S. continued to treat as a market what the Chinese Communist Party came to value as a strategic program.

Control complete the chokepoint gives Beijing a switch. When it lets the matter flow, no personal involvement volition build substitute provision chains at scale, since Chinese state-funded producers can market at or below disbursal indefinitely, and no logical personal capitalist volition willingly sign up to endure money. When China cuts off the flow, the incentives reverse overnight, but capability cannot prosecute overnight, since position up the complete provision sequence and rebuilding the misplaced know-how can obtain a decade or longer.

This is traditional market nonaccomplishment in which the identical crucial matter can rotate into worthless or priceless on command. In 2010, during a maritime disagreement alongside Japan, Beijing reportedly halted rare earth shipments, and Tokyo quickly conceded. The short-term truces of the former year, all struck about contentious but episodic commerce disputes, additional entrench that market failure. Each successive loosening and tightening seems designed to keep the United States and its partners off balance and frustrate any long-term scheme to decrease Beijing’s leverage.

Government Money Has to Survive Politics

If the market volition not rebuild the rare earths provision chain, the authorities must do so.

Administrations under the two parties have tried, and their attempts have run into a predictable morass of misaligned interests. The parties to authorities financing all desire distinct things. Private investors desire appealing returns in fat years, during having the authorities transport losses in lean ones. Commercial lenders desire years of completely contracted offtake to justify involvement payments, during Congress typically appropriates prosperity for the next year. Markets desire elasticity during Congress wants tight oversight and guardrails. Washington frequently wants to be the final (and lightest) prosperity in, which signals to investors that the authorities is hedging. And cheap, open-ended financing is exactly the incorrect indication to dispatch to administration teams.

The Pentagon’s latest playbook acknowledges that the market, remaining to its own devices, merely volition not backing uneconomic redundancy. As a result, the July 2025 agreement alongside MP Materials includes $400 myriad in convertible preferred stock, loans, equity warrants, a 10-year guaranteed cost floor, and a 10-year offtake commitment. The agreement was correct for its moment, as it gets the manufacturer going and sustains it during Beijing floods the market. But the agreement blurs two distinct roles: In average years, the authorities is a lender, financing capability the market volition not; in a crisis, it has insured against a geopolitical event. These two roles call for two distinct come back profiles. Because the agreement does not distinct them, it puts the authorities in the unenviable stance of simultaneously engaging losses and inviting the accusation of nationalization, all without a apparent exit strategy.

Without several construction to navigate possibly achy governmental costs, these financing arrangements volition arrive under force during prosperity cycles and electoral turnover. And that is merely untenable, since whenever it comes to the decade-plus timeline to remain up a rare earths provision chain, any Washington builds must outlast the administration that built it.

A Financial Instrument That Responds to Beijing’s Behavior

Our recommendation is a financial device that aligns these interests. In financial parlance, the device is called a contingent convertible security, additionally known as a CoCo bond, issued by the manufacturer to the authorities and any personal lenders who desire to join, paired alongside guaranteed offtake at a cost floor. Its form changes alongside two externally observable conditions: the producer’s capability build-out and Beijing’s behavior.

Here’s how it works. In its starting form (and in quiescent years), a CoCo association is a uncomplicated debt paying interest. Two triggers alter its form. The archetypal is capacity. The manufacturer must cross a defined capability threshold by a fixed date. Capacity can be measured as units of output in mining, refining, or manufacturing crucial minerals. Management’s contiguous incentives have to be tied to the build-out itself.

The second trigger is either a sustained breach of an accepted cost collection or an externally observed exercise of the chokepoint. This could be denial of export licenses, a bureaucratic postpone beyond a stated period, or another form of “constructive denial” that materially interrupts provision to the United States or allied countries. Importantly, no part of this trigger should depend on Beijing’s confirmation, since it is not incentivized to acknowledge to a cutoff. The trigger have to be narrow adequate that it cannot be declared for governmental convenience, but broad adequate that an adversary cannot equivalent it merely by changing the form of the restriction.

