Tuesday, May 12, 2026

Inside Meta AI rollout 💼 , OpenAI cash outs 💰, code maintenance costs 👨‍💻

Meta tracks its employees' keyboard inputs and mouse movements to train its AI models. Many workers are uncomfortable with the scheme ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ 

TLDR

Together With WorkOS

TLDR 2026-05-11

Why the Same AI Prompt Gives Different Answers (And How Teams Are Fixing It) (Sponsor)

Same input. Same prompt. Different output. That's the reality of testing AI agents that write code, and most teams are shipping without solving it.

Nick Nisi from WorkOS tackled this by building eval systems for two AI tools:
- npx workos@latest, a CLI agent that installs AuthKit into your project
- WorkOS agent skills that power LLM responses about SSO, directory sync, and RBAC.

The post covers how to test against real project structures, score output that's different every time, and catch when your agent makes up methods that don't exist.

Learn more about evals →
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Big Tech & Startups

Meta's Embrace of AI Is Making Its Employees Miserable (7 minute read)

Meta tracks its employees' keyboard inputs and mouse movements to train its AI models. Many workers are uncomfortable with the scheme, which they are unable to opt out of on their corporate laptops. The company says there are safeguards in place to protect sensitive content and that the data is not used for any other purpose, but many workers have expressed anger at the policy. Many employees no longer see Meta as a place for a long career.
How a Job at OpenAI Became the Greatest Lottery Ticket of the AI Boom (5 minute read)

OpenAI recently allowed employees to sell up to $30 million worth of shares each. The sale offers a peek into the flood of money that will soon hit America's tech capitals. OpenAI and Anthropic are gearing up for what will likely be some of the largest IPOs in history. The newfound wealth is driving up rental prices in San Francisco and sparking concerns about a growing class divide within the city.
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Science & Futuristic Technology

Surprising Signs of an Atmosphere Around a Tiny World, Billions of Miles Away (7 minute read)

Japanese astronomers have discovered a small world about 3.5 billion miles from the Sun that appears to be swaddled in a layer of air. The discovery of an atmosphere is surprising, as the 300-mile-wide celestial body shouldn't have a strong enough gravitational pull to keep it in place. Also, temperatures in that quadrant are so cold that most of the molecules that exist as gases in Earth's atmosphere freeze solid. The atmosphere is very thin, with only a few gas molecules to exert any pressure.
Do you take after your dad's RNA? (11 minute read)

Sperm may be more than just vessels for DNA. Scientists have detected microRNAs and other types of RNA fragments in sperm cells that respond to various environmental factors, such as stress, exercise, and mental health. There is mounting evidence that sperm may be transmitting environmental information to offspring. There are many unanswered questions that scientists are still exploring, but there is enough evidence to rebalance parental responsibility.
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Programming, Design & Data Science

Give every AI agent a real identity (Sponsor)

Static secrets and hard-coded credentials weren't built for AI agents that invoke tools and access data without humans in the loop. Teleport's Agentic Identity Framework treats every agent as a first-class identity — cryptographic, ephemeral, governed. A standards-based roadmap for shipping agents into production.

Read the framework →

You Need AI That Reduces Maintenance Costs (7 minute read)

You have to manage maintenance costs if you want a productive team. AI may help teams produce code faster, but maintenance costs can build up exponentially if teams don't manage the code properly. Even if AI produces code that's just as easy to maintain as human-written code, the productivity gains don't last. Chase improvements to coding speed, but spend just as much time chasing improvements to maintenance costs as well.
Using Claude Code: The Unreasonable Effectiveness of HTML (20 minute read)

Markdown is the dominant file format used by agents, but it is a bit restrictive. HTML can convey much richer information compared to Markdown, making it a better language for model communication. It also allows for interaction and data ingestion and makes files easier to read and share. This post provides some tips on how to get started with getting Claude to generate HTML files.
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Miscellaneous

Learning on the Shop floor (10 minute read)

