did you read the vercel blog about how they’re binpacking jobs onto lambdas
August 4, 2025 at 10:44 PM
did you read the vercel blog about how they’re binpacking jobs onto lambdas
Have you tried asking ChatGPT to invent a quantum binpacking algorithm?
September 2, 2025 at 8:10 AM
Have you tried asking ChatGPT to invent a quantum binpacking algorithm?
Going to #KubeCon? Check out #HannahTaub's talk "The Node Tetris Rabbit Hole: Why Your #Binpacking Might Be Underperforming" You'll learn some #Kubernetes #utilization & #costefficiency techniques, tips & tricks. I'm lucky enough to work w/her & she's impressive!
kccncna2024.sched.com/event/1i7rY
kccncna2024.sched.com/event/1i7rY
KubeCon + CloudNativeCon North America 2024: The Node Tetris Rabbit Hole: Why Your Bi...
View more about this event at KubeCon + CloudNativeCon North America 2024
kccncna2024.sched.com
November 3, 2024 at 8:33 PM
Going to #KubeCon? Check out #HannahTaub's talk "The Node Tetris Rabbit Hole: Why Your #Binpacking Might Be Underperforming" You'll learn some #Kubernetes #utilization & #costefficiency techniques, tips & tricks. I'm lucky enough to work w/her & she's impressive!
kccncna2024.sched.com/event/1i7rY
kccncna2024.sched.com/event/1i7rY
Kube Binpacking Exporter exposes Prometheus metrics that show how efficiently your cluster packs requested CPU and memory across nodes, groups, and DaemonSet overhead so you can measure fragmentation over time
➤ https://ku.bz/VpnFlkz-0
➤ https://ku.bz/VpnFlkz-0
July 25, 2026 at 2:41 PM
Kube Binpacking Exporter exposes Prometheus metrics that show how efficiently your cluster packs requested CPU and memory across nodes, groups, and DaemonSet overhead so you can measure fragmentation over time
➤ https://ku.bz/VpnFlkz-0
➤ https://ku.bz/VpnFlkz-0
Kube Binpacking Exporter exposes Prometheus metrics that show how efficiently your cluster packs requested CPU and memory across nodes, groups, and DaemonSet overhead so you can measure fragmentation over time
➜ https://ku.bz/VpnFlkz-0
➜ https://ku.bz/VpnFlkz-0
June 25, 2026 at 4:11 PM
Kube Binpacking Exporter exposes Prometheus metrics that show how efficiently your cluster packs requested CPU and memory across nodes, groups, and DaemonSet overhead so you can measure fragmentation over time
➜ https://ku.bz/VpnFlkz-0
➜ https://ku.bz/VpnFlkz-0
D'abord je kiffe le trio, toujours aussi fan de Panda et Horacio ;)
Ensuite, juste une petit précision complémentaire, Karpenter va surtout optimiser la consommation des nodes en optimisant le binpacking.
C'est bien quand on a du choix, mais ça résout pas tout à fait le pb exposé par Panda
Ensuite, juste une petit précision complémentaire, Karpenter va surtout optimiser la consommation des nodes en optimisant le binpacking.
C'est bien quand on a du choix, mais ça résout pas tout à fait le pb exposé par Panda
June 11, 2026 at 6:25 PM
D'abord je kiffe le trio, toujours aussi fan de Panda et Horacio ;)
Ensuite, juste une petit précision complémentaire, Karpenter va surtout optimiser la consommation des nodes en optimisant le binpacking.
C'est bien quand on a du choix, mais ça résout pas tout à fait le pb exposé par Panda
Ensuite, juste une petit précision complémentaire, Karpenter va surtout optimiser la consommation des nodes en optimisant le binpacking.
C'est bien quand on a du choix, mais ça résout pas tout à fait le pb exposé par Panda
🚛💡 Revolutionising Logistics with 2L-VRLP💡🚛
An innovative two-level vehicle routing and loading model.
2L-VRLP integrates #BinPacking and #VehicleRouting to optimise space utilisation, costs, and operational efficiency ➡️ decisionlab.co.uk/2024/09/19/i...
#Logistics #SupplyChain
An innovative two-level vehicle routing and loading model.
2L-VRLP integrates #BinPacking and #VehicleRouting to optimise space utilisation, costs, and operational efficiency ➡️ decisionlab.co.uk/2024/09/19/i...