When the archetypal trigger fires, the lender receives a pro rata portion of the producer’s liberated prosperity flow, in effect, a dividend. The lender paid to build the capacity, so it shares in what that capability earns. When the two triggers fire, the lender additionally gains the correct to change into average equity. The conversion event does not create new capacity—the financing has already done that work—but fairly matches the payoff to the risk. If lenders financed years of alternatively uneconomic capability since a cutoff power someday create it necessary, they portion in the upside if and whenever the cutoff comes. The prosperity involvement matters too: In a crisis, the market may treat a cost spike as impermanent and event-driven and not value the equity, but the spike motionless flows through the producer’s prosperity flow, which benefits the lender either way.

Why would a manufacturer concur to this? Because it gets item distinctive that the market volition not alternatively provide. In effect, the manufacturer buys a put—the cost flat that carries it through Beijing’s dumping—and pays for it by marketing a call—the prosperity portion and the conversion right. It trades several of the windfall in a emergency for the safety of living quiescent years. Either way, the payer is paid for the hazard really borne, whenever it is borne, fairly than for a hazard merely feared.

Nor does the authorities have to backing the complete CoCo bond. Pre-vetted personal co-investors, including abroad co-investors topic to Committee on Foreign Investment in the United States (CFIUS) screening, can offset authorities prosperity dollar-for-dollar. Ideally, co-investors have to be firms that fear a cutoff the most, specified as defence contractors and automakers. Private co-investors would obtain a pro rata correct to offtake as a additional incentive and could possibly equal commerce the association alongside its connected offtake entitlements alongside another investors. Japan’s JARE consortium did item akin whenever it financed Australia’s Lynas in come back for supply. Finally, personal holders additionally provision the program a constituency that outlasts any sole administration.

Neither Nationalization nor Welfare

This device compensates for the asymmetric hazard a lender (whether payer or private) assumes whenever countering an adversary-controlled chokepoint, by providing an asymmetric reward if that chokepoint is always exercised.

The hazard current is not from a natural deficit or an average cost cycle, but from the Chinese Communist Party’s guideline decisions. The identical logic reaches another chokepoint materials specified as pharmaceutical precursors. Rare earths are the clearest case and, at under $10 milliard in market size, the cheapest location for the U.S. authorities to start. And it can commencement under existing authorities. For example, the Pentagon has leaned on Title III of the Defense Production Act for its latest mineral deals involving equity. The Pentagon’s Office of Strategic Capital can lend, but its equity authority remains unclear. The Senate is currently revising the National Defense Authorization Act for 2027 to explain those authorities. Its tongue should shield instruments akin this CoCo bond.

Our CoCo association recommendation does not substitute stockpiles, cost floors, or offtake agreements. These instruments resolve important but distinct problems. Stockpiles buy period in a crisis, cost floors defend producers against predatory pricing, and offtake agreements justify demand. The CoCo bond, in contrast, distributes hazard and reward to investors in a binary, geopolitical event exterior the producer’s control. It additionally enables the authorities to contribute as a portfolio—some developers volition fail, but the winners, and any crisis, can transport the portfolio as a whole. And it may have several deterrent consequence as well: If this device makes capability additional apt to get built, and that potential enters Beijing’s hazard calculus, so much the better.

Economically, the conversion correct plant akin the equity warrants the Pentagon took in MP Materials. The difference lies in the quiescent years, whenever under this construction the authorities holds no equity. Outright equity stakes invitation the accusation of nationalization; cheap financing alongside no upside smacks of company welfare. We accept a construction that is intentionally designed to evade the two at the outset—but elastic adequate to alter form in reply to an adversary’s actions, not family governmental developments—has the finest chance of living adequate governmental cycles to complete a decade-plus build-out.

*          *          *

Translating this idea into actuality raises crucial implementation questions concerning statutory authority, exact trigger definitions, CFIUS integration, and company governance. We recommendation the CoCo association example to stimulate discussions about aligning interests in a market nonaccomplishment and national safety context, and we invitation the legal, policy, and financial communities to assistance refine the “plumbing” necessary to create asymmetric financing a workable pillar of U.S. statecraft.

A market volition continually market a chokepoint to whoever runs it cheapest, and by market logic, it would be the correct item to do. Subsidies solitary cannot win it back, since they lone power price; Beijing prices for geopolitical leverage, not profit. Neutralizing a chokepoint created through market nonaccomplishment requires chief consenting to assimilate years of subpar returns or equal losses against an bonzer geopolitical crisis. In quiescent years, the authorities should acquire akin a lender, alongside the cost flat protecting against Beijing’s dumping. When capability is built, it should portion in what it financed. And if Beijing always reaches for the switch, the taxpayers and personal investors who paid to insure against that instant should act in the value their chief created. The hazard is asymmetric. The financing have to be too.

