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The Computomatix Times

All the posts fit to save — curated from @computomatix's bookmarks & likes on X

Edition of Monday, September 28, 2026

43 stories

Peter Steinberger Open-Sources Shared Configuration for AI Coding Agents

Peter Steinberger Open-Sources Shared Configuration for AI Coding Agents

A post describes how OpenClaw creator Peter Steinberger open-sourced his agent-scripts repository, which uses a single AGENTS.MD file and symlinks to keep Claude Code and Codex on the same instructions. The repo has 6.6k stars and an MIT license.

Original post · 1 min read
Peter Steinberger, the creator of OpenClaw, open-sourced his entire agent setup

The core idea is one folder that every agent on his machines reads from.

A single AGENTS.MD holds his rules, and a script symlinks it into ~/.claude/CLAUDE.md and ~/.codex/AGENTS.md
This way Claude Code and Codex always follow the same instructions.

Every other repo gets one line at the top:
READ ~/Projects/agent-scripts/AGENTS.MD BEFORE ANYTHING.
Change a rule once and every project picks it up.

Skills work the same way. 69 of them live in one place, each with a short description the agent reads to decide what to load, and scripts/sync-skills links them into both agents.

Fork it, replace his rules with yours, and delete the skills you do not need. His AGENTS.MD is full of his own hosts and accounts.

6.6k stars, MIT - github.com/steipete/agent-scripts
Yarchi @undefinedKi
The 5 levels of AI agents. From a single prompt to a production agent (Complete course) — There are five words people throw around about agents right now. Context engineering, loop engineering, Jev engineering, harness engineering, eval engineering.
They sound like five competing
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Shopify Launches WebMCP Checkout Support for Browser Agents

Browser agents now shop and check out faster on Shopify using WebMCP

Shopify announces WebMCP support for checkout, including Shop Pay, for eligible merchants, letting agents read, update and submit checkouts through structured tools instead of scraping pages. The author explains when to use UCP hosted MCP endpoints versus WebMCP in the browser.

Original post · 6 min read
Shopping with an agent shouldn’t feel like watching paint dry. 🥱
Today, we’re launching WebMCP support for checkout, including Shop Pay, for all eligible Shopify merchants.

Learn how it works, where UCP fits, and what the data shows:
X ArticleBrowser agents now shop and check out faster on Shopify using WebMCP
Today, we’re launching WebMCP support for checkout, including Shop Pay, for all eligible Shopify merchants. I recently wrote that shopping with a browser agent is often slower and less reliable than doing it myself. The agent reads the page, finds an input, fills it, and reads the page again to figure out what changed. Then the agent does that again, and again, and again for every input. Sometimes, it even fills in the wrong information.
We already support WebMCP for storefronts and carts, so agents can search products, browse collections, and add items to a cart through structured tools. Now they can also read the checkout, update it, and submit it with the buyer’s authorization. From search to order, no screenshots or scraping required.
When should you use WebMCP?
Shopify exposes structured commerce APIs via the Universal Commerce Protocol (UCP), that enable agents to discover products, build carts, and checkout. UCP is the shared language that hosted MCPs and WebMCP both speak to. These are different access methods to the same protocol, to support wherever your agent runs.
Some agents work entirely server to server. Some work inside the buyer's browser. Some do both in one purchase, like an agent that builds a checkout through our APIs and moves into the browser when the buyer needs to review or verify something.
So here's my recommendation. If your agent can work without a browser, then go server to server, reach UCP through our hosted MCP endpoints, like Checkout MCP. It's the most efficient path, as it does not require loading and rendering pages and orchestrating a browser.
If your agent is operating in the buyer’s browser, use WebMCP tools provided on storefront and checkout to efficiently complete order placement, instead of navigating HTML built for humans. These WebMCP tools provide structured and efficient APIs, purposely designed — via UCP — to ensure accurate commerce facts, required disclosures, and handoff requirements.
A checkout interface built for agents
I’ve worked on checkout for years and I know that details matter. An address changes the available shipping options; a delivery choice changes the total, which may in turn affect discount eligibility and more; a merchant may require the buyer to accept terms before placing an order. An agent has to get these right.
With WebMCP, checkout surfaces tools with well-defined names, descriptions, and input schemas that capture the full fidelity of required inputs and context to negotiate a checkout. A browser agent can now discover those tools and call them in the buyer’s existing session.
There are three core tools:
get_checkout reads the current checkout, including line items, totals, fulfillment options, and messages about what’s missing or blocking.
update_checkout applies the desired writable state through checkout’s existing validation and returns the recalculated checkout.
complete_checkout attempts to place the order after the agent signals buyer authorization for the purchase.
The responses tell the agent what’s still missing, if buyer action is required, and when the order has been placed.
Updates describe the desired state
Updates are PUT-style. An agent sends the complete desired state for the writable fields accepted by update_checkout, and receives the full updated response, eliminating guesswork and possibility of missed terms or requirements.
For example:
The buyer changes their shipping address.
The agent submits the new address alongside the values it needs to retain.
WebMCP returns the full updated checkout and messages, which enables the agent to immediately detect and reason through cases where only partial fulfillment is available, split shipping is required, and all of its downstream consequences.
The agent can then select a delivery option from that response in its next update.
Less guesswork and fewer turns for the agent, with more reliable outcomes for the buyer.
Just how much better is WebMCP?
Browser agents spend time repeatedly interpreting screenshots or scraping the DOM and deciding where to click or type. Take a Shop Pay buyer with multiple saved addresses. With browser automation, the agent has to open the address book, parse the page, and click through to make a selection. With WebMCP, it can retrieve those addresses and select the right one by ID. The address book is already structured data. The agent should be able to use it that way.
We compared WebMCP in checkout with browser use using GPT-6 Sol, with the same prompts and starting conditions. We tested 10 checkout tasks across 2 test shops, running each task 6 times with each approach: 30 paired comparisons, or 60 attempts in total.
In this benchmark, here’s how WebMCP performed:
Time per attempt: 27.4s → 10.3s, or 2.7x as fast.
Cost per attempt: 58% lower when using WebMCP, at OpenAI’s list price.
Successful attempts: 56/60 with browser automation → 60/60 with WebMCP.
Tasks included updating an address, applying and removing a discount, updating an email, e… continue on X ↗
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AI8/10

Netflix Replaces Recommendation Engine With LLM-Based GenRec Ranker

Netflix Replaces Recommendation Engine With LLM-Based GenRec Ranker

A post describes Netflix's GenRec, an LLM-backed ranker that converts watch history and metadata into natural language and scores the catalog in one pass. The author claims it beat Netflix's production system using roughly 40x fewer labeled training examples.

