News: Tactica Sidekick Field Multitool For AEG/HPA
Jaeger Precision reviews the Tactica Sidekick Field Multitool, a compact folding device for use with HPAs and AEGs.
Read on: popularairsoft.com/news/tactica... #airsoft
Jaeger Precision reviews the Tactica Sidekick Field Multitool, a compact folding device for use with HPAs and AEGs.
Read on: popularairsoft.com/news/tactica... #airsoft
November 9, 2026 at 6:37 AM
News: Tactica Sidekick Field Multitool For AEG/HPA
Jaeger Precision reviews the Tactica Sidekick Field Multitool, a compact folding device for use with HPAs and AEGs.
Read on: popularairsoft.com/news/tactica... #airsoft
Jaeger Precision reviews the Tactica Sidekick Field Multitool, a compact folding device for use with HPAs and AEGs.
Read on: popularairsoft.com/news/tactica... #airsoft
HPAs are often misconfigured. This 327-line Python script load-tests your Kubernetes HPA and shows how it actually scales under target RPS. Intermediate level. #kubernetes #python #devops https://www.valtersit.com/python/kubernetes-hpa-scaler-load-tester/
Kubernetes HPA Scaler Load Tester
www.valtersit.com
November 5, 2026 at 10:50 PM
HPAs are often misconfigured. This 327-line Python script load-tests your Kubernetes HPA and shows how it actually scales under target RPS. Intermediate level. #kubernetes #python #devops https://www.valtersit.com/python/kubernetes-hpa-scaler-load-tester/
Honest limits:
- 14 days catches flapping, not a month-end batch. The human who knows rejects that min cut
- memory-target HPAs pin, they do not flap. Usual fix: stop scaling on memory. needs_human
- Helm-rendered HPAs: real knob is in values, many charts expose none
- 14 days catches flapping, not a month-end batch. The human who knows rejects that min cut
- memory-target HPAs pin, they do not flap. Usual fix: stop scaling on memory. needs_human
- Helm-rendered HPAs: real knob is in values, many charts expose none
November 3, 2026 at 6:08 AM
Honest limits:
- 14 days catches flapping, not a month-end batch. The human who knows rejects that min cut
- memory-target HPAs pin, they do not flap. Usual fix: stop scaling on memory. needs_human
- Helm-rendered HPAs: real knob is in values, many charts expose none
- 14 days catches flapping, not a month-end batch. The human who knows rejects that min cut
- memory-target HPAs pin, they do not flap. Usual fix: stop scaling on memory. needs_human
- Helm-rendered HPAs: real knob is in values, many charts expose none
Most Kubernetes HPAs ship with no behavior block. That silently means: 300s scale-down, unlimited scale-up, 10% tolerance.
Copy one working manifest and a year later there are 140 of them, none tested against real load.
An agent that finds the broken ones 🧵
Copy one working manifest and a year later there are 140 of them, none tested against real load.
An agent that finds the broken ones 🧵
November 3, 2026 at 6:08 AM
Most Kubernetes HPAs ship with no behavior block. That silently means: 300s scale-down, unlimited scale-up, 10% tolerance.
Copy one working manifest and a year later there are 140 of them, none tested against real load.
An agent that finds the broken ones 🧵
Copy one working manifest and a year later there are 140 of them, none tested against real load.
An agent that finds the broken ones 🧵
"From 15 to 10 Seconds: How EKS HPA Tuning Exposed a Hidden Scaling Bottleneck" by Karthik R
#kubernetes #amazon-eks #eksctl
#kubernetes #amazon-eks #eksctl
From 15 to 10 Seconds: How EKS HPA Tuning Exposed a Hidden Scaling Bottleneck
This article explores how reducing the HPA synchronization interval from 15 to 10 seconds in a large-scale Amazon EKS environment increased reconciliation demand by 50%, exposing potential bottlenecks in Kubernetes API server performance and OPA Gatekeeper admission control. Drawing on an enterprise environment with 1,500 nodes, 35,000 Pods, and 1,200 HPAs, it examines why faster autoscaling decisions do not always translate into faster Pod creation and application readiness,.
