buildConfirmed2 publishers Raspberry Pi raised the 2GB Pi 5 to $77.50 and the 2GB Pi 4 to $67.50, increases of 19% and 23% it blames on rising memory prices. Labs and small fleets built on the 2GB tier now pay $12.50 more per board, and the memory shortage behind the rise shows no sign of easing.
Reality
- Evidence62
- Adoption
- Not scored
- Hype gap+5
- Incentives
- Not scored
- Confidence66
Microsoft measures a 383% mapping slowdown when robot inference stays onboard
A Microsoft Research study of mobile manipulation reports slower mapping, later obstacle detection and halved manipulation accuracy on small onboard GPUs. The team has shipped Kubernetes tooling to move that inference off the robot.
Reality
- Evidence52
- Adoption22
- Hype gap+24
- Incentives78
- Confidence46
buildOne report1 publisher A Pi 4.4 GiB into swap prices k3s out of a one-slot GPU queue
The Jetson holds one model at a time, so every job has to pass a single admission gateway. That gateway had to run on a box already carrying DNS and 9.4 GiB of committed memory. Footprint settled the build-versus-adopt question before features came up.
Reality
- Evidence44
- Adoption12
- Hype gap−12
- Incentives22
- Confidence51
buildOne report1 publisher Video bytes decide whether Immich needs 1.35x or 1.6x your library
A sizing guide for a 20,000 item Immich import puts the floor at four cores and 6 GB of RAM, but the disk figure moves with how much unplayable video you own, and three first-hour settings decide whether you pay for the processing twice.
Reality
- Evidence30
- Adoption
- Not scored
- Hype gap+15
- Incentives30
- Confidence38
buildOne report1 publisher Au-Zone published 837 test sessions to argue TOPS cannot predict a shipped vision pipeline
The EdgeFirst Model Zoo ties every published result to the artifact, dataset and host that produced it. The arithmetic underneath is the actual argument against buying on peak throughput.
Reality
- Evidence52
- Adoption18
- Hype gap+20
- Incentives78
- Confidence55
buildOne report1 publisher A three-Pi HA control plane that ended up less reliable than the one node it replaced
A homelab k3s build put embedded etcd on microSD cards and USB Ethernet. The reported latency numbers point at I/O contention, not the consensus timeouts the write-up blames.
Reality
- Evidence28
- Adoption8
- Hype gap+38
- Incentives45
- Confidence42