The Human Context Platform
“Bring human alignment into the decisions that matter.”
CEO & co-founder · wethos.ai
At nineteen, Stuart McClure survived a plane accident that never had to happen: a short told the cargo door to open, and a faulty latch allowed it. For thirty-five years he has worked to find the next failure first: in software, in the companies he built, and now in how people make decisions alongside AI.
Planning an event? Invite Stuart to speak
One Mission: Prevention
“People often ask me what drives me.
They see the companies, the books, the talks, and they try to connect the dots from a LinkedIn profile.
They see a career. But I don’t see a career.
I see a single, unbroken thread that runs from a childhood spent on the move for survival to a moment of sheer terror suspended 22,000 feet above the Pacific Ocean.
Everything I am, everything I’ve built and pursued, it all started there.
The truth is, all the dots connect back to a single, faulty latch.
But to understand the latch, you have to understand the kid who was conditioned to see it in the first place.”
Stuart McClure · The Gift of a Second Chance
Stuart McClure
A life spent preventing the next disaster
Chapter one
“When you’re the new kid, over and over, you learn to do one thing really well: you watch.”
The Gift of a Second Chance
He grew up on Guam as a “haole” kid, a white outsider in a world that was Chamorro and Filipino. Being the new kid again and again, he learned to read every schoolyard before he stepped into it.
“I didn’t just see them playing; I saw the invisible architecture of their world.”
The Gift of a Second Chance
The article lists where the club’s rides went: out to the beaches, the Naval Station and the villages of the south.
On the same page: at fifteen, he won the club’s 10-mile time trial at the NAS track, averaging more than 20 miles per hour.
At the Tarague Challenge Hill Climb in 1984 he was first among the juniors, ages 15 to 17, in 6:21.62.
The first thing he learned to prevent
At thirteen he had asthma. At sixteen he was training at the U.S. Olympic Training Center.
From the Pacific Daily News, 22 August 1985.
“I had no idea what the rules were. But I watched for an hour.… The next day, I walked up, and without saying a word, I played. And I fit in.”
The Gift of a Second Chance · on a game of marbles in Guam
Chapter two
What the record shows
National Transportation Safety Board, Aircraft Accident Report NTSB/AAR-92/02.
“For twenty minutes, as the pilots wrestled with a crippled giant, trying to get us back to Honolulu, I was absolutely, fundamentally certain that I was going to die.”
The Gift of a Second Chance
Out from Honolulu, and back
Where the door was
“It wasn’t like in the movies. There’s no dramatic music, no slow motion. It was a physical assault.”
The Gift of a Second Chance
“…he extended his hand to shake mine and said ‘It’s been nice knowing you.’”
Why Cylance? · 4 December 2012 · on the stranger across the aisle
“When we finally, miraculously, landed back in Honolulu, the silence was as shocking as the noise had been. The wind was gone.”
The Gift of a Second Chance
“One moment they were there, people with lives and families and plans, and the next, just a gaping hole and the deafening, soul-stealing roar of the wind.”
The Gift of a Second Chance
Nine passengers were lost. 346 of the 355 people aboard survived.
A latch failed.A door blew off.This didn’t have to happen.
Stuart McClure · The Gift of a Second Chance
There was time.
Almost two years earlier, a Pan Am 747 had landed with its cargo door open. A fix was ordered, but on this airplane it was not scheduled until April 1989.
“The B-747 cargo door has eight (8) view ports located beneath the latch cams for direct viewing of the position of the cams by means of alignment stripes. Procedures for using these view ports for verifying the position of the cams were not in place or required by Boeing, the FAA, or UAL.”
National Transportation Safety Board · AAR-92/02
Prevention is rarely dramatic. It is someone checking in time.
The lesson in the evidence
On the 1987 Pan Am flight, the cockpit told the crew the cargo door was secure. But the warning light was wired to the door’s handle and its relief doors, not to the latch cams that hold the door shut. Everything the crew could check from the cockpit said “closed,” while the latches themselves were open.
“Don’t trust us! Please, please, please, just trust yourself. Test for yourself.”
Stuart McClure · Know the Truth · 2016
Months later, Stuart spoke with the captain, David Cronin, by phone, and asked how he got them home.
“I don’t know, Stuart.”
“…with well over 200 simulations modeled, they all crashed in the water or on land. So no, I truly don’t know how we all made it back.”
Captain David Cronin, as Stuart recalled him · Why Cylance? · 2012
In the captain’s telling, every one of those simulations ended in a crash. On the real flight, it was people, the crew in the cockpit, who brought everyone home.