Original post · 2 min read
Netflix replaced their 15 years old recommendation algorithm with an LLM.

It’s called "GenRec" and it completely changes how recommendation algorithms are built.

For over a decade, the Netflix recommendation engine was a masterclass in feature engineering. Data scientists built thousands of complex, handcrafted features to figure out what you wanted to watch next.

It required bespoke architectures. Massive infrastructure. Constant manual tuning.

Netflix threw all of it away.

They built GenRec, an LLM-backed ranker.

Instead of translating your behavior into complex math, they just turn your watch history and metadata into a natural language sentence.

They feed that raw text into a foundation LLM.

The AI simply reads your behavior like a story, understands your evolving tastes, and scores the entire catalog in a single forward pass.

No manual feature engineering. No complex bespoke architectures.

Here is the part that should terrify traditional data scientists.

This text-based LLM didn't just match the highly tuned production system Netflix spent years perfecting.

It beat it.

And it achieved those statistically significant gains using roughly 40x fewer labeled training examples.

We are watching a massive paradigm shift in real time.

The most complex predictive algorithms in the world are being replaced by models that just know how to read.

If Netflix can replace their core product engine with an LLM, what complex system in your business is about to become obsolete?
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Instinct Raises $1 Billion at $10 Billion Valuation With 14 Staff

Sheel Mohnot reports that personal AI assistant Instinct raised $1 billion at a $10 billion valuation from Benchmark, Sequoia and Coatue, with 14 employees. Most new funds will go to compute, which CEO Noah Shinn spends 40% of his time acquiring, and the company is reportedly growing 10% a day.

Original post · 1 min read
Instinct raised $1B at a $10B valuation, from Benchmark, Sequoia, Coatue

They have 14 employees.

Most of the new money will go toward compute, which CEO Noah spends 40% of his time acquiring.

They are growing 10% a day, had $1B of transaction volume, 50% of which is travel
Sheel Mohnot @pitdesi
Instinct looking to raise $1B, potentially at a $10B valuation.

Compute costs are high and Noah doesn’t want to charge users for the product.

Instinct has raised $350M to date, mostly uses open source models and wants to own chips and data centers

theinformation.com/articles/personal-ai-app-in…
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AI7/10

Patrick OShaughnessy Tests Instinct AI Assistant for Shopping

Patrick OShaughnessy describes using Instinct, an invite-only personal AI assistant, to choose and order a gym speaker system from a photo and budget in about ten minutes. He says the assistant also caught a cable length mismatch and ordered the correct one.

Original post · 1 min read
My personal favorite use case so far (favorite moment at the end)

I wanted a new speaker system for my gym

Took a picture of the gym and explained type of sound I wanted, budget, main use cases

Instinct made me a website comparing 3-4 options, complet with mocked up visuals of the various brands in my gym

I bought my favorite option. It made the orders from several vendors (KEF and SVS, etc) without me doing anything

The most amazing moment was that it told me the stock cable connecting to the subwoofer was 3m but based on the picture I gave it, it looks like I need 6m, so it also ordered that longer cable separately! So damn good.

This took me 10 min from picture to order the placed.
Patrick OShaughnessy @patrick_oshag
My conversation with Noah Shinn (@noahrshinn), founder of Instinct.

Noah is building a personal AI assistant. It's still invite only, has spent nothing on marketing, and is growing roughly 10% A DAY.

This is his first long conversation about the company.

We discuss:
- Why Instinct doesn't have an app
- Buying compute months ahead of exponential demand
- How users learn to trust it with a credit card
- Safety and security
- Agents coordinating with other people's agents
- Instinct's business model
- Apps built on consumer inertia
- and more

Enjoy!

Timestamps:
0:00 Intro
4:11 What people ar…
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AI7/10

Nvidia Open Agent Safety Platform Draws Attention After Hugging Face Incident

Gavin Baker says Nvidia's new Open Agent Safety Platform would likely have prevented the Hugging Face agent incident. Clem Delangue of Hugging Face argues that allowlists restrict destinations but not agent payloads, and announces a contribution to OpenShell.

Original post · 1 min read
Nvidia’s new Open Agent Safety Platform would have probably prevented the much discussed Hugging Face incident.

Engineering a better, safer world.
clem 🤗 @ClementDelangue
From what we know (take with a grain of salt, we need much more transparency!), if @OpenAI had been running this on their own agents that attacked us, they would have caught them before we did!

Since the first agent cyberattack hit us in July, we've been asking what safe agent infra actually needs. Our current read: the destinations were allowed, the payloads weren't. By OpenAI's own account the agents turned an allowed package repository into a message board. Allowlists alone restrict where an agent can go, not what it does.

So here's our first contribution to OpenShell, part of the just la…
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AI7/10

Alex Finn Says Anthropic's Sonnet 5.5 Is a Major Leap in Affordability

Alex Finn, who had early access, says Claude Sonnet 5.5 is hard to distinguish from Opus 5.5 while costing a fraction as much. He calls the speed and intelligence gains among the biggest AI leaps he has seen and recommends it for routine tasks.