#Logistics #SupplyChain
Innovative Logistics: How Decision Lab’s 2L-VRLP Model Transforms Supply Chain Efficiency
Explore how Decision Lab’s groundbreaking 2L-VRLP model combines bin packing and vehicle routing to revolutionise logistics operations. Discover how this innovative approach optimises space, reduces c...
decisionlab.co.uk
November 22, 2024 at 11:47 AM
🚛💡 Revolutionising Logistics with 2L-VRLP💡🚛
An innovative two-level vehicle routing and loading model.
2L-VRLP integrates #BinPacking and #VehicleRouting to optimise space utilisation, costs, and operational efficiency ➡️ decisionlab.co.uk/2024/09/19/i...
#Logistics #SupplyChain
An innovative two-level vehicle routing and loading model.
2L-VRLP integrates #BinPacking and #VehicleRouting to optimise space utilisation, costs, and operational efficiency ➡️ decisionlab.co.uk/2024/09/19/i...
#Logistics #SupplyChain
for the most part, I don't regret dropping out of CS in college but damn if I really wished I'd taken a class on binpacking and every trick in that book of dark magicks
September 27, 2023 at 6:20 PM
for the most part, I don't regret dropping out of CS in college but damn if I really wished I'd taken a class on binpacking and every trick in that book of dark magicks
For example: they have ECS tasks reserving the equivalent of 60 vCPU and are needing 120 vCPU of servers to run/deploy comfortably even with a majority of the services using binpacking.
January 9, 2025 at 1:19 AM
For example: they have ECS tasks reserving the equivalent of 60 vCPU and are needing 120 vCPU of servers to run/deploy comfortably even with a majority of the services using binpacking.
Constant-factor approximation algorithms for maximin-share fairness in bin-packing were presented for ordinal models. The paper was submitted on 6 October 2025 and appears at WINE conference. https://getnews.me/new-algorithms-advance-maximin-share-fairness-in-bin-packing/ #maximinshare #binpacking
October 8, 2025 at 1:22 AM
Constant-factor approximation algorithms for maximin-share fairness in bin-packing were presented for ordinal models. The paper was submitted on 6 October 2025 and appears at WINE conference. https://getnews.me/new-algorithms-advance-maximin-share-fairness-in-bin-packing/ #maximinshare #binpacking
Using GPT‑4o, researchers cut the average bins needed for 2D bin‑packing from 16 to 15 and raised space utilisation to about 0.83 after just two evolutionary iterations. https://getnews.me/evaluating-llms-on-2d-bin-packing-one-phase-and-two-phase-heuristics/ #llm #binpacking #evolutionary
October 3, 2025 at 10:39 AM
Using GPT‑4o, researchers cut the average bins needed for 2D bin‑packing from 16 to 15 and raised space utilisation to about 0.83 after just two evolutionary iterations. https://getnews.me/evaluating-llms-on-2d-bin-packing-one-phase-and-two-phase-heuristics/ #llm #binpacking #evolutionary
A new framework merging LLMs with evolutionary algorithms lowered the average bin count for 2‑D packing from 16 to 15 and lifted utilization to 0.83, achieving optimal solutions in two iterations. https://getnews.me/llms-boost-2d-bin-packing-efficiency-with-evolutionary-heuristics/ #llm #binpacking
September 29, 2025 at 1:10 PM
A new framework merging LLMs with evolutionary algorithms lowered the average bin count for 2‑D packing from 16 to 15 and lifted utilization to 0.83, achieving optimal solutions in two iterations. https://getnews.me/llms-boost-2d-bin-packing-efficiency-with-evolutionary-heuristics/ #llm #binpacking
Binpacking: an underused algorithm in the market research industry
allthingsdatascience.blogspot.com/2024/12/binp...
#mrx #datascience
allthingsdatascience.blogspot.com/2024/12/binp...
#mrx #datascience
Binpacking: an underused algorithm in the market research industry
allthingsdatascience.blogspot.com
December 28, 2024 at 4:26 PM
Binpacking: an underused algorithm in the market research industry
allthingsdatascience.blogspot.com/2024/12/binp...
#mrx #datascience
allthingsdatascience.blogspot.com/2024/12/binp...
