Factory CEO Matan Grinberg says he fired advisor Chris Degnan, who two hours later announced he is chief revenue officer at $48 billion rival Cognition. Founders whose investors also back their rivals carry the same exposure on their own boards.
Reality
- Evidence45
- Adoption
- Insufficient
- Hype gap+30
- Incentives75
- Confidence50
Vinod Khosla publicly sided with Cognition against Factory AI, which his firm helped fund in a $200 million round last month. For founders who share investors with a rival, the episode argues for writing observer access and investor conflicts into the contract.
Reality
- Evidence55
- Adoption
- Insufficient
- Hype gap+5
- Incentives75
- Confidence55
Cognition says its SWE-2 model produced up to 4.8 times more total token throughput on Nvidia's Vera Rubin NVL72 than on GB200, in a test on CoreWeave. The company-run result points to more agent capacity per system, but whether long coding tasks get cheaper depends on what the new systems cost per hour.
Reality
- Evidence40
- Adoption30
- Hype gap+35
- Incentives85
- Confidence60
Factory CEO Matan Grinberg says board observer Chris Degnan passed confidential information to Cognition, the $48 billion rival that made him revenue chief. Degnan denies it, and the accounts published so far do not establish that anything changed hands.
Reality
- Evidence35
- Adoption
- Insufficient
- Hype gap+30
- Incentives75
- Confidence55
Factory CEO Matan Grinberg says he terminated board observer Chris Degnan for weeks of talks with Cognition, the $48 billion rival hiring him as revenue chief. Degnan and Cognition deny wrongdoing, so the fight turns on when an observer owes a board notice of talks with a rival.
Reality
- Evidence40
- Adoption
- Insufficient
- Hype gap+30
- Incentives80
- Confidence40
Dioxus engineers already had code running inside Devin's command line, and they arrive with a cloud harness that snapshots and forks virtual machines on five operating systems. Neither side called it an acquisition.
Reality
- Evidence55
- Adoption40
- Hype gap+15
- Incentives60
- Confidence55
The model averages 53 steps a run against SWE-1.7's 127, and Cognition says its mean rollout cost is 64% below Fable 5.1's on a leaderboard Cognition built, runs and grades. Reproducing that takes Devin's harness.
Reality
- Evidence30
- Adoption25
- Hype gap+30
- Incentives80
- Confidence45
The Series E takes company-reported run-rate from $492M to close to $900M in four months, but nothing in the announcement says how much of that is Devin agent work and how much is Windsurf editor seats.
Reality
- Evidence38
- Adoption55
- Hype gap+22
- Incentives74
- Confidence46
The Series E doubled the valuation while run-rate revenue rose 83% to nearly $900m, so the price per dollar of revenue barely moved, which leaves the undisclosed gross margin under an $800m compute burn as the open question.
Reality
- Evidence38
- Adoption60
- Hype gap+26
- Incentives82
- Confidence52
The round is still under negotiation, but the multiple it implies will outlast the negotiation. That multiple is the figure every seller of coding agents will get measured against the next time procurement asks why the seat price moved.
Reality
- Evidence34
- Adoption54
- Hype gap+37
- Incentives71
- Confidence44
A denial of a Bloomberg report on SpaceX buying Cognition leaves the compute relationship unaddressed, and leaves buyers choosing coding tools from a shrinking independent field.
Reality
- Evidence32
- Adoption44
- Hype gap+34
- Incentives76
- Confidence37
Bloomberg says SpaceX approached Cognition. Its CEO says no talks happened. Either way, the pattern is compute traded for developer data, and that reprices any single-vendor coding bet.
Reality
- Evidence58
- Adoption52
- Hype gap+24
- Incentives66
- Confidence56