Original post · 1 min read
This is bigger news than it appears

I’ve had early access to Sonnet 5.5 for a bit now and honestly at first I couldn’t tell the difference between this and Opus 5.5

It’s a fraction of the price of Opus, which already felt like you got an absurd amounts of usage out of for cheap

It’s clear Anthropic has had some sort of breakthrough the last month

The jump in intelligence, speed, and affordability of all their 5.5 models is maybe the biggest leap we’ve ever seen in AI

You need to be using this model for all your standard, fastball down the center work

With its speed and intelligence you’ll be shocked at how fast you get tasks done
Claude @claudeai
Introducing Claude Sonnet 5.5, the second model in the Claude 5.5 family.

It’s a clear upgrade over Sonnet 5, runs more than 30% faster, and costs up to 30% less for most work.
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MongoDB CEO CJ Desai Departs for Meta; Stock Falls 20%

Vijar Kohli analyzes Meta's hiring of former MongoDB CEO CJ Desai as Chief Enterprise Platform Officer, noting the timing before MongoDB's investor day and a roughly 20% drop in MDB. He suggests the selloff could be a buying opportunity while questioning Meta's enterprise strategy.

Original post · 1 min read
This is a very surprising move.

1) Zuck buried the lead in his post. CJ is an aggressive hire to build out Meta's Enterprise Platform.

2) MongoDB is a notable $27 billion database business. Dev Ittycheria was CEO for 11 years and stepped down last November.

3) CJ Desai became CEO with a $52m comp package. His base salary was $500k with a $2.5m signing bonus. He left +$49 million on the table. Which means Mark made a serious offer (+$100m?)

4) Dev stepped back in as interim CEO.

5) MongoDB is having their Investor Day tomorrow in NYC at the Nasdaq. RSVPs closed lol

This is probably a poor move by CJ. Mark will make a great offer to any great executive. He probably wasn't aware of MongoDB's Investor Day + timing.

$MDB is down 20% on the news.

The next 2-3 weeks is probably a good time to build a position here. Dev knows the business, and databases are mission critical in the world of AI. MongoDB is not going anywhere.

On the flip side, I have no idea how Meta's Enterprise Product will work. They shut down their Workplace product years ago. Meta is a consumer focused business. But there's tons of opportunity to compete in Enterprise AI with a low cost, open source model. Maybe Meta will pull it off.
Mark Zuckerberg @finkd
To lead this effort, I'm excited that Chirantan "CJ" Desai will join Meta as Chief Enterprise Platform Officer, reporting directly to me. CJ is an experienced enterprise leader with a track record of building full-stack software and delivering results in AI, infrastructure, business applications, and security. He has an extensive industry network that we look forward to partnering with. CJ joins us from MongoDB, where he was CEO and President. Before that he led product and engineering at Cloudflare and spent nearly eight years at ServiceNow, including as President and COO.
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Instinct, AI Assistant, Valued at $10 Billion in New Funding

Instinct, AI Assistant, Valued at $10 Billion in New Funding

Andrew Ross Sorkin reports in DealBook that Instinct, an AI assistant, is now worth $10 billion after raising $1 billion from Benchmark, Sequoia and Coatue, with 14 employees. The post links to a separate NYT piece on whether AI safety risks could derail OpenAI and Anthropic IPO plans.

Original post · 1 min read
Scoop in @dealbook : Instinct, the hot AI assistant, is now worth $10 billion! With only 14 employees. It raised $1 billion from @benchmark, @sequoia and @coatuemgmt.

nytimes.com/2026/09/28/business/dealbook/ai-sa…
nytimes.comCould A.I. Safety Risks Derail the Sector’s I.P.O. Prospects?Big liability questions lie ahead for the artificial intelligence labs Anthropic and OpenAI as they push ahead with plans to go public.
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Patrick O'Shaughnessy Interviews Instinct Founder Noah Shinn

Patrick O'Shaughnessy Interviews Instinct Founder Noah Shinn▶

Patrick O'Shaughnessy shares a podcast conversation with Noah Shinn, founder of invite-only personal AI assistant Instinct, which is growing about 10% a day with no marketing spend. Topics include the absence of an app, compute purchasing, trust, safety, agent coordination and the business model.

Original post · 1 min read
My conversation with Noah Shinn (@noahrshinn), founder of Instinct.

Noah is building a personal AI assistant. It's still invite only, has spent nothing on marketing, and is growing roughly 10% A DAY.

This is his first long conversation about the company.

We discuss:
- Why Instinct doesn't have an app
- Buying compute months ahead of exponential demand
- How users learn to trust it with a credit card
- Safety and security
- Agents coordinating with other people's agents
- Instinct's business model
- Apps built on consumer inertia
- and more

Enjoy!

Timestamps:
0:00 Intro
4:11 What people are using AI agents for
15:07 Rethinking travel, reservations, and the internet
22:43 Trust, privacy, and personal data
27:50 The business model behind Instinct
38:04 How existing businesses will adapt
47:55 Designing a personal assistant people love
53:15 Growth, compute, and competing with Big Tech
1:11:44 What’s next for Instinct and personal AI
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AI7/10

NVIDIA Introduces Open Agent Safety Platform With 100 Partners

NVIDIA, with over 100 industry partners, introduces the Open Agent Safety Platform combining OpenShell and Sentry as an open ecosystem for trust in agent systems. Bill Gurley praises the approach as how mature enterprises solve security problems rather than through press releases that create panic.

Original post · 1 min read
This is how mature enterprises solve security problems (vs braggadocios press releases that create panic instead).
Jensen Huang @JensenHuang
Today, with over 100 industry partners, we introduced the NVIDIA Open Agent Safety Platform, bringing together OpenShell and Sentry.

Artificial intelligence is extraordinary technology that will advance discovery, productivity, security, health, and prosperity for generations to come.

But its full promise can only be realized when people have confidence that AI is being built to be safe and deployed with wisdom and responsibility.

This is bigger than a single product. It's the beginning of an open ecosystem to build the trust layer for safe agent systems.