community.aws
November 9, 2026 at 10:30 AM
"From 15 to 10 Seconds: How EKS HPA Tuning Exposed a Hidden Scaling Bottleneck" by Karthik R
#kubernetes #amazon-eks #eksctl
#kubernetes #amazon-eks #eksctl
Guardrails the wrapper enforces, not the prompt:
- maxReplicas only goes UP; a verdict lowering it is dropped
- KEDA-owned HPAs (keda-hpa-* owner ref) skipped
- manifest changed in git within 14d? no verdict
- quota headroom checked on every max raise
- 3 open PRs max
- maxReplicas only goes UP; a verdict lowering it is dropped
- KEDA-owned HPAs (keda-hpa-* owner ref) skipped
- manifest changed in git within 14d? no verdict
- quota headroom checked on every max raise
- 3 open PRs max
November 3, 2026 at 6:08 AM
Guardrails the wrapper enforces, not the prompt:
- maxReplicas only goes UP; a verdict lowering it is dropped
- KEDA-owned HPAs (keda-hpa-* owner ref) skipped
- manifest changed in git within 14d? no verdict
- quota headroom checked on every max raise
- 3 open PRs max
- maxReplicas only goes UP; a verdict lowering it is dropped
- KEDA-owned HPAs (keda-hpa-* owner ref) skipped
- manifest changed in git within 14d? no verdict
- quota headroom checked on every max raise
- 3 open PRs max
Not sorry that the fad for hazy pale ale seems to be dying. Bought this at the local cheap booze emporium for a family party where some are gluten intolerant. Not tried this before so felt I must try it first, very pleasantly surprised! If more HPAs were like this I might be converted.
#Bskybeer
#Bskybeer
October 31, 2026 at 2:38 PM
Not sorry that the fad for hazy pale ale seems to be dying. Bought this at the local cheap booze emporium for a family party where some are gluten intolerant. Not tried this before so felt I must try it first, very pleasantly surprised! If more HPAs were like this I might be converted.
#Bskybeer
#Bskybeer
Full write-up: the miner, the classifier, the verdict schema, both PR templates, and the honest-limits section.
https://devtocash.com/blog/2026-10-24-kubernetes-hpa-tuning-agent-flapping-pinned-at-max-never-scales-stabilization-window-pr
#Kubernetes #DevOps #FinOps
https://devtocash.com/blog/2026-10-24-kubernetes-hpa-tuning-agent-flapping-pinned-at-max-never-scales-stabilization-window-pr
#Kubernetes #DevOps #FinOps
Build a Kubernetes HPA Tuning Agent: Catch Flapping, Pinned-at-Max, and Never-Scaling Autoscalers, Then Ship Stabilization Window and Replica PRs
Build a Kubernetes HPA tuning agent: mine kube-state-metrics for flapping, pinned-at-max, or never-scaling HPAs, then open stabilization window and replica PRs.
devtocash.com
November 3, 2026 at 6:08 AM
Full write-up: the miner, the classifier, the verdict schema, both PR templates, and the honest-limits section.
https://devtocash.com/blog/2026-10-24-kubernetes-hpa-tuning-agent-flapping-pinned-at-max-never-scales-stabilization-window-pr
#Kubernetes #DevOps #FinOps
https://devtocash.com/blog/2026-10-24-kubernetes-hpa-tuning-agent-flapping-pinned-at-max-never-scales-stabilization-window-pr
#Kubernetes #DevOps #FinOps
Yeah, I also try to avoid over-romanticizing HPAS, since there were pretty bad ones too 😅
Good thing is, my C 63 has a lovely HPAS 🥰 Always an excellent reset of what to expect of a very good steering 😎
Good thing is, my C 63 has a lovely HPAS 🥰 Always an excellent reset of what to expect of a very good steering 😎
October 26, 2026 at 8:35 AM
Yeah, I also try to avoid over-romanticizing HPAS, since there were pretty bad ones too 😅
Good thing is, my C 63 has a lovely HPAS 🥰 Always an excellent reset of what to expect of a very good steering 😎
Good thing is, my C 63 has a lovely HPAS 🥰 Always an excellent reset of what to expect of a very good steering 😎
9/ Honest limits: 14 days catches flapping and never-scaling, not a month-end batch. Memory-target HPAs pin rather than flap (memory doesn't fall with load), so verdict = needs_human. Helm-rendered HPAs: the real knob is in values, and many charts don't expose behavior at all.
