From BitClout to income share agreements at Lambda School, the future of work feels like a pyramid scheme where you can package and sell others' potential
Context & Ripple Effects
Lambda School spent two years building the case study this essay dissects: a $30M Series B in early 2019 backed by Bedrock, GV, and YC, a Wired profile touting 2,700 students growing 10% a month, then a 2020 reckoning when internal documents and former staffers detailed misleading graduate-outcome claims. By March 2021, Austen Allred was reframing the company around bridging the class divide rather than placement numbers.
Dror Poleg's essay lands a month later and widens the frame: BitClout was pulling in user spending in the millions per day at a valuation above $1B while operating in a legal gray zone, attaching tradable sticker prices to real people — including public figures who never opted in. His argument is that ISAs and social tokens share one mechanic: intermediaries package and sell other people's future potential, with the sellers positioned above the packaged.
First-order effects
- Students holding Lambda School income share agreements carry the direct downside of the outcome shortfalls its own former staff documented — deferred tuition converts their employment risk into the school's revenue stream.
- On BitClout, public figures see their names turned into speculative assets they didn't issue or control, while the platform's gray-zone status leaves buyers with no recourse.
Second-order effects
- The gap between Lambda School's marketing and results pressures every education-finance player selling deferred-payment models to prove unit economics that survive the same scrutiny, and hands critics like Poleg the evidence their framing needs.
- BitClout's unauthorized use of identities forces platforms and lawyers to respond to tokenized personhood, raising the odds regulators treat social tokens and human-capital contracts as one problem rather than separate categories.
Third-order effects
- If the pattern holds, capital keeps flowing toward instruments that securitize individual futures before any framework exists to price them honestly — inviting a regulatory reckoning that would hit ISAs and social tokens together.
- The longer-term structure is labor intermediated by financial products: whoever holds the contract on a worker's future earnings captures the upside, and the pyramid dynamic emerges because returns depend on recruiting more packaged participants.
The trend: Human potential is being converted directly into investable instruments — ISAs, creator tokens — faster than law or disclosure norms exist to govern them.