Together, we are building the foun…
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Physician Argues Foreign Doctors Fill Gaps Created by U.S. Medical School Shortfall

Physician Argues Foreign Doctors Fill Gaps Created by U.S. Medical School Shortfall

Dr. Joseph Younis responds to claims of H-1B fraud among residency programs, arguing that international medical graduates fill primary care and rural positions because U.S. medical schools produce far fewer graduates than available residency slots. He contends the root problem lies in medical school admissions, not in the programs or the IMGs themselves.

Original post · 2 min read
Again, the vast majority of this is not H1B fraud.

What you’re looking at is a cherry-picked list of community programs that are forced to accept IMGs because U.S. medical schools train 15,000 less medical graduates compared to available residency spots. In 2025, for example, there was 52,577 American college students who applied to medical school and only 22,262 were accepted. BUT, in 2025 there was also ~40,993 residency slots. When you add U.S. MDs and U.S. DOs applying to residency in 2025 you got roughly 27,498. That’s 13,495 short.

Who fills them? Two: U.S. IMGs (American international medical graduates) and non-U.S. IMGs (those are the “foreign” doctors you’re referring to).

Now, where do these IMGs match? Overwhelmingly in primary care and rural-suburban programs, which historically are areas US MDs don’t prefer. However, AND THIS IS IMPORTANT: JUST BECAUSE US MDs DONT PREFER IT DOES NOT MEAN THEY WOULDNT DO IT IF THAT WAS THEIR ONLY OPTION. Check charts below.

The evidence shows that 67-85% of US MDs would rather take ANY specialty and program over waiting just one more year to try again.

So what does this all mean?
1. The problem is not IMGs
2. The problem is not residency programs
3. The problem is upstream, at the medical school level. Why do we have ~52,000 Americans trying to get into med school and we turn away 58% of them?
4. IMGs are filling a need in a vacuum we created. Getting rid of IMGs would collapse healthcare in its current state
5. No, it’s not true that “Americans wouldn’t take those jobs anyway.” This is a scapegoat that lacks nuance. The match data is evidence against it. We shouldn’t invent arguments to mask bad policy
6. Bad policy persists only when incentives are involved. So who’s involved is the question you should be asking instead of racially targeting doctors.
7. The truth is we do need a diverse workforce, data shows patient-physician congruence is an important aspect of care management
8. We need to stop screwing over American students

It can all be true. This is a complex issue that’s cemented for 100 years now.
Expose H1B Fraud @JobsNowPaper
Look at this chart.
These are American residency programs.

Red = foreign resident doctors.
Grey = Americans.

Some hospitals are almost 100% foreign. A lot of these doctors came in on visas. Some have been tied to fake credentials and USMLE cheating scandals.

I pay the premiums. I wait months to be seen. Taxpayer-funded Medicare GME money(over $21 billion a year) is training these foreign doctors instead of Americans.

And I DO NOT even trust these doctors !

Why should we keep funding this?
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Digital Trading Card Repacks Outpace AI Agents in US Consumer Spend

Digital Trading Card Repacks Outpace AI Agents in US Consumer Spend

Olivia Moore argues that consumer builders are in a bubble if they only follow X, noting that digital trading card repacks have become a bigger mainstream trend than AI agents. She compares monthly US consumer spend on Anthropic with Triumph Arcade.

Original post · 1 min read
If you're building / investing in consumer and spend all your time on X, you're in a bubble

The mainstream breakout trend of the past 6 months is not agents but...digital repacks of trading cards

Monthly U.S. consumer spend on Anthropic vs. @triumpharcade 👇
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Shopify Partners With Instinct to Integrate Shopping Into Chat

Tobi Lutke of Shopify praises an integration with Instinct, which lets users discover products, check out and track orders in one conversation. Instinct says 35 percent of its users use it for personal shopping.

Original post · 1 min read
Instinct + Shopify!

Love the way the integration turned out.
Noah Shinn @noahrshinn
Instinct + Shopify

35% of our users use Instinct for personal shopping. Today, we’re partnering with @Shopify to bring product discovery, checkout and order updates into one conversation.

Shopping is a creative and personal experience. Your Instinct knows your sizes, the brands you like, and what you’ve bought, kept or returned. When you ask for something, Instinct understands the details that matter, from who a gift is for to when you need it to arrive.

Instinct can now search Shopify’s merchant network for products, and find live information on prices, sizes and availability. When you’re …
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DHH Ports Campfire to Rust, Reporting 19 to 44 Times Speedup

DHH Ports Campfire to Rust, Reporting 19 to 44 Times Speedup

DHH says a beta Rust rewrite of Basecamp's Campfire chat app was produced with little manual effort, though the code is more verbose. The linked GitHub project describes a single binary using the Rails app's data that runs 19 to 44 times faster.

Original post · 1 min read
Been running a beta version of Campfire rewritten in Rust today! The code itself is still ugly as sin, and 6x as verbose, but the conversion was free*, and I never had to look at the Rust directly, so this is awesome 🤩 github.com/basecamp/once-campfire-rust
github.comGitHub - basecamp/once-campfire-rust: ONCE Campfire in Rust: one binary, the Rails app's data, 19–44× fasterONCE Campfire in Rust: one binary, the Rails app's data, 19–44× faster - basecamp/once-campfire-rust
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Former DeepMind Engineering Lead Launches Fo, a Human-Powered Personal AI

Former DeepMind Engineering Lead Launches Fo, a Human-Powered Personal AI▶

Shivani Poddar, who led engineering at Google DeepMind, introduces Fo, a personal AI that employs humans for tasks AI cannot yet handle. She claims 2x better real-world task completion and a 94% trust rate, and invites free sign-ups.

Original post · 1 min read
I led engineering at Google DeepMind.

Today, I'm proud to introduce Fo to give personal AI something no lab ever has... Humans.

Other personal AI's pretend AI can do everything. Fo employs humans to do tasks that AI cannot.

- 2x better at real-world task completion (beats other agents by 69%)
- 94% trust rate (4x less likely to leak private info vs Muse, Instinct)

Sign up for free: wajo.ai/join-wajo
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Randomized Trial Finds Plain Water Gargling Cuts Respiratory Infections

Randomized Trial Finds Plain Water Gargling Cuts Respiratory Infections

Brandon Luu, MD, highlights a randomized trial in which gargling with plain water three times daily reduced upper respiratory infections by about 36%. He describes it as one of the cheapest cold-prevention interventions.