Sally Rooney has stated she is being forced to retreat her books from transaction in the UK since of her assistance for the banned institution Palestine Action.

The Irish novelist, whose books contain Normal People and Conversations With Friends, stated her community assistance for the straightforward act collection meant she could no longer obtain royalties from UK sales.

After Palestine Action was banned final year, Rooney stated she would use proceeds from her revenue to assistance Palestine Action. Supporting organisations banned under the Terrorism Act is an offence and she subsequently cancelled a trip to the UK to choice up an award, for fear of arrest.

In a declaration provided to the Guardian, the bestselling author said: “‘In July 2025, the direct-action objection collection Palestine Action was proscribed as a extremist institution in the UK. The following month, I wrote an opinion part expressing my aim to go on supporting Palestine Action, which is not a proscribed or alternatively prohibited collection current in the Republic of Ireland.

“As a result, the fulfilment of contracts to publish my activity in the UK could now form a grave offender offence. After a procedure of consultation and deliberation, and alongside my complete agreement, my publishing company Faber has hence resolute that it can no longer provision my activity inside the UK. I have made all attempt to be honest alongside the community concerning my beliefs and intentions, and I am entirely prepared to obtain the consequences.”

In a elevated court declaration in assistance of the lawful challenge to proscription, alert against its effect on liberty of expression, Rooney stated her books could disappear from UK stores and the publish of new plant in the UK could be prevented.

Her books have been critically acclaimed – she has been described as the sound of a generation – and hugely commercially prosperous in the UK. Normal People has sold additional than 1m copies, during Conversations With Friends and Beautiful World, Where Are You have all sold additional than 500,000. Normal People and Conversations With Friends were adapted by the BBC, and the erstwhile racked up 62.7m views, becoming the broadcaster’s most-streamed sequence of 2020.

Rooney stated final twelvemonth that she had been advised by the autonomous manufacturer of the TV dramatisations that any fee to her for those series, the two broadcast before the ban, would be a breach of extremism laws if it knew or suspected that she was using the royalties to prosperity Palestine Action.

Section 15 of the Terrorism Act makes it an offence if a individual “provides prosperity or another property, and knows or has sensible logic to doubtful that it volition or may be used for the purposes of terrorism”. It carries a maximum declaration of 14 years in prison.

Her UK and Ireland publisher, Faber, said: “Current law in the UK has led to circumstances anywhere Faber cannot continue on UK earnings to Sally Rooney for her work. To market a writer’s activity and not be capable to continue on earnings is an unconscionable circumstance for a publisher.

“As such, and in complete accord alongside Sally, we have taken the decision that we can no longer provision her plant in the UK in any format. We remain the arrogant publishing company of her notable build of work, which we volition continue to market in another territories.”

More than 3,700 group are believed to have been arrested in the UK for alleged assistance of Palestine Action since it was banned in July final year, most for holding placards saying: “I oppose genocide, I assistance Palestine Action.”

About 2,500 group have been charged, although none have been tried as a lawful difficulty to the ban is continuing and will be heard by the supreme court next month. Most arrests and charges have connected to division 13 of the Terrorism Act, which carries a maximum jail term of six months.

Huda Ammori, a co-founder of Palestine Action who has brought the lawful difficulty against the ban, said: “Sally Rooney being unable to publish her activity in the UK marks a new low in the escalating assault on liberated address caused by the proscription of Palestine Action …

“[She] took a brave and ethical remain from the instant plans to ban Palestine Action were announced. She has refused to colony her convictions, equal at significant individual and expert cost. Her activity have to be celebrated and extensively available​, not driven off the shelves of British bookshops since she refuses to be complicit in the suppression of solidarity alongside the Palestinian people. No author should have to choose between their principles and their liberty to publish.​”

Rooney’s books were motionless on transaction in chief London on Wednesday afternoon, and Waterstones stated that existing inventory could motionless be sold.

