Zuckerberg cancelled Meta's second AI layoff wave hours before the first one landed
Project OT scoped cutting some teams by as much as 60 per cent and handing their work to AI agents. Meta executed a single 10 per cent layoff instead, after internal data showed the agents were not delivering the hoped-for productivity gains.
The Investor · Invest desk
What happened
- A January leadership retreat at Zuckerberg's Hawaii compound produced Project OT, short for Organization Transformation, a plan for an "AI native" Meta.
- Scenario-planning exercises under the project explored slashing the size of many teams across the company by as much as 60 per cent, with the work absorbed by AI.
- The restructuring was designed as two waves, a first purge in May and a second shake-up in November, topped up by closing open roles and pushing out staff judged poor performers.
- Meta called off the November planning on the night of May 19, hours before the first wave, and laid off 10 per cent of its employees the following day.
- By then internal data was suggesting the autonomous agent technology at the heart of the strategy was failing to deliver the productivity gains the plan assumed.
Why it matters
- What it limits constraint With no structural payroll reduction to show, the case for Meta's AI spending has to be made out of revenue and product rather than a smaller wage bill, at a moment when some investors were already asking what the spending had bought.
- What it sets up precedent The most aggressive adopter running the exercise and stopping after wave one makes "we scoped it" the respectable position for other boards, and pushes the execution decision out to whenever the productivity numbers arrive.
- Who's exposed exposure Any forecast that books agent adoption as a headcount saving now has to argue against a large buyer's own internal measurement of the same technology.
- What doesn't add up contradiction Meta characterises Project OT as ordinary scenario planning that always included redeployment, which sits awkwardly against an internal projection that the culling would match or exceed a 25 per cent cut.
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A substitution trade only clears if the buyer can measure what the machine absorbed, and on Meta's own internal numbers the autonomous agents at the centre of Project OT were failing to deliver the productivity gains the plan had been built on [2]. So compare what shipped with what was scoped. A company-wide layoff of 10 per cent [11] against scenarios that took some teams down by as much as 60 per cent [1] is roughly a sixth of the ceiling, and the comparison is loose in Meta's favour, since one figure is company-wide and the other is team-level [18]. Against the cleaner yardstick, the roughly 25 per cent reduction an HR executive said Project OT would match or exceed [8], the delivered cut comes in at about 40 per cent of it [19]. The second wave never ran [10].
The more interesting term, or rather the one that runs the thesis backwards, is where the freed labour went. Meta says the exercise ultimately moved thousands of employees onto several newly established teams doing priority work [15], and it lists producing training data for its AI models among those priorities [13]. Headcount became an input to the models rather than a cost the models removed, which is a different business than the one the January retreat sketched, where virtual workers would be supervised by small talent-dense cadres of humans [7].
Three readings survive the evidence and they are not equally flattering: that agents cannot yet hold a job; that employees were in open revolt, convinced the AI programme was aimed at them [12], and a chief executive facing that does not need the technology to fail before he blinks; or that this was routine scenario planning that always contemplated redeployment as well as cuts [5]. Reuters, working from scores of internal documents and more than 20 people with knowledge of Meta's inner workings [17], could not determine what changed Zuckerberg's mind [16]. This is probably wrong, but I weight the first reading, for one procedural reason: Meta cancelled the November wave before it had determined how many people overall would lose their jobs [14], which is how a buyer behaves when he has stopped believing the delivery date, not when he is negotiating the size of the order. What would prove it wrong is a second wave reinstated under another name, or an internal agent-productivity series that turns, and the second would show up quietly well before the first.
What to watch
- A second restructuring wave reappearing under a different name, and any figure for the total job losses Meta says it never determined.
- Any internal or disclosed agent-productivity measure that reverses the failing read behind Project OT.
- How large the training-data teams get: if that brief keeps absorbing redeployed staff, headcount is an AI input rather than an AI saving.
