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Company

Jellyfish

Engineering analytics company whose platform measures software team activity such as commits, pull requests and Jira tickets, and tracks AI coding tool usage.

Current stories

buildOne report1 publisher

Harvard paper traces coding agents' missing ticket gains to the code review queue

Harvard authors report that coding agents lifted lines of code 30% and PRs 23% at about 700 firms, with no significant change in finished tickets. Commit and PR counts track only the step that sped up.

Publishers:dev.to

Reality

Evidence60
Adoption11
Hype gap+20
Incentives
Not scored
Confidence62
productConfirmed8 publishers

Three deals in weeks pull the open-weight distribution layer inside vendor stacks

Nvidia is reported to be paying $13bn for Hugging Face weeks after $6bn for Poolside, and Stripe took OpenRouter for more than $7bn, so the registry and the router that operators build on now answer to owners selling chips and payments.

Perspective Coverage

8 publishers
Builder
Builder 32%
Operator
Operator 27%
Investor
Investor 41%

Reality

Evidence45
Adoption35
Hype gap+30
Incentives70
Confidence50
buildOne report1 publisher

Uber's 2026 AI budget lasted four months across roughly 5,000 engineers

A dev.to tokenomics primer reports that Uber consumed its full-year AI budget by April and Microsoft canceled internal Claude Code licenses. Underneath both is an agent that re-sends its whole context on every tool call.

Publishers:dev.to

Reality

Evidence28
Adoption58
Hype gap+38
Incentives
Not scored
Confidence37
buildOne report1 publisher

JFrog measured 847 log lines to find 9, and that ratio is now a budget line

The company's CTO puts agent cost in terminal noise rather than model pricing. The 30 to 80 percent savings are vendor-reported; the 847-to-9 measurement is the part worth keeping.

Reality

Evidence38
Adoption
Not scored
Hype gap+30
Incentives82
Confidence45