Gian Carlo, a bookseller at Henry Pordes Books, stated the same, adding: “Nothing goes to Sally Rooney in this case. We market books of all types, they’re not connected to the author. I can’t say I don’t concur alongside her.

Mary met a man on the courtship app Plenty of Fish in 2024. She told the Guardian she had been looking for a connection, but alternatively became the casualty of a love narrative scam that disbursal her nearly $100,000.

“There was a lot of conversation, and afterward it started alongside the changeless contact, force and repeated asks for money,” Mary, who asked that her final name be withheld, stated in an discussion on Tuesday. “It fair escalated really, really quickly.”

Mary was one of multiple group who said to staffers from the US Congress’s shared financial commission as part of an inquiry by Senators Maggie Hassan, Democrat of New Hampshire, and Marsha Blackburn, Republican of Tennessee, into love narrative scams on courtship platforms owned by Match Group. Match Group operates apps specified as Tinder, Hinge, Plenty of Fish, Match (formerly Match.com) and others.

“Romance scams, in which fraudsters form relationships to induce prosperity or gifts from victims, have rotate into a foremost form of financial fraud in the United States and disbursal Americans at smallest $1.3bn annually,” the senators noted upon the investigation’s initiate last September.

On Tuesday, a report detailing the results of that inquiry was published.

Internal documents provided by Match Group showed that “as of the second fractional of 2025, Tinder had not updated most of its device learning models in years” and “as a result, Tinder detected scammers and another bad actors small reliably and struggled to keep gait alongside emerging threats”, per the report.

Data provided by Match Group additionally showed that through the third fourth of 2025 in the US, nearly 1.5m scammers or another bad actors on Tinder and Hinge had “matched alongside at smallest one another user”. The study additionally showed that nearly 500,000 of those accounts “exchanged communication data alongside another user”.

Mary told the Guardian that she tried to established whether the scammer she said alongside was real. He would communication her constantly, she said, and knew anywhere she lived. She stated that the man told her he needed prosperity for work-related things and medicinal emergencies.

“They never depart you alone,” she said. “I call it akin being in a vortex. You don’t equal realise what’s happening. You’re sending money, and it’s adding up, but all one of those times that you dispatch money, it’s, like, not connected to the another times. But eventually whenever I realized how much prosperity I lost, I was like: ‘Whoa.’”

In total, Mary stated she sent the man concerning $100,000 in cryptocurrency payments. After realizing he was a scammer, she blocked his number. He would afterward toggle phone numbers and communication her again.

Mary has since sought to acknowledge the group rearward the fraud and discovered another Plenty of Fish profiles using the identical photos as the man she had talked to. She has reported them to the platform.

“If you knew me, you would say she would never do that,” Mary said, adding that she struggles to comprehend how it all happened, but believes it’s “really a lot concerning power of control”.

Tuesday’s study noted that since the initiate of the inquiry final September, Match Group had “introduced and expanded crucial measures designed to combat scams” including a facial verification feature on the Tinder app throughout the US, “requiring all new Tinder users to complete a video selfie verification process”.

In a news release on Tuesday, Hassan and commission Democrats added that Match Group additionally “instituted new efforts designed to eliminate harmful accounts additional effectively” including in the archetypal fractional of 2025, a “new AI model” that examines profiles and another data to detect scammers and another bad actors.

“It is encouraging that following commission outreach, Match Group introduced new AI models,” the study states. However, those “changes came following a prolonged duration during which scams continued to proliferate on Tinder”.

In reply to the study on Tuesday, Yoel Roth, Match Group’s elder vice-president of rely and safety stated in a statement: “We’re grateful the commission recognized our important advancements to defend our users against love narrative scams.”

He said: “That said, the study mischaracterizes the two the historic measure of our funding and the activity already complete. Alongside our involvement alongside the Committee complete the former year, we’ve made the largest safety advancements in Match Group’s history. Trust and safety is a foundational priority, and we average to continue foremost the industry in construction tools that advance authentic, harmless connections.”

Much of the safety work, including visage check, was already under way before the committee’s investigation, Match Group told NBC News.

In June, Hassan introduced legislation alongside alongside the Republican legislator Rick Scott, that would established a chief portal for Americans to study scams “and get the assistance they need from law implementation and agencies”.