October 24, 2026 at 1:17 AM
9/ Honest limits: 14 days catches flapping and never-scaling, not a month-end batch. Memory-target HPAs pin rather than flap (memory doesn't fall with load), so verdict = needs_human. Helm-rendered HPAs: the real knob is in values, and many charts don't expose behavior at all.
📈 Current Affairs 2026: Which company set the record for India’s largest-ever IPO by issue size? Discover key facts for competitive exams!
#CurrentAffairs2026 #JioPlatforms #IPO2026 #StockMarket #BusinessNews #UPSC #SSC #HPAS #StatePCS #BankingExams #DailyGK #VidyaKasamEducation
#CurrentAffairs2026 #JioPlatforms #IPO2026 #StockMarket #BusinessNews #UPSC #SSC #HPAS #StatePCS #BankingExams #DailyGK #VidyaKasamEducation
October 24, 2026 at 3:30 PM
📈 Current Affairs 2026: Which company set the record for India’s largest-ever IPO by issue size? Discover key facts for competitive exams!
#CurrentAffairs2026 #JioPlatforms #IPO2026 #StockMarket #BusinessNews #UPSC #SSC #HPAS #StatePCS #BankingExams #DailyGK #VidyaKasamEducation
#CurrentAffairs2026 #JioPlatforms #IPO2026 #StockMarket #BusinessNews #UPSC #SSC #HPAS #StatePCS #BankingExams #DailyGK #VidyaKasamEducation
Build a Kubernetes HPA tuning agent: mine kube-state-metrics for flapping, pinned-at-max, or never-scaling HPAs, then open stabilization window and replica PRs.
Full guide 👇
https://devtocash.com/blog/2026-10-24-kubernetes-hpa-tuning-agent-flapping-pinned-at-max-never-scales-stabilization-window-pr
Full guide 👇
https://devtocash.com/blog/2026-10-24-kubernetes-hpa-tuning-agent-flapping-pinned-at-max-never-scales-stabilization-window-pr
Build a Kubernetes HPA Tuning Agent: Catch Flapping, Pinned-at-Max, and Never-Scaling Autoscalers, Then Ship Stabilization Window and Replica PRs
Build a Kubernetes HPA tuning agent: mine kube-state-metrics for flapping, pinned-at-max, or never-scaling HPAs, then open stabilization window and replica PRs.
devtocash.com
October 24, 2026 at 5:22 PM
Build a Kubernetes HPA tuning agent: mine kube-state-metrics for flapping, pinned-at-max, or never-scaling HPAs, then open stabilization window and replica PRs.
Full guide 👇
https://devtocash.com/blog/2026-10-24-kubernetes-hpa-tuning-agent-flapping-pinned-at-max-never-scales-stabilization-window-pr
Full guide 👇
https://devtocash.com/blog/2026-10-24-kubernetes-hpa-tuning-agent-flapping-pinned-at-max-never-scales-stabilization-window-pr
6/ The flapping fix is additive. Most HPAs have no behavior block (= 300s scale-down, unlimited scale-up):
behavior:
scaleDown:
stabilizationWindowSeconds: 900
policies:
- type: Pods
value: 1
periodSeconds: 60
selectPolicy: Min
JVM: 1 pod/min.
behavior:
scaleDown:
stabilizationWindowSeconds: 900
policies:
- type: Pods
value: 1
periodSeconds: 60
selectPolicy: Min
JVM: 1 pod/min.