Original post · 1 min read
One of the cheapest cold-prevention interventions I’ve seen:

Gargling with plain water 3x/day reduced upper respiratory infections by ~36% in a randomized trial.
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19-Year-Old Dhravya Shah Raises $3 Million for AI Memory Startup Supermemory

19-Year-Old Dhravya Shah Raises $3 Million for AI Memory Startup Supermemory

Vikas Alwys profiles Dhravya Shah, who left IIT Bombay to build Supermemory, an AI memory system for emails, files, chats and documents. The post says the company raised $3 million from investors tied to Google, OpenAI and Cloudflare after Shah shipped a new product weekly.

Original post · 1 min read
Meet Dhravya Shah, a 19-year-old Indian guy who dropped out of his B.Tech at IIT Bombay and just built one of Silicon Valley’s fastest growing AI startups called Supermemory.ai, which has now raised $3 million USD.

While preparing for the IIT entrance exam, Dhravya Shah built a tiny AI tool on the side and used the money to move to the United States. He got an O-1 visa and moved to the US.

Then he gave himself one challenge: build one new product every week for 40 straight weeks. One of those projects became Supermemory.

An AI memory system that lets AI remember your emails, files, chats, PDFs, and documents just like a human brain.

Today, Supermemory has raised $3 million USD from investors behind Google, OpenAI, and Cloudflare.

All because one teenager kept shipping instead of waiting for the perfect idea.

FYI check :-
linkedin.com/in/dhravyashah
supermemory.aisupermemory — Memory and continual learning for agentsAgents need memory. supermemory is building the default engine for memory and continual learning for agents.
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AI6/10

ElevenLabs Releases Eleven v4 and v4 Turbo, Ranked First by Artificial Analysis

Rakshit Tiwari celebrates ElevenLabs' launch of Eleven v4 and Eleven v4 Turbo, which the company says are its fastest and most emotive voice models. The post notes the models rank first on Artificial Analysis and that Turbo cuts latency to 100 ms.

Original post · 1 min read
Back at #1 on AA 🚀

Absolutely gigantic effort from the research team: Eleven v4 pushes the bar on quality, and turbo brings latency down to 100 ms. So excited to see this ship :)
ElevenLabs @ElevenLabs
Introducing Eleven v4 and Eleven v4 Turbo, our fastest and most emotive voice models yet.

Ranked #1 by Artificial Analysis.
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Elad Gil Reacts to SpaceX Starlink V3 Satellite Deployment

Investor Elad Gil reposts a note that SpaceX deployed Starlink V3 satellites into orbit and made first contact with them. The quoted post says one Starship carries 60 V3 satellites, roughly the network capacity of about 20 Falcon 9 launches.

Original post · 1 min read
WTF
Nic Cruz Patane @niccruzpatane
From concept to reality.

@SpaceX has successfully deployed Starlink V3 satellites into Earth’s orbit and made contact with them for the first time.

At scale, one Starship carries 60 V3 satellites, the same network capacity as about 20 Falcon 9 launches.
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AI6/10

DHH Argues AI Ends the Programmer Priesthood in Long Interview

David Heinemeier Hansson: End of Hand-Written Code

DHH links to an interview in which he says AI now writes better code than almost any programmer and has ended programmers' monopoly on computer access, comparing it to the Reformation. The linked piece also covers which software firms face trouble and what remains of the craft.

Original post · 1 min read
"Programmers, he says, became a priesthood that everyone else had to go through to get anything out of a computer, and AI has ended that monopoly much as the Reformation ended the clergy’s." thoughteconomics.com/david-heinemeier-hansson/
thoughteconomics.comDavid Heinemeier Hansson: End of Hand-Written CodeDHH, creator of Ruby on Rails, on why AI now writes better code than almost any programmer, which software firms are in trouble and what is left of the craft.
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Clubhouse's 14-Month Android Delay Cited as Case of Slow Execution

Gergely Orosz notes that Clubhouse took 14 months to ship an Android app, arriving in May 2021 after peak hype had passed and demand had collapsed. He argues this illustrates how slow execution can compound a platform's decline, while acknowledging COVID lockdowns also played a role.

Original post · 1 min read
Remember how it took Clubhouse (voice chat app) 14 months (!!) to build an Android app.

By the time they launched it (in May 2021), they missed peak hype on the platform (which was Feb 2021) and demand collapsed

What an example of slow execution speeding up a platform dying... even if we can argue that the platorm itself was tied to COVID lockdowns (and an "escape" from it)
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Astra AI Agent Edits Five-Minute Yosemite Vlog From 20 GB of Footage

Astra AI Agent Edits Five-Minute Yosemite Vlog From 20 GB of Footage▶

Shubhankar reports that an AI agent named Astra processed over 20 GB of 360-degree video, pulled soundtracks, and edited a five-minute vlog in Davinci Resolve in under an hour from a single prompt. He estimates the job would have taken him six or more hours manually.

Original post · 1 min read
My mind is blown!

Astra diligently went thru 20+ gigs of 360-video, cropped it from insta360-studio, downloaded and mixed a bunch of soundtraks, edited the whole vid in davinci resolve, and exported a 5-minute vlog, in under an hour.

from a simple prompt: "make a casey-neistat style vlog of my trip to Yosemite with my friends"

This would've taken me 6+ hours to edit. Holy shit, what a world.
Shubhankar @_shubhankar
agi test: astra is editing my vlog using davinci resolve and insta360 studio, report back soon
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Garry Tan Praises Wabi 2.0 Agentic Messenger Concept

Garry Tan says combining code generation with WhatsApp-style messaging makes sense, reacting to the launch of Wabi 2.0. Wabi describes itself as an invite-only messenger that builds apps and completes tasks for users.