Tragedy = Passion.
“I was given a present beyond words that day: a life’s passion. To find and fix the problems introduced by technology to prevent bad stuff from happening to innocent people.”
Why Cylance? · 4 December 2012
Chapter three
“We had to get this knowledge out there, to democratize it, to arm the people on the front lines.”
The Gift of a Second Chance
Hacking Exposed, 1999–2012
“We weren’t giving away secrets; we were arming our own side.”
The Gift of a Second Chance
Stuart wrote the book with Joel Scambray and George Kurtz. It laid out, step by step, how attackers break into computer systems, so that the people defending those systems could see what was coming and stop it.
“Every copy we sold felt like installing a stronger latch somewhere in the world.”
The Gift of a Second Chance
The shelf
Every attack chapter of Hacking Exposed follows the same pattern. First it shows how an attack works, in enough detail to repeat it. Then it gives the countermeasures that address it.
“…we painstakingly enumerate the ways the hacker gains access to systems, networks, applications and databases… And we went to great lengths to discuss the fixes, changes, products, education and mitigating countermeasures that would reduce and eliminate the risks found in the book.”
Why Cylance? (Part 2) · 13 February 2013
From his Security Watch column in InfoWorld
“…we hope IT organizations won’t try to use Active Security or similar technologies to displace human insight.”
InfoWorld · 19 April 1999 · Stuart McClure & Joel Scambray
“…customers realize that prevention, and not simply detection, is key to thwarting attackers.”
InfoWorld · 27 Dec 1999 / 3 Jan 2000 · Stuart McClure & Joel Scambray
Chapter four
“I didn’t want to detect attacks faster; I wanted to prevent them from ever executing in the first place.”
The Gift of a Second Chance
Cylance headquarters, Irvine, California.
The latch, again
“It was the digital equivalent of an engineer inspecting the cargo door latch and knowing, just by its metallurgical properties and design, that it was going to fail under pressure, without ever having to see it fail first.”
The Gift of a Second Chance · on Cylance’s AI
Two ways to meet a new file
Nine US patents, by the year each was granted
Signature antivirus looks for threats it already knows. For every new threat, Stuart wrote, a security company had to capture it, analyze it, create a signature, and push that update out to millions of machines.
Cylance’s model did not wait: It made its decision pre-execution, in milliseconds, right on the endpoint.
The Gift of a Second Chance; headings after Why Cylance? (Part 2), 2013
His nine US patents, from the Library: five on network vulnerability detection and reporting (Foundstone, later McAfee, 2006 to 2013), one on asset dependence scoring (McAfee, 2015), and three on machine learning that judges whether a file is safe to run (Cylance, 2019 to 2023). Each dot sits at the date the patent was granted. Library, U.S. patent records
His guiding question
“How do we stop the problem before it starts?”
The Gift of a Second Chance
Cylance used artificial intelligence to judge whether a file was safe before it was allowed to run, right on the computer itself, instead of waiting for someone to be hit first.
“The significance of the cutting edge preventative technology offered by Cylance in responding to the OPM data breach cannot be overstated.”House Committee on Oversight and Government Reform, majority staff report, “The OPM Data Breach” · 7 Sep 2016 · p.123
The deal was announced in November 2018 and closed in February 2019.
Chapter five
“The most complex, volatile, and critical system of all is not made of code or silicon. It’s us. It’s the human system.”
The Gift of a Second Chance
“Data doesn’t make decisions. People do.”
(un)Lonely at the Top · 17 August 2026
The companies, in their own words
“Bring human alignment into the decisions that matter.”
CEO & co-founder · wethos.ai

“…a venture studio and incubator creating intelligent systems that bridge research and reality.”
Founder · numberone.ai
An AI-powered platform for application security, which helps teams keep the software they build safe from attack. Harness acquired Qwiet AI in 2025.
Former CEO
“This isn’t about replacing us; it’s about amplifying us.”
Human+AI Alignment · (un)Lonely at the Top · 17 September 2026
“WethosAI supports judgment. It does not replace it.”
Stuart McClure · founder’s letter, wethos.ai
Try it
Use AI the way Stuart builds it: to widen what you can see, not to make the call for you.
Everything here was written in advance; none of it is generated live. This page runs no AI model, and nothing you type leaves this page.
Leave out private details, because you’ll paste this into another tool.
“Data doesn’t make decisions. People do.”
Stuart McClure · (un)Lonely at the Top · 17 August 2026
Your call. That’s the point.