October 24, 2026 at 1:16 AM
6/ The flapping fix is additive. Most HPAs have no behavior block (= 300s scale-down, unlimited scale-up):
behavior:
scaleDown:
stabilizationWindowSeconds: 900
policies:
- type: Pods
value: 1
periodSeconds: 60
selectPolicy: Min
JVM: 1 pod/min.
behavior:
scaleDown:
stabilizationWindowSeconds: 900
policies:
- type: Pods
value: 1
periodSeconds: 60
selectPolicy: Min
JVM: 1 pod/min.
8/ Guardrails the wrapper enforces (the prompt only asks nicely):
→ maxReplicas only goes up
→ minReplicas never crosses the PDB / tier / peak floor
→ KEDA-owned HPAs skipped
→ HPA changed in git within 14d: no verdict
→ quota headroom checked per max raise
→ 3 open PRs max
→ maxReplicas only goes up
→ minReplicas never crosses the PDB / tier / peak floor
→ KEDA-owned HPAs skipped
→ HPA changed in git within 14d: no verdict
→ quota headroom checked per max raise
→ 3 open PRs max
October 24, 2026 at 1:17 AM
8/ Guardrails the wrapper enforces (the prompt only asks nicely):
→ maxReplicas only goes up
→ minReplicas never crosses the PDB / tier / peak floor
→ KEDA-owned HPAs skipped
→ HPA changed in git within 14d: no verdict
→ quota headroom checked per max raise
→ 3 open PRs max
→ maxReplicas only goes up
→ minReplicas never crosses the PDB / tier / peak floor
→ KEDA-owned HPAs skipped
→ HPA changed in git within 14d: no verdict
→ quota headroom checked per max raise
→ 3 open PRs max
Hot take: most HPAs in your cluster aren't autoscaling anything.
Someone copied one working manifest (min 3, max 10, 70% CPU). A year later there are 140 copies, none tested against real load.
A replicas dashboard can't tell you which are wrong. 14 days of history can. 🧵
Someone copied one working manifest (min 3, max 10, 70% CPU). A year later there are 140 copies, none tested against real load.
A replicas dashboard can't tell you which are wrong. 14 days of history can. 🧵
October 24, 2026 at 1:16 AM
Hot take: most HPAs in your cluster aren't autoscaling anything.
Someone copied one working manifest (min 3, max 10, 70% CPU). A year later there are 140 copies, none tested against real load.
A replicas dashboard can't tell you which are wrong. 14 days of history can. 🧵
Someone copied one working manifest (min 3, max 10, 70% CPU). A year later there are 140 copies, none tested against real load.
A replicas dashboard can't tell you which are wrong. 14 days of history can. 🧵
Marco Rubio’s India Visit 2026: Which refinery did he visit? Explore this important current-affairs topic for competitive exams! 📚
#CurrentAffairs2026 #MarcoRubio #JamnagarRefinery #IndiaUSA #UPSC #SSC #HPAS #StatePCS #BankingExams #DefenceExams #DailyGK #VidyaKasamEducation
#CurrentAffairs2026 #MarcoRubio #JamnagarRefinery #IndiaUSA #UPSC #SSC #HPAS #StatePCS #BankingExams #DefenceExams #DailyGK #VidyaKasamEducation
October 23, 2026 at 3:30 AM
Marco Rubio’s India Visit 2026: Which refinery did he visit? Explore this important current-affairs topic for competitive exams! 📚
#CurrentAffairs2026 #MarcoRubio #JamnagarRefinery #IndiaUSA #UPSC #SSC #HPAS #StatePCS #BankingExams #DefenceExams #DailyGK #VidyaKasamEducation
#CurrentAffairs2026 #MarcoRubio #JamnagarRefinery #IndiaUSA #UPSC #SSC #HPAS #StatePCS #BankingExams #DefenceExams #DailyGK #VidyaKasamEducation
Full build: miner, 4-way classifier, verdict schema, PR flow, guardrails 👇
https://devtocash.com/blog/2026-10-24-kubernetes-hpa-tuning-agent-flapping-pinned-at-max-never-scales-stabilization-window-pr
#Kubernetes #SRE #DevOps
https://devtocash.com/blog/2026-10-24-kubernetes-hpa-tuning-agent-flapping-pinned-at-max-never-scales-stabilization-window-pr
#Kubernetes #SRE #DevOps
Build a Kubernetes HPA Tuning Agent: Catch Flapping, Pinned-at-Max, and Never-Scaling Autoscalers, Then Ship Stabilization Window and Replica PRs
Build a Kubernetes HPA tuning agent: mine kube-state-metrics for flapping, pinned-at-max, or never-scaling HPAs, then open stabilization window and replica PRs.