Information, not investment advice. This story is general information about companies and markets, drawn from cited reporting. It is not a recommendation to buy, sell or hold any security; check the cited sources before acting.
Clarity's read
What the record supports and how the coverage leans. The claims behind it follow.
Reality
- Evidence76
- Adoption54
- Hype gap+28
- Incentives62
- Confidence70
Claim ledger
Ranked by verification strength, evidence, and original report placement.
- [1]
In scenario-planning exercises, executives explored slashing the size of many teams across Meta by as much as 60 per cent, according to two people familiar with the project.
- [2]
Internal data was suggesting that the autonomous AI "agent" technology at the heart of the strategy was failing to deliver hoped-for productivity gains.
- [3]
Meta acknowledged the plan was to be carried out in two waves and that the most drastic scenarios involved reducing the size of some of its teams by up to 60 per cent, but declined to specify which units were involved and said several major ones were not part of it.
- [4]
In January, Meta CEO Mark Zuckerberg and his top lieutenants gathered at his Hawaii compound for their annual leadership retreat and hatched a plan code-named Project OT, short for Organization Transformation.
- [5]
Meta said the scenarios included both layoffs and redeployments and that the company at no point intended to lay off 60 per cent of its entire workforce.
- [6]
The plan envisioned an "AI native" future for Meta in which AI would take over much of the daily work performed by thousands of human employees.
- [7]
Virtual workers would be overseen inside Meta by smaller, "talent-dense" cadres of human staffers, according to one internal planning document reviewed by Reuters and three people familiar with the project.
- [8]
One human-resources executive projected the culling would be as big as or bigger than Meta's cuts of around 25 per cent three years ago, according to an internal document.
- [9]
The restructuring was to be carried out in two waves, beginning with a first purge in May and followed by another shake-up in November, with layoffs supplemented by closing open positions and pushing out people Meta believed were poor performers.
- [10]
On the night of May 19, just hours before the first layoff wave, Meta called off planning for the November cuts, according to one internal document reviewed by Reuters.
- [11]
Meta laid off 10 per cent of its employees the day after the November planning was called off.
- [12]
Meta employees were in open revolt, convinced that the company's AI transformation initiatives were partly aimed at replacing them.
- [13]
Meta confirmed the existence of Project OT, describing it as a year-long project focused on cost cutting, redesigning team structures and shifting staff into new priority areas such as producing training data for its AI models.
- [14]
Meta said company leaders cancelled plans for the second wave before determining how many people overall would lose their jobs.
- [15]
Meta said the scenario planning exercise "ultimately resulted in moving thousands of employees to do priority work on several newly-established teams" and that it "didn't move forward with every scenario from the exercise".
- [16]
Reuters was unable to determine what exactly prompted Zuckerberg to shift course or what Meta's current plans are for continuing to reshape its workforce, and Meta declined to make Zuckerberg available for comment.
- [17]
The Reuters reporting is based on scores of internal documents, posts and recordings, as well as conversations with more than 20 people with knowledge of Meta's inner workings.
- [18]
The executed company-wide layoff of 10 per cent is about one sixth of the up-to-60 per cent reduction in the most drastic team-level scenarios; the two are not strictly comparable, because one figure applies to the whole company and the other to individual teams.
- [19]
A 10 per cent layoff is about 40 per cent of the roughly 25 per cent reduction Meta made three years ago, the benchmark an HR executive said Project OT would match or exceed.
- [20]
Some investors were questioning what Meta had to show for its gargantuan spending on AI.
Sources
2 independent publishers whose own reporting we read for this story.
- bnnbloomberg.caMeta AI news: Mark Zuckerberg cans plan to replace staff
1 article · September 2, 2026
- pivotnews.aiMeta scrapped a plan to shrink teams by up to 60%, Reuters finds
1 article · September 1, 2026
Topics and entities
Topics
- AI Agents
- AI Productivity Measurement
- AI-driven workforce restructuring
- Workplace monitoring and employee data
- AI capital expenditure