Cisco is putting AI agents into Webex, including a Dialog layer that keeps customer-service agents working on a request after the conversation ends. Most of it arrives in early 2027, SiliconANGLE reported, so buyers signing next year will be judging features with no track record.
Reality
- Evidence50
- Adoption
- Not scored
- Hype gap+45
- Incentives70
- Confidence55
buildOne report1 publisher Search agents keep calling tools after judging the results useless, a 90,000-episode study finds
Researchers at NTU, NUS and CMU found seven models judged useless search results correctly 97% to 100% of the time yet kept searching anyway. For operators, a spending cap holds only when the runtime enforces it by taking the tools away.
Reality
- Evidence40
- Adoption
- Not scored
- Hype gap+30
- Incentives
- Not scored
- Confidence35
Rumoured OpenAI proof pushed MIT theorists to post a 95-page paper in three days
MIT's Dor Minzer and two students posted a 95-page paper three days after rumours that OpenAI had proved the unique games conjecture. An expected AI announcement set the publication date for one group's finished work.
Reality
- Evidence60
- Adoption
- Not scored
- Hype gap+5
- Incentives
- Not scored
- Confidence55
Safeworld raised more than $12 million, led by Shine Capital and a16z Speedrun, to test generative-AI robots against simulated people. The pitch is that makers of robots nobody can prove safe on paper will pay an outside tester to vouch for them.
Perspective Coverage
4 publishers
- Builder
- Builder 36%
- Operator
- Operator 34%
- Investor
- Investor 30%
Reality
- Evidence55
- Adoption15
- Hype gap+35
- Incentives75
- Confidence60
buildOne report1 publisher LDraw Nova has AI agents write Python that generates LEGO designs of more than 2,000 pieces
LDraw Nova, Carlos Antelo's open-source tool, had Claude Opus 5.5 design a 2,175-piece LEGO garden by writing a Python program that emits the CAD file. Nova checks parts for collisions but not stability, so whether any of its designs would stand up in real bricks is still untested.
Reality
- Evidence35
- Adoption
- Not scored
- Hype gap+25
- Incentives
- Not scored
- Confidence40
buildConfirmed2 publishers Ataraxos, a Stratego AI from Carnegie Mellon, NYU, Stanford and MIT, beat Pim Niemeijer 15-1-4 after a training run that cost under $8,000. The savings came from a custom simulator and sample efficiency, so the price holds only for problems that simulate as cheaply.
Reality
- Evidence62
- Adoption
- Not scored
- Hype gap+25
- Incentives40
- Confidence60
Ken Griffin is giving Carnegie Mellon $3 billion, a record by the university's count, with $2 billion for a 35-acre campus in Miami's Wynwood. For employers it promises a new supply of technical graduates in South Florida, on a timeline measured in years and at a modest scale.
Perspective Coverage
3 publishers
- Builder
- Builder 23%
- Operator
- Operator 37%
- Investor
- Investor 40%
Reality
- Evidence66
- Adoption
- Not scored
- Hype gap+18
- Incentives70
- Confidence68
Ken Griffin gave Carnegie Mellon a record $3 billion, $2 billion of it to build a Miami campus that plans to enroll students in 2028. Whether it becomes a research base depends on faculty hiring and industry sponsors arriving on a schedule the money cannot set.
Reality
- Evidence60
- Adoption
- Not scored
- Hype gap+35
- Incentives72
- Confidence62
Managers run more of their writing past AI than the employees they supervise
Omni Calculator found 54% of managers run at least 70% of their writing past AI, against 30% of experienced individual contributors. The studies tying that habit to weaker thinking did not study working managers. The case for retraining leaders is still an inference.
Reality
- Evidence45
- Adoption55
- Hype gap+35
- Incentives
- Not scored
- Confidence40
Ataraxos, an AI from MIT, Carnegie Mellon, NYU and Stanford researchers, beat top-ranked human Stratego players by a large margin, MIT reports. The team says it was far cheaper to train than rival systems and also beat top players at other strategy games.