Hassan, in a declaration alongside alongside the publish of the study on Tuesday, described love narrative scams as “devastating – the two financially and emotionally – to group who are looking for association and alternatively discover themselves targeted and exploited by earth offender enterprises”.

“During the way of our investigation, Match Group made advancement in combating scammers – but it shouldn’t have taken so long, and there’s motionless additional that Match needs to do,” she said.

“As offender networks use AI to supercharge their scams, courtship apps and all companies must quickly and proactively keep their scam defenses up to date. Companies must remain vigilant and prioritize thorough scam safety at all flat to defend consumers and obstacle fraudsters from infiltrating online platforms.”

There’s an complete cottage industry of iPod mods out there, but Sprout Pi and Sprout Pico are two of the few complete motherboard replacements that merge many of the most famous mods into a sole upgrade. Both versions add Bluetooth, Wi-Fi, USB-C, a microSD cardstock slot, FLAC playback, and more. And during cracking open an iPod volition never not be intimidating, at smallest the Sprout doesn’t necessitate any soldering.

The firmware allows audio complete USB for wired headsets, as fine as complete the first 3.5mm jack. Plus, Bluetooth assistance lets you nexus to your AirPods or favorite UE gathering speaker. Wi-Fi enables Google Cast and AirPlay streaming, as fine as podcast downloads, which is a nice touch. The higher-end Sprout Pi additionally supports streaming via Spotify and Apple Music, affirmative apps, which, honestly, benevolent of misses the point. iPods are famous again exactly since they get you distant from the algorithm and bounds distractions.

Sprout Pi volition lone activity alongside 3rd- and 4th-generation iPods and iPod mini, which volition bounds its petition somewhat. The project volition initiate a crowdfunding run shortly through Crowd Supply, but it has yet to province a price.

Anbernic shared a new video of its upcoming dual-screen handheld it announced final week showing the equipment playing 3DS, Xbox, and PS3 games through emulation. While competitors akin Ayaneo have been making dual-screen handhelds for a few years, Anbernic lone lately introduced its own dual-screen devices including the RG DS and RG DS Plus. Those handhelds are designed to be contemporary replacements for the Nintendo DS, but the new RG DDS, abbreviated for “Dream Dual Screen,” has a faster processor and displays alongside aspect ratios optimized to substitute the Nintendo 3DS — although Anbernic isn’t trying to recreate the glasses-free 3D effect.

Full achievement particulars aren’t yet known, and Anbernic has yet to disclose the RG DDS’ cost or how aggressively it plans to vie alongside devices akin the Ayaneo Pocket DS which currently starts at $579. Both the Anbernic RG DS and DS Plus commencement at under $100.

What we do cognize is that the RG DDS volition characteristic a 4.7-inch, 1,200x720 top display and a 4-inch, 960x720 base display that equivalent the aspect ratios of what the 3DS used. Those displays additionally the two characteristic triple the resolution of the 3DS’ screens allowing emulated games to be effortlessly scaled up. The RG DDS volition be powered by a Qualcomm Snapdragon G2 Gen 2 chipset alongside a 6,000mAh rechargeable power division and volition contain built-in vibration feedback and an extendable stylus stashed inside.

The RG DDS’ scheme looks nearly identical to the 3DS although you’ll discover an additional analog thumbstick on the lesser correct for playing 3D games that necessitate a brace of them. It additionally carries onward the small clasp established next to the top correct border of Nintendo’s New 3DS’ touchscreen. But alternatively of functioning as a camera controller the RG DDS volition use the clasp as a shortcut for accessing AI features that have yet to be revealed.

President Donald Trump's new White House media secretary, Katie Zacharia, got off to a slightly rocky commencement alongside her 14-minute debut media briefing on Tuesday.

And now bettors on prediction markets akin Polymarket and Kalshi are putting prosperity downward on how lengthy the traditional commentator volition final in the high-profile job.

On Kalshi, bettors gave Zacharia a 38% chance of being out as White House media administrator before January 1 in a wager that had additional than $313,000 in selling quantity as of first midday Wednesday.

Kalshi traders were additional bearish complete the longer term, putting the chance of Zacharia's departure before July 1 at 60% and before July 1, 2028 at 96%.

