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Jeff Dean

Veteran Google engineer and Chief Scientist of Google DeepMind, known for building core infrastructure like MapReduce, BigTable, and TensorFlow.

Current stories

buildOne report1 publisher

Elorian's Glimpse crops and zooms into images and video while it reasons

Elorian, a Palo Alto startup that raised a $55 million seed round, released Glimpse, a model that crops, zooms and runs code on images while it reasons. Elorian's own evaluations put it ahead of GPT-6 Astra on scientific charts and short video captions.

Reality

Evidence30
Adoption
Not scored
Hype gap+25
Incentives60
Confidence65
buildConfirmed8 publishers

Gemini 3.7 Flash's real pitch is fewer dead agent runs, and it is half price until December

Google's new workhorse Flash is a model-string swap for anyone on AI Gateway, discounted through 31 December 2026. The claim worth testing is reduced tool-calling loop failures, not benchmark deltas.

Perspective Coverage

8 publishers
Builder
Builder 54%
Operator
Operator 24%
Investor
Investor 22%

Reality

Evidence55
Adoption45
Hype gap+25
Incentives70
Confidence60
productOne report1 publisher

Khosla's trust case for Wajo rests on safeguards still partly on the roadmap

Vinod Khosla is backing Wajo, a personal-agent startup claiming 10x growth since its late-September launch, on the view that trust decides the category. Wajo's own list of safeguards mixes features that work today with ones it has only announced, so the trust case has to be checked one feature at a time.

Publishers:techcrunch.com

Reality

Evidence35
Adoption15
Hype gap+35
Incentives80
Confidence40
leadershipOne report1 publisher

Aerospike's CTO would judge a database at 3x load with a node down and two years of data growth

Srini Srinivasan argues that evaluations run at comfortable utilization only measure the flat part of the queueing curve. His alternative asks for p99.9 under conditions a two-week bake-off has to manufacture.

Publishers:forbes.com

Reality

Evidence42
Adoption
Not scored
Hype gap+20
Incentives85
Confidence60
productOne report1 publisher

Amazon starts previewing a video model reverse-engineered from rat neurons

Selected AWS customers can try The Biological Computing Company's video model from Tuesday. The cells stay on silicon arrays in San Francisco, and what customers get is software built to imitate how those cells handled images.

Publishers:wired.com

Reality

Evidence45
Adoption25
Hype gap+35
Incentives70
Confidence55
productOne report1 publisher

Brin shapes Gemini's model sizes and release windows from a converted microkitchen

Business Insider, citing eight current and former employees, reports that Google's cofounder holds no executive title while making technical calls on Gemini from a desk the new DeepMind SVP shares. Google declined to comment.

Publishers:thenextweb.com

Reality

Evidence40
Adoption
Not scored
Hype gap+14
Incentives62
Confidence38
buildOne report1 publisher

Discovery Loop bets the research bottleneck sits in taste and evaluation

Oriol Vinyals has left Google DeepMind to build Discovery Loop with Jeff Dean, Sanjay Ghemawat and Quoc Le, on the argument that AI already writes the code and runs the experiments while idea generation and judging results lag.

Publishers:the-decoder.com

Reality

Evidence45
Adoption15
Hype gap+20
Incentives75
Confidence45
investOne report1 publisher

DeepMind now adds two researchers for every one it loses. In 2023 it was twelve.

Zeki Data's flow numbers put Anthropic at 22-to-1 and Google DeepMind at 2-to-1. Staffers blame pay, morale and the Gemini mandate; Zeki's founder blames the publication rules.

Publishers:fortune.com

Reality

Evidence48
Adoption
Not scored
Hype gap+22
Incentives68
Confidence52
buildOne report1 publisher

Instant's OpenAI exit comes with a due date: hosted apps stop on August 31st, 2027

The team move disclosed no price. It handed every Instant customer a choice between porting the data layer and paying for the ops that Instant Cloud used to run.

Publishers:runtimewire.com

Reality

Evidence58
Adoption38
Hype gap+14
Incentives68
Confidence55
productOne report1 publisher

A $90M seed says robotics' scarce input is now the environment, not the robot

Veeda AI raised $90 million three months after being founded, co-led by Khosla Ventures and Radical Ventures. The pitch: simulated reality is the infrastructure layer robotics is missing.

Publishers:siliconangle.com

Reality

Evidence38
Adoption
Not scored
Hype gap+52
Incentives74
Confidence44
leadershipOne report1 publisher

Two thousand economists now agree on AI displacement. No firm has changed how it counts.

A July 13 statement of eighty-eight words has collected close to 2,000 signatures and 17 Nobel laureates. The measurement work it implies has not been done inside a single company.

Publishers:forbes.com

Reality

Evidence48
Adoption34
Hype gap+22
Incentives62
Confidence43
investOne report1 publisher

All of xAI's co-founders are gone. That is a procurement question, not a soap opera.

One aggregated account puts every original xAI co-founder out the door by late March 2026, plus 80-odd researchers. Buyers signing multi-year AI commitments should price that.

Reality

Evidence16
Adoption
Not scored
Hype gap+58
Incentives55
Confidence22
productOne report1 publisher

The shortage is the schedule: AI capacity relief is not a 2027 line item

Dave Vellante argues HBM, advanced packaging, network fabric, power and site readiness stay tight until at least 2028. Price discovery gets pushed out with them.

Publishers:siliconangle.com

Reality

Evidence28
Adoption37
Hype gap+26
Incentives71
Confidence33
investOne report1 publisher

Google Ships Flash Instead of Pro While OpenAI Loses Its Two Best Operators

Gemini 3.5 Pro is two months past its promised June date with no explanation, Jeff Dean has left after 27 years, and OpenAI's valuation held flat at $852bn through a $7bn buyback.

Publishers:en.sedaily.com

Reality

Evidence38
Adoption34
Hype gap+32
Incentives55
Confidence36