Reality
- Evidence74
- Adoption
- Not scored
- Hype gap+22
- Incentives70
- Confidence66
A chemistry student's iPhone video shows metal nanoparticles forming from merging clusters
Carnegie Mellon senior Nivedita Shyamsundar tracked colour changes in iPhone video frame by frame to show metal nanoparticles form from merging clusters. Her program lets a lab time the fast early stages of such reactions with a camera it already owns.
Reality
- Evidence40
- Adoption8
- Hype gap+20
- Incentives55
- Confidence45
buildConfirmed4 publishers The pilots at Genentech, Janelia and QuEra are the test of whether one agent interface can retire per-device drivers. Its best number, 99.3% autonomous laser relock, comes from the easiest failure mode in the set.
Perspective Coverage
4 publishers
- Builder
- Builder 41%
- Operator
- Operator 38%
- Investor
- Investor 21%
Reality
- Evidence45
- Adoption18
- Hype gap+25
- Incentives65
- Confidence55
buildOne report1 publisher Agent workflows often made models worse on CMU's Synthetic Hospital chart benchmark
Carnegie Mellon's Synthetic Hospital benchmark found agent wrappers often lowered scores for 10 models reading 1,268 synthetic multi-visit patient charts. The models found facts in the charts but struggled to combine them, so a scaffold that adds retrieval steps may be working on the wrong weakness.
Reality
- Evidence50
- Adoption
- Not scored
- Hype gap+8
- Incentives
- Not scored
- Confidence45
A Carnegie Mellon lab is coring a 178-acre Pittsburgh steel site for pollutant-eating bacteria
Hazelwood Green's soil carried BTEX for decades before its cleanup. A microbiologist two miles away is sequencing cores from differently contaminated parts of the site to test whether the resident bacteria kept the genes to break those compounds down.
Reality
- Evidence48
- Adoption15
- Hype gap+30
- Incentives62
- Confidence55
An AI company chief executive demotes data governance to the second step of adoption
An Entrepreneur contributor who runs a data and AI company says he still believes enterprises need clean data and real governance. He now puts a decision about how staff think alongside AI ahead of it.
Reality
- Evidence25
- Adoption
- Not scored
- Hype gap+40
- Incentives68
- Confidence42
Waymo called police on its own riders after cabin cameras flagged a firearm
Two teenagers were arrested in early September after the robotaxi pulled over and alerted emergency services. Waymo described the policy in an email, and left out the confidence threshold and the human review step.
Reality
- Evidence68
- Adoption55
- Hype gap+12
- Incentives58
- Confidence64
Alzheimer's brain cells fold their genomes differently, Pitt and CMU researchers report
A Science paper measured genome folding and gene activity in the same single cells from postmortem prefrontal cortex, and its authors place chromatin architecture alongside amyloid and tau in the disease's molecular pathology.
Reality
- Evidence58
- Adoption
- Not scored
- Hype gap+25
- Incentives70
- Confidence55
buildOne report1 publisher The flowchart test sorts most agent projects back into ordinary code
Anthropic's December 2024 guidance and three agent benchmarks converge on an awkward result, because the workloads whose steps cannot be enumerated in advance are also the ones where measured agent completion is lowest.
Reality
- Evidence52
- Adoption28
- Hype gap+18
- Incentives35
- Confidence45
Carnegie Mellon measures a Hall voltage from magnetization lying flat inside the film
Theory predicted an in-plane anomalous Hall effect and no experiment had shown one, until a few-layer tantalum iridium telluride flake borrowed magnetism from the layer beneath it and produced the signal.
Reality
- Evidence34
- Adoption
- Not scored
- Hype gap+42
- Incentives74
- Confidence52
ASTRID runs 166 billion particles all the way down to redshift zero
The Carnegie Mellon team has released a 13.5-billion-year hydrodynamic run that ends at the present day, which lets JWST's crowd of early massive black holes be tested against a model that also has to produce a recognizable today.
Reality
- Evidence55
- Adoption30
- Hype gap+20
- Incentives70
- Confidence45