River is an AI agent that lives in Shopify's company Slack. It can read code, run tests, write code, open pull requests, query data, look up production traces, and a lot more. River only works in the open - it doesn't respond to direct messages. This helps employees learn from each other faster and more effectively than if they were using the agent privately. The agent's success comes from Shopify's employees watching each other interact with it.
Apple, Intel Have Reached Preliminary Chip-Making Agreement (7 minute read)

Intel will start manufacturing some of the chips that power Apple devices again. It is unclear which products Intel will make chips for. Apple has long been TSMC's top customer, but soaring demand means that Apple no longer has the leverage to secure the supplies it needs. CEO Tim Cook has blamed the lack of availability of advanced chips for the company's inability to meet customer demand for iPhones.

Quick Links

The execution layer for your AI agents. (Sponsor)

Instant SSH VMs, persistent storage, and auto-HTTPS. Skip the infra setup; just ship. Spin up your next service at exe.dev. Get started.
AI is Breaking Two Vulnerability Cultures (4 minute read)

AI's ability to find and fix bugs is breaking the way computer security is commonly approached.
We see something that works, and then we understand it (4 minute read)

There are many jobs where you learn first and then apply, but in research and development, you always begin with an incomplete understanding.
Escape from agentic loop (8 minute read)

Some tasks you can leave to agents to work autonomously on, but work that requires taste and originality requires human involvement.
Be TLDR's first VP Marketing ($300k-$400k, Fully Remote)

TLDR is hiring a VP of Marketing to scale growth, pipeline, and brand across 8M+ subscribers, 13 newsletters, and advertisers like AWS, Google Cloud, Microsoft, and Anthropic. Apply here.
What if the browser was the server? (5 minute read)

The average computer has become increasingly capable, so work should be done in the browser rather than being offloaded to a remote computer.
Google's next-gen reCAPTCHA system could spell trouble for de-Googled phones (3 minute read)

Google's next-generation reCAPTCHA system relies on Play Services for verification.
Both Fedora and Ubuntu will get AI support – soon (5 minute read)

The tools will be for developers, not for end users, and they will focus on models that run locally to preserve users' privacy.

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Thanks for reading,
Dan Ni & Stephen Flanders


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Private School Tax Credits, Medicaid Fraud, and Mother-Daughter Grads

The Ohio-based Center for Christian Virtue launched a student scholarship program that lets donors receive a dollar-for-dollar federal income tax credit.
͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌   ͏ ‌  
Top Stories

Article Icon 1Wilson Named Ohio AG

Gov. Mike DeWine named Ohio Department of Public Safety Director Andy Wilson to serve the remainder of Dave Yost's term as state attorney general.

The term ends in January. In November's general election, Republican Keith Faber will face Democrat John Kulewicz for the next full four-year term.

Wilson served as DeWine’s senior adviser for criminal justice policy during the governor’s first term and was named public safety director in December 2022. He previously served as a trial prosecutor in Clark County and assisted Pike County prosecutors in the Rhoden family murder case.

Yost will leave office on June 7 to join Alliance Defending Freedom, a national Christian legal advocacy group.

Article Icon 1Christian Group Scholarships

The Ohio-based Center for Christian Virtue launched a student scholarship program that lets donors receive a dollar-for-dollar federal income tax credit.

The One Big Beautiful Bill Act passed last year by Congress allows federal income tax credits of up to $1,700 beginning in 2027. Ohio already offers state tax credits.

The Center for Christian Virtue's program will fund tuition scholarships for its network of more than 200 Catholic and other Christian schools in Ohio, along with schools in other states. Organizers say they plan to keep expanding the network nationally.

Article Icon 1Zillow Gone Wild Spotlights Home

An Akron home featured on the social media page Zillow Gone Wild pairs an ordinary-looking exterior with a lavish, colorful interior described as a cross between Barbie’s Dreamhouse and the Palace of Versailles.

Listed for $839,900, the 3,862-square-foot home features marble floors, ceiling murals, a courtyard, four bedrooms, and five bathrooms.