#mrx #datascience
Binpacking multiple unrelated containers onto a single machine is not a priority due to concerns about noisy neighbors; many teams are using entire single machines and optimized for it. #SystemsAtScale
January 13, 2025 at 1:31 PM
Binpacking multiple unrelated containers onto a single machine is not a priority due to concerns about noisy neighbors; many teams are using entire single machines and optimized for it. #SystemsAtScale
Pondering optimal binpacking of people into coffeeshop seating areas while fielding oncall. http://www.google.com/buzz/106912596786226524817/Svqg7AYyCRt/Pondering-optimal-binpacking-of-people-into
January 13, 2025 at 4:44 AM
Pondering optimal binpacking of people into coffeeshop seating areas while fielding oncall. http://www.google.com/buzz/106912596786226524817/Svqg7AYyCRt/Pondering-optimal-binpacking-of-people-into
Batch print gears for class? Done! 🚀 #SLS3DPrinting #BinPacking #3DPrintingBatch #EdTech #WOW3DLearning
February 20, 2026 at 11:30 AM
Batch print gears for class? Done! 🚀 #SLS3DPrinting #BinPacking #3DPrintingBatch #EdTech #WOW3DLearning
As a further example to the point: none of the three examples in your original post are unique to k8s.
Most services have a consistent API.
Service Discovery has existed for yonks via multiple methods.
Docker Swarm et al can do binpacking.
You want to know what makes k8s unique? I'm telling you.
Most services have a consistent API.
Service Discovery has existed for yonks via multiple methods.
Docker Swarm et al can do binpacking.
You want to know what makes k8s unique? I'm telling you.
April 20, 2025 at 2:41 PM
As a further example to the point: none of the three examples in your original post are unique to k8s.
Most services have a consistent API.
Service Discovery has existed for yonks via multiple methods.
Docker Swarm et al can do binpacking.
You want to know what makes k8s unique? I'm telling you.
Most services have a consistent API.
Service Discovery has existed for yonks via multiple methods.
Docker Swarm et al can do binpacking.
You want to know what makes k8s unique? I'm telling you.
If you're at Kubecon this week, come join me on Friday to hear about my team's journey with improving our Kubernetes cluster utilization. I'll also share some tips and tricks for better binpacking for cost efficiency!
kccncna2024.sched.com/event/0f582c...
kccncna2024.sched.com/event/0f582c...
KubeCon + CloudNativeCon North America 2024: The Node Tetris Rabbit Hole: Why Your Bi...
View more about this event at KubeCon + CloudNativeCon North America 2024
kccncna2024.sched.com
November 13, 2024 at 5:46 PM
If you're at Kubecon this week, come join me on Friday to hear about my team's journey with improving our Kubernetes cluster utilization. I'll also share some tips and tricks for better binpacking for cost efficiency!
kccncna2024.sched.com/event/0f582c...
kccncna2024.sched.com/event/0f582c...
another useful feature is Binpacking. by default, kuberenetes uses LeastRequestedPriority which prioritizes to schedule the Pod to least utilized hosts, and try best to spread the work load evenly.
unfortunately, when comes with GPU, this is likely to happen:
unfortunately, when comes with GPU, this is likely to happen:
May 1, 2025 at 11:37 AM
another useful feature is Binpacking. by default, kuberenetes uses LeastRequestedPriority which prioritizes to schedule the Pod to least utilized hosts, and try best to spread the work load evenly.
unfortunately, when comes with GPU, this is likely to happen:
unfortunately, when comes with GPU, this is likely to happen:
October 15, 2023 at 1:36 AM
yep, I need two cables at home and a keyboard for this stunt. that's ok -- we'll get the DNS working a little better
ask someone how binpacking works this is tmux this is claude hahahaahhahahahaha only fucking serious
ask someone how binpacking works this is tmux this is claude hahahaahhahahahaha only fucking serious
June 14, 2026 at 2:16 AM
yep, I need two cables at home and a keyboard for this stunt. that's ok -- we'll get the DNS working a little better
ask someone how binpacking works this is tmux this is claude hahahaahhahahahaha only fucking serious
ask someone how binpacking works this is tmux this is claude hahahaahhahahahaha only fucking serious
Really useful talk. You can tell by the audience questions it's an interesting and not completely solved topic. Glad to see such a comprehensive overview and platform approach!
www.youtube.com/watch?v=6l1h...
#CNCF #platformengineering @hannahtaub.bsky.social
www.youtube.com/watch?v=6l1h...
#CNCF #platformengineering @hannahtaub.bsky.social
The Node Tetris Rabbit Hole: Why Your Binpacking Might Be Underperforming - Hannah Taub, Adobe Inc.
YouTube video by CNCF [Cloud Native Computing Foundation]
www.youtube.com
November 20, 2024 at 5:41 PM
Really useful talk. You can tell by the audience questions it's an interesting and not completely solved topic. Glad to see such a comprehensive overview and platform approach!
www.youtube.com/watch?v=6l1h...
#CNCF #platformengineering @hannahtaub.bsky.social
www.youtube.com/watch?v=6l1h...
#CNCF #platformengineering @hannahtaub.bsky.social