Original post · 1 min read
Codegen meets WhatsApp actually makes a ton of sense
wabi @wabi
Introducing Wabi 2.0: a new kind of messenger that makes apps and gets things done for you and your friends.

We’re building the OS for the agentic era - software that adapts to your life, gets things done, and makes more room for the people and things that matter.

Invite-only to start. Download Wabi to get on the waitlist. First come, first served.
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AI5/10

Meta's Muse Hailed as Leader in Personalized Software

A user says the Muse artifact runs fully inside its environment and calls personalized software a reality, crediting Meta with leading the effort. The post responds to a quoted demo of Muse analyzing workout form via an AI avatar.

Original post · 1 min read
Holy shit. Runs fully inside muse's artifact. The era of personalized software is here at your finger tips. And Meta is leading it.
Amy Li @amy_insf
I use @Muse to analyze my workouts, and it’s basically become my brutally honest AI gym buddy.

I upload a workout video → Muse builds an avatar → analyzes my movement from different angles → scores my form → compares every rep.

You can even change the avatar’s outfit and body shape to see the movement more clearly.

Turns out AI has been watching me lose form in 4K.
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Post Says 60 Percent of S&P 500 Is in Bear Market

Post Says 60 Percent of S&P 500 Is in Bear Market

A post shares a chart and a quoted claim that 60% of S&P 500 constituents are in a bear market, with some in deep declines. The author comments that this is what is holding the index up by contribution.

Original post · 1 min read
so apparently this is what's holding it up, by contribution
Compound248 💰 @compound248
60% of the S&P 500 is in a BEAR market.

For many, it’s a DEEP bear market.

HT: @DonDurrett twitter.com/compound248/status/210287273912013…
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Nikita Bier Backs Supertake, an AI Platform for Investing on Beliefs

Nikita Bier Backs Supertake, an AI Platform for Investing on Beliefs

Nikita Bier praises Supertake, a platform that uses AI to turn a user's prompt about their beliefs into a constructed stock portfolio. He argues cheaper intelligence will bring hedge-fund-style investing strategies to ordinary users.

Original post · 1 min read
Over the last 5 years, I've used every social investing product -- but they all tend to fail in one key spot:
Closing the gap between (a) your belief about the world and (b) how to express that belief with stocks.

Mike reached out early in the summer and showed me @Supertake, which solves this problem in the most fun way possible: prompt with AI and it constructs a portfolio around your belief.

With the declining cost of intelligence, we're going to see much more sophisticated investing styles emerge that was previously reserved only for hedge funds.
Michael Mignano @mignano
Introducing @Supertake, a new platform that transforms your unique takes on the world into real, shareable investment portfolios using frontier AI and trading agents.

Supertake makes it easy for anyone to invest in their ideas, even if they know nothing about investing.

1/
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Scott Belsky Highlights Fo, a Personal AI That Hires Humans for Tasks

Scott Belsky Highlights Fo, a Personal AI That Hires Humans for Tasks▶

Scott Belsky comments on Fo, a new consumer agent product from Shivani Poddar that trusts humans for tasks AI cannot do, suggesting human-in-the-loop may become a key differentiator. He links to his earlier post on the topic.

Original post · 1 min read
would be wild/ironic if "human in the loop" becomes the key differentiator for consumer agents; new product from @shivanipod and team w/ trust as key area of innovation... and touches upon a few of the attributes from this post yesterday: x.com/scottbelsky/status/2104273606234591739
Shivani Poddar @shivanipod
I led engineering at Google DeepMind.

Today, I'm proud to introduce Fo to give personal AI something no lab ever has... Humans.

Other personal AI's pretend AI can do everything. Fo employs humans to do tasks that AI cannot.

- 2x better at real-world task completion (beats other agents by 69%)
- 94% trust rate (4x less likely to leak private info vs Muse, Instinct)

Sign up for free: wajo.ai/join-wajo
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OpenMarket Makes All Watchlists Free, Undercutting TradingView

OpenMarket Makes All Watchlists Free, Undercutting TradingView▶

OpenMarket announces free watchlists, allowing up to 50 lists with unlimited symbols across stocks, crypto, futures, forex and prediction markets. The company positions the move as a response to TradingView's $155 annual price.

Original post · 1 min read
TradingView charges $155 a year for a second watchlist.

So starting today, we made all watchlists free on OpenMarket. Create up to 50 watchlists with as many symbols as you want.

Put stocks, crypto, CME futures, forex, metals, macro data and prediction markets in the same list. We’ll be adding more assets very soon.

Sort by 30+ metrics out of the box, from price deltas, performance over time, volume delta, liquidations and more.

openmarket.xyz
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Half of Instinct's Transaction Volume Comes From Travel, Jerry Capital Notes

Jerry Capital remarks that 50% of Instinct's transaction volume is travel, in reply to a conversation listing its growth metrics. The quoted post cites over $1 billion annual volume, 10% daily growth and matching Opus 5 performance at lower cost.

Original post · 1 min read
50% of Instinct's transaction volume is travel
Patrick OShaughnessy @patrick_oshag
A list of surprising and mind-boggling stats from this conversation:

- $1B+ a year in transaction volume (still invite only)

- Growing 10%+ A DAY and has spent zero dollars on marketing

- 40% of users shared a personal credit card with Instinct within 3 weeks

- Compute demand is doubling roughly every week

- At 5 to 8% daily growth over the months it takes to bring new compute online, Instinct would reach about 100 million users

- On Instinct's own A/B tests, it matches Opus 5 performance at a fraction of the cost

- Noah spends about 40% of his time on compute

- Buying compute at the l…
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DHH Says Programmers Who Deny AI Shift Are Most at Risk

David Heinemeier Hansson argues that programmers in most trouble from AI competition are those who insist the world has not changed from last year. He concludes that developers must embrace the paradigm shift or perish.

Original post · 1 min read
The only programmers who are really in trouble with the competition from artificial intelligence are the ones who insist the world today isn't all that different from the one we lived in last year.