devtocash.com
October 24, 2026 at 1:17 AM
Full build: miner, 4-way classifier, verdict schema, PR flow, guardrails 👇
https://devtocash.com/blog/2026-10-24-kubernetes-hpa-tuning-agent-flapping-pinned-at-max-never-scales-stabilization-window-pr
#Kubernetes #SRE #DevOps
https://devtocash.com/blog/2026-10-24-kubernetes-hpa-tuning-agent-flapping-pinned-at-max-never-scales-stabilization-window-pr
#Kubernetes #SRE #DevOps
I've got all my HPAs in the loft and can turn everything off remotely or with a phisical switch.....But mainly I have a VERY loud smoke alarm above them. Vicki has very good hearing and has done the "how to turn everything off" training course.👍
October 21, 2026 at 12:02 PM
I've got all my HPAs in the loft and can turn everything off remotely or with a phisical switch.....But mainly I have a VERY loud smoke alarm above them. Vicki has very good hearing and has done the "how to turn everything off" training course.👍
Explore the 8th Bloomberg New Economy Forum 2026 and boost your Current Affairs preparation!
Download the VidyaKasam Education App today!
#CurrentAffairs2026 #BloombergForum #GK #UPSC #SSC #HPAS #HPPSC #BankingExams #CompetitiveExams #GeneralKnowledge #ExamPreparation #VidyaKasam
Download the VidyaKasam Education App today!
#CurrentAffairs2026 #BloombergForum #GK #UPSC #SSC #HPAS #HPPSC #BankingExams #CompetitiveExams #GeneralKnowledge #ExamPreparation #VidyaKasam
October 15, 2026 at 3:30 PM
Explore the 8th Bloomberg New Economy Forum 2026 and boost your Current Affairs preparation!
Download the VidyaKasam Education App today!
#CurrentAffairs2026 #BloombergForum #GK #UPSC #SSC #HPAS #HPPSC #BankingExams #CompetitiveExams #GeneralKnowledge #ExamPreparation #VidyaKasam
Download the VidyaKasam Education App today!
#CurrentAffairs2026 #BloombergForum #GK #UPSC #SSC #HPAS #HPPSC #BankingExams #CompetitiveExams #GeneralKnowledge #ExamPreparation #VidyaKasam
Creo que no habla de tarifa, sino de uso particular:
bsky.app/profile/hpas...
bsky.app/profile/hpas...
1) En cuanto a tarifa si, toda la razón. Pero si mi empresa tiene almacenamiento, acto seguido tengo casi el mismo precio en las dos franjas horarias.
Este empuje individual a aplanar la curva, será más fuerte si se permite compartir almacenamiento. En un polígono industrial, por ejemplo.
Este empuje individual a aplanar la curva, será más fuerte si se permite compartir almacenamiento. En un polígono industrial, por ejemplo.
October 14, 2026 at 10:00 AM
Creo que no habla de tarifa, sino de uso particular:
bsky.app/profile/hpas...
bsky.app/profile/hpas...
Carve-outs refer to legislation passed boosting marine protections in #HaurakiGulf that included a late stage amendment allowing #commercial ring-net fishing operators exclusive access to two high protection areas=#HPAs www.rnz.co.nz/news/politic...
