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This Week in Dysfunction
3 stories
Corporate self-immolation · consulting
May 11, 2026 · OpenAI / DeployCo
McKinsey, Bain, and Capgemini Invest in Their Own Replacement
OpenAI's new $14B consulting arm launched with three legacy consultancies as co-investors.
OpenAI launched The OpenAI Deployment Company — DeployCo — on May 11 with $4 billion in investment at a $10 billion pre-money valuation. Lead investor TPG was joined by Goldman Sachs, Bain Capital, Brookfield, SoftBank, and Warburg Pincus. The part that belongs in a business school case study: Bain & Co., McKinsey & Co., and Capgemini — three of the world's largest management consultancies — are among the backers, gaining "a deeper understanding of OpenAI's capabilities and roadmap." The cynical read: OpenAI convinced incumbent professional services firms to help fund their own disintermediation. DeployCo has already acquired its first forward-deployed engineering team, a company called Tomoro. The generous read doesn't exist.
Three major consultancies just paid for a front-row seat to their own disruption. The ticket price was their brand endorsement.
The script, again
May 12, 2026 · General Motors
GM Cuts 500 IT Workers, Opens 80 AI Roles the Same Week
The automaker's transformation memo said "AI played a role." Its careers page confirmed what role that was.
General Motors laid off 500–600 employees in information technology on May 12, primarily in Austin and Warren, Michigan. The official statement cited "transforming its Information Technology organization." A GM source confirmed AI played a role. Affected employees described a scripted 15-minute HR Zoom, no acknowledgment of their contributions, and immediate access termination. A data scientist with a decade at the company told CNBC: "AI isn't going to do you any good if you don't know the business." Meanwhile, GM posted roughly 80 open IT positions the same week — all AI-adjacent. The severance structure: two months for 1–4 years of service, six months for 12+ years.
The playbook is now public domain: cut the generalists, hire the specialists, call it AI transformation, post the open roles before the severance checks clear.
Cultural thermometer
May 8, 2026 · University of Central Florida
UCF Commencement Speaker Praises AI, Gets Booed by Communication Graduates
She called it "the next Industrial Revolution." They called it something else.
Gloria Caulfield, a real estate executive, delivered an 11-minute commencement address at UCF on May 8 to a graduating class from the Nicholson School of Communication and Media. When she said "The rise of artificial intelligence is the next Industrial Revolution," a sustained round of boos followed. She turned to faculty on stage and asked, "What happened?" She recovered, joked "OK, I struck a chord," and attempted to continue — triggering another wave. One graduate told the Orlando Weekly: "To stand in front of a graduating class of artists and communicators and discuss Jeff Bezos and Howard Schultz is to spit on our efforts to flip the script." This is the same week Challenger, Gray reported AI was the #1 stated reason for job cuts for the third straight month. The graduates were not being irrational.
The commencement speaker told communication graduates that disruption is exciting. They communicated back.
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Tool Reviews
2 reviews
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Market Signals — The ROI Reckoning
The AI-layoffs-equals-productivity story hit its first empirical wall this week. The Gartner data landed at the same time as another record AI-attribution number from Challenger Gray. Here's what the week was actually saying.
| Signal |
What happened |
What it means |
| Gartner ROI study |
Survey of 350 global executives: 80% of AI-pilot companies cut headcount. Zero correlation between those cuts and higher ROI. Companies with best returns used AI as "people amplification." |
The assumption that labor reduction equals productivity gain is empirically unsupported. The companies generating returns are expanding human capacity, not replacing it. |
| AI layoffs YTD |
Challenger, Gray & Christmas: AI-attributed layoffs hit 49,135 YTD through mid-May — already at parity with all of 2025. AI is the #1 stated reason for cuts for the third straight month. |
Volume is compressing fast. Either the pace accelerates into summer, or the first major backlash wave (legal, regulatory, or workforce) resets the narrative before Q3. |
| Anthropic $30B round |
Anthropic in talks for a $30B funding round that would push valuation toward $1 trillion. Claude Code revenue growth cited as key driver for institutional investor interest. |
If this closes, Anthropic becomes the first AI lab to approach hyperscaler-tier valuation without being a hyperscaler. The pressure to monetize at scale becomes structural, not optional. |
| Nvidia VP counterpoint |
Nvidia VP Bryan Catanzaro said companies cutting jobs in hopes of savings via AI will not save money — the cost of AI infrastructure is rising faster than labor savings accrue. |
The hardware vendor at the center of the AI buildout is publicly warning against the ROI narrative used to justify cuts. That's not altruism; that's a company protecting its infrastructure spend story. |
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Governance Watch
2 items
Transparency gap · federal oversight
May 11, 2026 · NIST / CAISI
The Government's AI Safety Testing Page Just Disappeared
CAISI announced AI vetting agreements with Google, Microsoft, and xAI — then the announcement vanished from NIST's website.
On May 5, the Commerce Department's Center for AI Standards and Innovation (CAISI) announced formal agreements with Google DeepMind, Microsoft, and xAI allowing government pre-deployment testing of frontier AI models. The announcement noted the agreements "support information-sharing" and build on earlier 2024 partnerships with Anthropic and OpenAI. By May 11, Reuters and Gizmodo reported the announcement page was returning a 404 error and then silently redirecting to the main CAISI page. The original text survives only in the Wayback Machine. The Commerce Department did not respond to press inquiries. Governments don't usually unpublish their own oversight commitments unless someone decided those commitments were inconvenient.
The oversight framework existed long enough to be captured by a web archiver. That's now doing the transparency work the government page was supposed to do.
Secondary market · securities
May 12, 2026 · Anthropic · OpenAI
Anthropic and OpenAI to Secondary Buyers: Those Shares You Bought May Be Worthless
Both frontier labs issued warnings about unauthorized secondary-market SPV shares in the same week — which is a governance story dressed as a securities disclosure.
Anthropic and OpenAI both issued warnings to investors that unauthorized secondary-market shares in their companies — purchased through special purpose vehicles (SPVs) outside of official channels — may have no enforceable value. The warnings come as both companies are raising at valuations that make pre-IPO secondary trading extremely attractive. The governance implication: neither company has clear public obligations to unauthorized shareholders. There is no liquidity guarantee, no information rights, and no legal recourse if the SPV structure is invalidated. The lesson for anyone who bought AI startup equity through a broker they found on social media: you may own a certificate of enthusiasm rather than a security.
The hottest private market in history just reminded retail-adjacent investors that "private" means the company can ignore you.