The property sits on 1.4 acres along Vesper Lake. You can see 49 photos of the home here.

Flying together with our sponsor

The Flyover

Elon's New Currency (BUY NOW)

It's bigger than SpaceX… xAI… or anything Tesla is working on. And it could launch a $480 trillion disruption, thanks to a massive rollout that's already begun all over America. Because Elon's new move targets the biggest market of them all… He's now launching a CURRENCY system. Here's exactly what to buy to profit.

 

 

Around Ohio

➤ Statewide: Republican governor candidate Vivek Ramaswamy called for a Medicaid fraud crackdown after a media organization's investigation found 288 separate home health care companies registered at the same address. (More)

➤ Columbus: Mayor Andrew Ginther was summoned for jury duty, saying he is excited to take part but is unsure how legal counsel would view a mayor serving on a jury. (More)

➤ Youngstown: The Youngstown-Warren region is seeing growth in its labor force and housing market, according to data cited by the local chamber of commerce. (More)

➤ Steubenville: Steubenville City Schools was named a Distinguished District by Project Lead the Way, lauded for its science, technology, engineering, and math education programs. (More)

➤ Bucyrus: Bucyrus Schools closed Monday while police responded to a nearby standoff with an armed suspect that began about 3:30 a.m. and continued past noon. (More)

➤ Cincinnati: The Western Hills Viaduct connecting downtown to the west side will remain closed daily from 9 a.m. to 3 p.m. through Friday and close again next week during daytime hours for utility work tied to the planned replacement of the aging bridge. (More)


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Ohio Sports

➤ Akron earned a spot in the NCAA softball tournament and will open against LSU on Friday. (See Bracket)

➤ Ohio State scheduled a men’s basketball home-and-home series with UConn for the next two seasons, with the Buckeyes playing in Connecticut this coming season. (More)

➤ Ohio State unveiled its alternate Tunnel Vision black football uniforms, featuring the traditional gray sleeves typically reserved for playoff runs. (See Uniform)

➤ Yesterday's Results: NBA | NHL | MLB | NCAAB | NCAASB | Soccer

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Ohio Business

➤ Sherwin-Williams cut the ribbon on its 1 million-square-foot headquarters in downtown Cleveland. (More)

➤ Dublin-based Wendy’s introduced a blue restaurant design for some international locations, breaking from its red theme as part of its “Future Fresh” initiative. (See Photo)

➤ A prior owner of Northside Marketplace in Akron agreed to resume management after vendors complained the current owner owes them thousands of dollars, leading at least one vendor to pull its products from the site. (More)

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15X Bigger Than SpaceX: Elon's New Launch

While the rest of the market goes crazy for "the mother of all IPOs," a new Elon Musk innovation is quietly being rolled out nationwide. It's been 27 years in the making, and it could have a radical impact on how millions of people manage their money… and even collect Social Security. Here's everything you need to know.

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Et Cetera

➤ A mother-daughter duo graduated with master’s degrees from the University of Dayton over Mother’s Day weekend, one in business administration and the other in public administration. (More)

➤ The highway patrol is using a seized semitruck now adorned with state patrol branding to warn speeders in construction work zones on the Ohio Turnpike. (Watch Video Report)

➤ Destination Cleveland launched The Brag Movement, a marketing campaign encouraging residents to promote the city to friends, family, and social media users. (Details)

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The Poll

Do you like Ohio State's new football uniforms?

  1. Love them
  2. They’re fine
  3. Not a fan
  4. No opinion

Yesterday's Results:

Have you ever seen a black bear in Ohio?

  1. No: 69%
  2. Yes: 31%
Ohio Trivia

Which Shawnee chief was born near present-day Xenia?

Show me the answer

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Inside Meta AI rollout 💼 , OpenAI cash outs 💰, code maintenance costs 👨‍💻

Meta tracks its employees' keyboard inputs and mouse movements to train its AI models. Many workers are uncomfortable with the scheme ...