Sequoia led a $30 million seed round in Catalyst, a startup founded in 2025 to build AI trading agents for retail investors. How closely users check each agent-built trade before it runs will decide how much of the investing judgement sits with software.
Perspective Coverage
4 publishers
- Builder
- Builder 29%
- Operator
- Operator 30%
- Investor
- Investor 41%
Reality
- Evidence55
- Adoption20
- Hype gap+45
- Incentives70
- Confidence60
Multiply Labs raised $75M in a Series B led by Patrick Soon-Shiong, with AstraZeneca and robot maker Teradyne among its backers. Plant teams weighing the robots have to test the startup's claim that they copy staff closely enough to need no new regulatory approval.
Reality
- Evidence50
- Adoption20
- Hype gap+40
- Incentives65
- Confidence55
buildOne report1 publisher Cognichip's one detailed ACI example divides out to 40 to 50 times faster
Faraj Aalaei's Cognichip argues that semiconductor physics belongs inside the model, with agents left to orchestrate. The one speedup it has documented in detail is a 55-page spec handled in days against a baseline Cognichip supplied itself.
Reality
- Evidence33
- Adoption18
- Hype gap+42
- Incentives74
- Confidence57
buildOne report1 publisher LatchBio's second look at Grok 4.6 found different safety behavior behind the same name
Nineteen days after the same model name produced repetition loops and phantom missing files, the served checkpoint refused 59.2% of concealed-hazard tasks. That makes third-party refusal testing a running job, not a procurement step.
Reality
- Evidence60
- Adoption28
- Hype gap+12
- Incentives72
- Confidence55
buildOne report1 publisher Cognition's $47bn ask prices Devin at about 94 times its own run rate
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
buildOne report1 publisher Devin now rents its execution: Cognition keeps the brain, Modal supplies the machines
Devin Outposts on Modal moves code execution into infrastructure the customer runs, which makes a sandbox vendor, not a model vendor, the thing platform teams must procure and secure.
Reality
- Evidence54
- Adoption27
- Hype gap+16
- Incentives79
- Confidence55
A $52mn seed closes with an $18mn top-up and a first office outside Africa. The argument that production can stay put now rests on a $100mn bookings number.
Perspective Coverage
3 publishers
- Builder
- Builder 28%
- Operator
- Operator 30%
- Investor
- Investor 42%
Reality
- Evidence34
- Adoption31
- Hype gap+46
- Incentives68
- Confidence56
buildOne report1 publisher Buf puts Protobuf diagnostics in the editor, where schema rules actually get obeyed or ignored
The new `buf lsp serve` shares a compiler and workspace model with the CLI that already runs in CI. That matters more than the feature list.
Reality
- Evidence62
- Adoption18
- Hype gap+28
- Incentives68
- Confidence58