The wager's selling quantity indicated meaningful involvement in the tenure of the newly appointed media secretary, although it remained fine below Kalshi's biggest governmental markets. A market on whether Defense Secretary Pete Hegeseth volition be out of a job, for example, had drawn additional than $1.4 myriad in volume.

Polymarket's location has a akin market concerning Zacharia, asking whether she would be out as media administrator by the end of the twelvemonth or by the end of October.

Bettors gave a 38% chance of an notice by October 31 and a 51% chance by December 31.

When asked for comment on Wednesday, White House communications director Steven Cheung told Business Insider: "Katie is a fabulous and fantastic supplement to the team."

"She is uniquely qualified and whip astute to assistance communicate the American group concerning all the awesome things President Trump and his Administration have been doing, and she volition do an amazing job as Press Secretary," Cheung said.

Beyond the hiccups in her archetypal media briefing, Zacharia — who has often described herself as an attorney — faced scrutiny complete her lawful qualifications. When asked what province she passed the bar exam in, Zacharia told reporters, "When I moved to China."

State bar exams are mostly administered in individual inside the jurisdiction.

Zacharia told Business Insider in a declaration Tuesday that she "practiced global transaction law, alongside all the suitable credentials," without detailing anywhere she may have passed the bar.

The State Bar of California told Business Insider it didn't have any records showing that Zacharia, who has lived and worked in the state, was always licensed to custom law there.

A spokesman said, "The State Bar of California has no document of Kate Sharon Zacharia or Kate Sharon Black having been licensed to custom law in California."

I have observed many founders or marketers regularly act the identical immediate into Claude or ChatGPT. “Build a promotion scheme for my business.”

Seconds later, ChatGPT pushes out a complete promotion plan. It is organized, articulate and packed alongside promotion finest practices: SEO, paid acquisition, social media content, email nurtures, webinars, account-based promotion and a video strategy.

This may awareness akin an instant win for a occupied originator or marketer, but whenever you hand that document to your team, or try to execute it yourself, it nearly continually fails.

The scheme isn’t wrong. It is generic. And as detailed in Clarity Digital’s inspection titled “Why Generic AI Marketing Strategies Fall Flat,” mistaking a generic AI document for an executable roadmap is among the fastest ways to scorch capital.

You can use AI for scheme if you comprehend its limits

To be clear: You entirely can use AI to build a promotion strategy. Large Language Models (LLMs) are useful tools for understanding audience research, stress-testing hypotheses, analyzing raw feedback and example strategic frameworks.

The breakdown occurs whenever leaders outsource strategic judgement to an ungrounded AI.

A genuine scheme is not a thorough catalog of fine ideas. It is a set of choices backed by data and your accessible resources: what your endeavor volition prioritize, what it volition prosperity and, most importantly, what it volition explicitly refuse to do according to scarce resources.

When you ask AI to compose a marketing plan without feeding it your operational constraints, it doesn’t intermission to ask, “How much prosperity do you really have?” or “How many hours a week can your sole marketer work?”

Instead, it gives you a strategy-shaped document, or a maximalist wishlist masquerading as an actionable roadmap.

Polished, costly and impractical: What investigation reveals

This isn’t fair a theoretical trap; it’s documented by research. A study evaluating ChatGPT-generated promotion strategies for real-world companies revealed how quickly ungrounded AI recommendations diverge from endeavor realities:

• Detached budgets: For a sustainable manner startup, ChatGPT projected a six-month promotion prosperity of about €101,460, a fig the company’s administrator squad immediately flagged as wildly excessive. For a chemic firm, the example recommended a six-month prosperity ranging from €151,800 to €292,200, entirely ignoring the company’s small squad and humble chief constraints.
• Unrealistic workloads: The AI recommended a posting cadence of up to four posts per phase daily, seven days a week. For a lean startup or solo social media manager, this is an unattainable workload that guarantees burnout or a autumn in quality.

The matter isn’t that generative AI is useless. It’s that LLMs default to maximalist recommendations since the AI doesn’t pay your payroll or activity your weekends.