Embrace the paradigm shift or perish.

(This has always been true.)
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Commentator Recaps Christopher Rufo's Episode on Indian Americans

Jeremiah Johnson summarizes a Christopher Rufo podcast episode in which a guest makes openly racist arguments against Indian Americans. The post is critical of the content and its framing of immigrant assimilation and homogeneity.

Original post · 2 min read
I went through and watched Rufo's episode on "The Indian Question" so you don't have to. It's exactly as gross as you think it's going to be.

The typical exchange is something like this:

Rufo: But isn't there actually a sophisticated justification for hating Indians, isn't it secretly about this other factor?
The Other Freak: No, no, let me be very clear, we think they're gross and weird and disgusting on a personal racial level, that's the whole thing
Rufo: Chagrined smile, concedes the point, moves on

The other freak explicitly makes the arguments that:

* Even though they look assimilated, the Indian American Texas students aren't assimilated because he can notice that they're different. Basically "my racism against them is proof they haven't assimilated"
* Racism is actually good, it's good that immigrants should be subjected to "vulgar defamatory racism" (his words) as part of the 'hazing process' of becoming American
* It's bad when immigrant groups struggle or use welfare or are poor, but it's also bad when they succeed like Indians do because that's 'cutting in line' for jobs that should have gone to Appalachians
* "I don't want to live near non-white people" is a good and normal thing for white people to say and believe, and any attempts to discourage this are leftist shaming.
* By the way, I don't owe you an explanation for why I hate living near anyone with dark skin, I just do, so fuck off.
* "some of my best friends are indians"
* Rufo asks "Is this whole thing just a vehicle for white nationalism?" Other freak "No, that's unrealistic, but god I wish"
* At one point, Rufo turns against meritocracy because the Indians are too good at it.
* Vivek's tweet about hard work and doing extracurriculars was worse than Bo French's tweet because it criticizes America

It's honestly shocking how much of the conversation is just outright admitting it's a pure racial story and driven by nothing but race. They abandon the idea of high-skill immigrants, they abandon assimilation, they abandon meritocracy, they abandon the idea that we should strive for achievements or growth, all to service the baseline of "I feel icky when I have to see lots of Indians".
Jonathan Keeperman @L0m3z
This week, @christopherrufo tackle the Indian Question.

Among other things, this episode cuts to the heart of longstanding foundational political disputes that are simply unreconcilable, but which can longer be brushed aside. Namely that some people (perhaps most people) prefer to live in a homogenous society, and as America tips toward a majority-minority country, that fundamental preference is under threat.

For a long time, liberals, who have more cosmopolitan preferences, have been able to pathologize the desire for homogeneity and subdue any explicit political effort to maintain a white …
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Reputation Adviser Jen Prosek Discusses How Citadel Rebuilt Its Image

Reputation Adviser Jen Prosek Discusses How Citadel Rebuilt Its Image▶

Molly O'Shea shares a clip and a promotional post in which PR adviser Jen Prosek credits Ken Griffin with transforming Citadel's reputation from a feared quant shop into a respected Wall Street brand. The post also promotes a discussion on how financial and tech firms manage their reputations.

Original post · 1 min read
Citadel went from being called “the gulag” to one of the most respected brands on Wall Street.

“They went from this reputation of the worst place to work, quant trading, black boxy, etc, to so well-respected.”

Jen credits Ken Griffin with taking “the brand and the reputation by the wheel.”

“I'm gonna get out there. I'm gonna showcase not just what Citadel does, but my smarts in policy and politics and economics.”

“I would've never thought Citadel would have the Instagram they have. It's all happy, smiley people going to work.”

“I really think they've shifted their reputation.”

@ProsekPR
Molly O’Shea @MollySOShea
NEW: How the World's Biggest Financial Firms + Tech Co's Build & Protect Their Brands

"75%+ of negative stories start w/ employees"

Ken Griffin & Citadel, Ray Dalio & Bridgewater, Blackstone, Apollo, Meta, Jensen, Elon

$70 TRILLION in client AUM
$17M in fees from ONE podcast

Now a nine-figure business ($175M in revenue !!) Jen @ProsekPR has spent 20+ years advising the most powerful firms & financiers across private markets, asset management, banking, VC & tech on how to build, protect & repair their reputations.

We sat down at @NYSE to break down:
› When to fight bad press vs. stay quiet…
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Aaron Reichlin-Melnick Condemns Rufo Podcast Episode on Ethnic Homogeneity

Aaron Reichlin-Melnick criticizes a podcast episode by Christopher Rufo on the so-called 'Indian Question,' arguing it promotes ethnonationalist ideas. The quoted post describes the episode as discussing a preference for homogeneous society amid America's demographic shift.

Original post · 1 min read
"The Indian Question" now joins "The Jewish Question" as a shorthand for a dream of ethnic cleansing.

As with the mass purge of Haitians, Christopher Rufo again seeks to play a central role in this descent into ethnonationalist fascism.
Jonathan Keeperman @L0m3z
This week, @christopherrufo tackle the Indian Question.

Among other things, this episode cuts to the heart of longstanding foundational political disputes that are simply unreconcilable, but which can longer be brushed aside. Namely that some people (perhaps most people) prefer to live in a homogenous society, and as America tips toward a majority-minority country, that fundamental preference is under threat.

For a long time, liberals, who have more cosmopolitan preferences, have been able to pathologize the desire for homogeneity and subdue any explicit political effort to maintain a white …
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AI4/10

Viral Post Claims Claude Opus 5.5 Built 53% Return Trading Strategy

Viral Post Claims Claude Opus 5.5 Built 53% Return Trading Strategy

Rahul promotes a prompt for Claude Opus 5.5 and quotes a post claiming the model built a trading strategy with 53% returns that beat the S&P 500 in backtesting. The original post says it tested the model on stock research rather than coding benchmarks.

Original post · 1 min read
Send this stock research prompt to Claude Opus 5.5.

It will probably make you a lot of money.

