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Saturday, 31 October 2026 Reading Room

Tech

Kubeflow Pipelines UI discovery when standalone mode has no authentication

Kubeflow Pipelines UI discovery when standalone mode has no authentication Kubeflow Pipelines can run as part of a multi-user Kubeflow distribution or as a standalone deployment. That distinction changes the security model. The Kubeflow documentation states that standalone Kubeflow Pipelines deployments do not enforce authentication on the ml-pipeline-ui service and have no multi-user RBAC. A…

dev.to ·

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How does a network know it's wrong?

Loss functions turn every mistake into one number. Here's how squared and absolute loss score the same misses very differently. A neural network can't feel embarrassed when it's wrong.

  • Network learns by minimizing a single number from loss function
  • Squared loss highly sensitive to large errors
  • Absolute loss less sensitive to outliers

·dev.to

Account Updater Is Not a Dunning Strategy: A Braintree Checklist

Braintree's Account Updater is genuinely useful, and that is exactly why it causes a particular kind of trouble: teams enable it, watch a share of failing cards quietly heal themselves, and conclude…

  • Categorize failed transactions by decline type, not date
  • Evaluate updater's effectiveness by tracking resolved card-related failures
  • Examine retry logic and its impact on payment attempts

·dev.to

Amazon ECS Gateway: Beanstalk for ingress for your ECS services

If you've ever published a service on ECS, you know the list: an Application Load Balancer, a listener, a target group, a certificate on ACM, security groups, maybe a web ACL from WAF, and getting…

  • Amazon ECS Gateway, announced Oct 20, 2026, simplifies HTTPS access to ECS services.
  • Gateway automatically configures infrastructure and creates HTTPS entry for each service.

·dev.to

Ghost Farmer: An offline Ancestor Farmer powered by Gemma

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine What I Built Ghost Farmer is an offline chatbot that channels the spirit of an ancestor farmer to…

  • Ghost Farmer is offline chatbot for farming advice
  • Utilizes Gemma 3:1B model running locally via Ollama
  • Family memories stored in stories.txt file

·dev.to

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