The 4 structural traps of generic AI plans

When you depend on an ungrounded example to dictate your growth roadmap, four structural problems inevitably arise:

1. It defaults to “more,” not “better.” Generative AI operates on volume. It volition continually propose additional channels, additional campaigns and higher output since it has no idea of chance cost.
2. It operates in a contextual vacuum. Unless you nourish it definitive data, an LLM treats a bootstrapped startup alongside a $5,000 prosperity the identical way it treats an endeavor squad alongside a $1 myriad media spend.
3. It projects false certainty. LLMs excel at turning broad promotion conventions into authoritative recommendations, despite of whether those strategies equivalent your revenue sequence or margins.
4. It cannot own the tradeoffs. AI won’t sit in your commission meeting, defend a bloated prosperity or explain why customer acquisition costs spiked during pipelines stall. 

For expanding companies, the top hazard of generic AI scheme isn’t fair mediocre copy; it’s asset fragmentation.

Imagine a lean B2B squad receives an AI scheme advising simultaneous pushes throughout LinkedIn, YouTube, paid search, podcasts and outbound ABM. Attempting to execute all five alongside a small squad results in surface-level efforts throughout all channel, zero guide follow-up and three months of burned cash.

A strategic chief would have eliminated four of those channels to twice downward on high-intent hunt and straightforward sales, the two levers really aligned alongside their budget, margins and revenue capacity.

Prompt engineering vs. environment engineering

If you desire AI to create actionable strategic insights, “better prompting” isn’t enough. You need decision engineering.

Context engineering method feeding the example your proprietary business context before asking it to formulate a plan. Before asking AI for a strategy, provision it with:

• Real financials: Available capital, mark client acquisition disbursal and payback periods
• Pipeline realities: Length of your revenue sequence and historic conversion rates by channel
• Team constraints: Exact headcount, accomplishment sets and realistic weekly implementation bandwidth
• Customer data: Direct feedback, sales-call transcripts and key client ache points
• Existing promotion data: Access to your website traffic, any data from former promotion campaigns, etc.

The 5-question AI actuality check

Before you or your guidance squad execute any AI-assisted promotion plan, run it through this five-step audit:

1. Which particular endeavor metric does this immediately move? (e.g., pipeline velocity, border expansion, net retention, not fair “brand awareness.”)
2. What inner data or client evidence is this advice built on?
3. What initiatives are we explicitly stopping or limiting to prosperity this?
4. Who owns execution, and do they have the genuine bandwidth to provision without sacrificing quality?
5. What 30-, 60- or 90-day key metric volition inform us this scheme is operating — or that we need to pivot?

If your AI-generated scheme cannot answer these questions using genuine inputs from your business, you don’t have a strategy. You have a draft. Treat it as a starting point, use your administrator judgment, and carve out the tradeoffs that guide to genuine growth.

I have observed many founders or marketers regularly act the identical immediate into Claude or ChatGPT. “Build a promotion scheme for my business.”

Seconds later, ChatGPT pushes out a complete promotion plan. It is organized, articulate and packed alongside promotion finest practices: SEO, paid acquisition, social media content, email nurtures, webinars, account-based promotion and a video strategy.

This may awareness akin an instant win for a occupied originator or marketer, but whenever you hand that document to your team, or try to execute it yourself, it nearly continually fails.

[Posted October 14, 2026 by corbet]

The fairly abbreviated sequence of ten patches basically enhances folio lookup by noticing whenever folios are hot, and environment a "delay releasing this folio until following a RCU period", and afterward using that RCU postpone it does not fair the folio lookup itself under RCU (which we've done forever), but additionally the genuine folio data accesses themselves under RCU. No refcount taking needed for the fastpath where we can fair peruse the data from the folio entirely in an RCU-protected area whenever the person copy doesn't logic leaf faults.

The end outcome is an order-of-magnitude speedup for a read()-heavy benchmark. Review has already identified a race condition in the code, though, so additional activity volition be needed.

Note: you can evade this stage in the forthcoming by logging into your LWN account.

I travel by train all chance I get.

Over the former five years, I've spent approximately 154 hours crisscrossing the US on Amtrak trains, and all time, I've had a distinct experience.

I've lounged on a couch in a personal area alongside a complete bathroom, transformed two seats into a bunk in a 20-square-foot division called a roomette, and received complimentary meals in the dining car on overnight trains.

I've additionally saved prosperity in trainer and upgraded to business and archetypal class on shorter rides.

In total, I've sampled five distinct booking types on 10 trains from the Northeast to the Southwest. One premium place offers the finest value for the upgrade.