Chapter six
The photo above shows Stuart at a UC Irvine commencement ceremony.
Your checks
Each of these takes only a few minutes. Open the ones you’ll actually do, and you can print them on a small card to keep in your wallet. Nothing you choose here is scored, saved or sent anywhere.
Agree on one word that only your family knows. If someone who sounds like a loved one calls in a panic asking for money, ask them for the word. AI can copy a person’s voice, but it can’t know what was said around your kitchen table.
Before you share something an AI told you, open at least one of its original sources and check that it really says that. As Stuart wrote in 2016: Test for yourself.
A backup only counts once you know you can get a file back from it. This week, try restoring one file from yours.
Whoever controls your email can reset the passwords on almost every other account you have. Protect it first, with a passkey or at least two-factor sign-in.
Scammers rely on urgency, because people in a hurry skip their usual checks. When a message says it’s urgent, wait a minute, then confirm it with the sender some other way, such as a phone number you already have.
Before the team commits, ask the room: “It’s next month and this failed. Why?” Then take the first answer seriously and fix it before you go ahead.
Where to go next
An AI model of how Stuart thinks, built and run by WethosAI, the company he leads. Ask it a hard question and see how it answers.
He gives keynotes on preventing failures before they happen, on AI, and on human judgment.
His weekly newsletter on Substack about how leaders make decisions under pressure.
A searchable archive of more than 400 pieces of his work, from books and articles to talks and interviews.
In 2016 he wrote Test for yourself.
In 2026, writing about his AI Twin, he made the same point another way: Put it to the test.
The film
The record
Every dated piece of work in the Library, year by year, from 1989 to 2026.
| Year | Writing | Talks | Press | Recognition | Books and forewords | Companies, boards and investments | Flight 811 | All |
|---|---|---|---|---|---|---|---|---|
| 1989 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 |
| 1992 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2 |
| 1996 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 6 |
| 1997 | 16 | 0 | 0 | 0 | 0 | 0 | 0 | 16 |
| 1998 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 37 |
| 1999 | 33 | 0 | 1 | 0 | 1 | 1 | 0 | 36 |
| 2000 | 37 | 3 | 4 | 0 | 1 | 0 | 0 | 45 |
| 2001 | 2 | 2 | 0 | 0 | 2 | 0 | 0 | 6 |
| 2002 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 3 |
| 2003 | 0 | 1 | 1 | 0 | 2 | 0 | 0 | 4 |
| 2004 | 0 | 1 | 2 | 0 | 1 | 1 | 0 | 5 |
| 2005 | 0 | 0 | 2 | 0 | 2 | 0 | 0 | 4 |
| 2006 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 3 |
| 2007 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 2009 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 3 |
| 2011 | 0 | 1 | 4 | 0 | 0 | 0 | 0 | 5 |
| 2012 | 1 | 2 | 4 | 3 | 1 | 2 | 0 | 13 |
| 2013 | 2 | 4 | 6 | 3 | 0 | 0 | 0 | 15 |
| 2014 | 6 | 4 | 3 | 0 | 0 | 1 | 0 | 14 |
| 2015 | 6 | 4 | 3 | 1 | 0 | 2 | 0 | 16 |
| 2016 | 4 | 9 | 8 | 3 | 1 | 0 | 1 | 26 |
| 2017 | 1 | 9 | 2 | 3 | 0 | 2 | 1 | 18 |
| 2018 | 0 | 4 | 4 | 1 | 1 | 0 | 1 | 11 |
| 2019 | 0 | 6 | 8 | 2 | 0 | 1 | 1 | 18 |
| 2020 | 0 | 1 | 1 | 1 | 0 | 3 | 0 | 6 |
| 2021 | 0 | 2 | 0 | 1 | 0 | 1 | 0 | 4 |
| 2022 | 0 | 1 | 4 | 0 | 0 | 2 | 0 | 7 |
| 2023 | 0 | 13 | 4 | 1 | 0 | 2 | 1 | 21 |
| 2024 | 5 | 14 | 7 | 4 | 1 | 3 | 0 | 34 |
| 2025 | 10 | 8 | 3 | 0 | 0 | 1 | 3 | 25 |
| 2026 | 2 | 10 | 1 | 1 | 1 | 1 | 2 | 18 |
| No year | 0 | 0 | 3 | 1 | 1 | 0 | 0 | 5 |
| All | 169 | 99 | 78 | 26 | 19 | 24 | 14 | 429 |
In memory of the nine passengers of United Airlines Flight 811 who did not come home.24 February 1989