Green Party promises to close carve-outs for commercial fishers, end bottom trawling
The Greens want to close "Luxon's carve-outs" for commercial fishers in the Hauraki Gulf, phase out bottom trawling and protect 30 percent of it by reforming marine protected area legislation.
www.rnz.co.nz
October 10, 2026 at 11:31 PM
Carve-outs refer to legislation passed boosting marine protections in #HaurakiGulf that included a late stage amendment allowing #commercial ring-net fishing operators exclusive access to two high protection areas=#HPAs www.rnz.co.nz/news/politic...
Coalition Carve-outs refer to legislation passed boosting marine protections in #HaurakiGulf that included a late stage amendment allowing #commercial ring-net fishing operators exclusive access to two high protection areas ( #HPAs) www.rnz.co.nz/news/politic...
Green Party promises to close carve-outs for commercial fishers, end bottom trawling
The Greens want to close "Luxon's carve-outs" for commercial fishers in the Hauraki Gulf, phase out bottom trawling and protect 30 percent of it by reforming marine protected area legislation.
www.rnz.co.nz
October 10, 2026 at 11:28 PM
Coalition Carve-outs refer to legislation passed boosting marine protections in #HaurakiGulf that included a late stage amendment allowing #commercial ring-net fishing operators exclusive access to two high protection areas ( #HPAs) www.rnz.co.nz/news/politic...
Coalition Govt Carve-outs refer to legislation boosting marine protections in #HaurakiGulf that included a late amendment allowing #commercial ring-net fishing operators exclusive access to 2 high protection areas=#HPAs. #PartyVoteGreen✅ www.rnz.co.nz/news/politic...
Green Party promises to close carve-outs for commercial fishers, end bottom trawling
The Greens want to close "Luxon's carve-outs" for commercial fishers in the Hauraki Gulf, phase out bottom trawling and protect 30 percent of it by reforming marine protected area legislation.
www.rnz.co.nz
October 10, 2026 at 11:25 PM
Coalition Govt Carve-outs refer to legislation boosting marine protections in #HaurakiGulf that included a late amendment allowing #commercial ring-net fishing operators exclusive access to 2 high protection areas=#HPAs. #PartyVoteGreen✅ www.rnz.co.nz/news/politic...
Carve-outs refer to legislation passed boosting marine protections in #HaurakiGulf including a late stage amendment allowing #commercial #RingNet fishing operators exclusive access to two high protection areas =#HPAs www.rnz.co.nz/news/politic...
Green Party promises to close carve-outs for commercial fishers, end bottom trawling
The Greens want to close "Luxon's carve-outs" for commercial fishers in the Hauraki Gulf, phase out bottom trawling and protect 30 percent of it by reforming marine protected area legislation.
www.rnz.co.nz
October 9, 2026 at 11:22 PM
Carve-outs refer to legislation passed boosting marine protections in #HaurakiGulf including a late stage amendment allowing #commercial #RingNet fishing operators exclusive access to two high protection areas =#HPAs www.rnz.co.nz/news/politic...
Carve-outs=legislation boosting marine protections in #HaurakiGulf that included a late stage amendment giving #commercial ring-net #fishing operators exclusive access to two high protection areas ( #HPAs). Most commercial & recreational fishing is prohibited in HPAs www.rnz.co.nz/news/politic...
Green Party promises to close carve-outs for commercial fishers, end bottom trawling
The Greens want to close "Luxon's carve-outs" for commercial fishers in the Hauraki Gulf, phase out bottom trawling and protect 30 percent of it by reforming marine protected area legislation.
www.rnz.co.nz
October 5, 2026 at 10:21 PM
Carve-outs=legislation boosting marine protections in #HaurakiGulf that included a late stage amendment giving #commercial ring-net #fishing operators exclusive access to two high protection areas ( #HPAs). Most commercial & recreational fishing is prohibited in HPAs www.rnz.co.nz/news/politic...