You're welcome:
Rahul @sairahul1
Claude Opus 5.5 Built a Trading Strategy With 53% Returns That Beat the S&P 500 — Claude Opus 5.5 dropped last week

Everyone is testing it on coding benchmarks.
I wanted to test something harder.
Can it actually find a trading strategy that survives a real backtest?
Not stock
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Commentary Argues Over Demographic Debate in America

A post cites US population percentages by ethnic group and questions why Indian Americans, at 1.5 percent, provoke strong reactions. It responds to a podcast episode by Christopher Rufo on demographic change and political preferences.

Original post · 1 min read
The Indian hate is so damn weird.

Non-Hispanic White people are 56% of America.
Hispanic Americans are 20.5%
Black Americans are 13.5%
Native Americans are 2%
and Indian Americans are 1.5%

1.5%? That’s what’s freaking these dudes out? Bonkers.
Jonathan Keeperman @L0m3z
This week, @christopherrufo tackle the Indian Question.

Among other things, this episode cuts to the heart of longstanding foundational political disputes that are simply unreconcilable, but which can longer be brushed aside. Namely that some people (perhaps most people) prefer to live in a homogenous society, and as America tips toward a majority-minority country, that fundamental preference is under threat.

For a long time, liberals, who have more cosmopolitan preferences, have been able to pathologize the desire for homogeneity and subdue any explicit political effort to maintain a white …
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Todd Schulte Criticizes Christopher Rufo's 'The Indian Question' Episode

Todd Schulte condemns a podcast episode titled 'The Indian Question' by Christopher Rufo, calling it xenophobic and arguing the white nationalist framing is strategically flawed. The post quotes an episode description discussing preferences for homogeneous society as America becomes majority-minority.

Original post · 1 min read
This is really vile stuff. No surprise with the title “The Indian Question” (Google JQ if you’re unclear) but this is just a litany of basic xenophobic garbage, with highlights like “white nationalism’s” — meaning a white ethnostate - problem is it’s not strategic. 1/2
Jonathan Keeperman @L0m3z
This week, @christopherrufo tackle the Indian Question.

Among other things, this episode cuts to the heart of longstanding foundational political disputes that are simply unreconcilable, but which can longer be brushed aside. Namely that some people (perhaps most people) prefer to live in a homogenous society, and as America tips toward a majority-minority country, that fundamental preference is under threat.

For a long time, liberals, who have more cosmopolitan preferences, have been able to pathologize the desire for homogeneity and subdue any explicit political effort to maintain a white …
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Commentator Questions Use of 'Indian Question' Phrasing in Immigration Debate

Commentator Questions Use of 'Indian Question' Phrasing in Immigration Debate

Mayukh remarks on the choice of the phrase 'Indian question' in a post quoting a discussion of homogeneity and America's shift toward a majority-minority population. The post is a brief reaction with no further argument.

Original post · 1 min read
Funny they chose to use the words “Indian question”.
Jonathan Keeperman @L0m3z
This week, @christopherrufo tackle the Indian Question.

Among other things, this episode cuts to the heart of longstanding foundational political disputes that are simply unreconcilable, but which can longer be brushed aside. Namely that some people (perhaps most people) prefer to live in a homogenous society, and as America tips toward a majority-minority country, that fundamental preference is under threat.

For a long time, liberals, who have more cosmopolitan preferences, have been able to pathologize the desire for homogeneity and subdue any explicit political effort to maintain a white …
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Austin's Political Leaning Compared to Los Angeles and New York

Sheel Mohnot shares that Austin is roughly as Democratic-leaning as Los Angeles and bluer than New York City, quoting a ranking of America's 30 bluest metro areas. The post is a short, offhand observation.

Original post · 1 min read
TIL Austin is ~as blue as LA and bluer than NYC
Josh Metcalf @josh_metcalf
America's 30 bluest metro areas ranked
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Noah Smith Criticizes Politics of a Country He Says Repels Him

Noah Smith reacts to a quoted post about homogeneity and immigration politics, calling the figures involved 'creeps' and questioning why anyone would want to live under them. The post is a brief, emotive response with no substantive policy argument.

Original post · 1 min read
Why on Earth would anyone want to live in a country ruled by these creeps. This is just as bad as the lesbian bar.
Jonathan Keeperman @L0m3z
This week, @christopherrufo tackle the Indian Question.

Among other things, this episode cuts to the heart of longstanding foundational political disputes that are simply unreconcilable, but which can longer be brushed aside. Namely that some people (perhaps most people) prefer to live in a homogenous society, and as America tips toward a majority-minority country, that fundamental preference is under threat.

For a long time, liberals, who have more cosmopolitan preferences, have been able to pathologize the desire for homogeneity and subdue any explicit political effort to maintain a white …
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Kevin Xu Endorses Dick Capital Substack for Stock Buy and Sell Calls

Kevin Xu Endorses Dick Capital Substack for Stock Buy and Sell Calls

Kevin Xu recommends the Dick Capital Substack, saying its author shares buy and sell ideas and deep dives and was early on popular stocks. The quoted post promotes a limited-time discount offer for the newsletter's one-year anniversary.

Original post · 1 min read
this guy is the only substack im subscribed to. he shares buys/sells and really good deep dives on it. he was early on all the popular names and gains speak for themselves. you won't regret following him.
Dick Capital @Dick_Capital
To celebrate Dick Capital’s one-year anniversary on Substack, we’re running a special offer for the next week. ♥️

In one year, we’ve become one of the top publications in Finance, uncovered some of the market’s biggest themes before they went mainstream, and watched subscribers completely change their financial lives.

Thank you to everyone who has been part of the journey.

Until October 4, you can subscribe for less than a dollar a day and join us.

Full post + special offer available through the link in our bio.
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Other1/10

Viral Video Showcases British Humor

Viral Video Showcases British Humor▶

A short video is shared with a comment praising the enduring appeal of British humor in 2026. No further details about the clip are provided.

Original post · 1 min read
This era of British Humour is still undefeated in 2026 😂
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