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Dev.to

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07:37
2026-09-17
dev.to
ai-agents

Tool Descriptions Are the Contract

A developer's MCP-vs-REST sample repo shows that tool descriptions in MCP servers function as the API contract, with prose drift already appearing across two hand-written descriptions of the same rest…

07:33
2026-09-17
dev.to
machine-learning

Install and set up Kubeflow for ML on EKS.

A developer documented a step-by-step process for installing Kubeflow on Amazon EKS, using eksctl to provision the cluster, VPC, subnets, and a managed node group in a single command. The guide notes …

07:30
2026-09-17
dev.to
ai-infrastructure

Handling Timeouts in AI Image Generation Without Blind Retries

A developer outlined a state-machine approach for handling timeouts in asynchronous AI image generation APIs, arguing that a lost HTTP response cannot be treated as a confirmed failure because the pro…

07:21
2026-09-17
dev.to
ai-tools

GitHub Release to Zenodo DOI

A developer documented a verification workflow for archiving a GitHub software release to Zenodo, using version 1.1.0 of an LLM-as-a-judge cost calculator as the worked example. Checks on September 17…

06:45
2026-09-17
dev.to
ai-tools

Clock the Hop Before You Leave Disk

A developer published a timing methodology arguing that local code generation remains faster than remote AI hops for short edits, with remote servers only winning once the laptop queue stalls. The app…

06:04
2026-09-17
dev.to
agent-protocols

2,967 MCP servers advertise OAuth. 8% meet the July spec.

A developer scanned the official MCP registry's 32,380 unique servers and found that of the 2,967 advertising OAuth, only 8% meet all of the July 2026 authorization spec requirements. While older OAut…

05:58
2026-09-17
dev.to
ai-agents

I wanted my coding agent to remember the codebase

A developer tested whether giving an AI coding agent a persistent, reusable index of a codebase reduces the cost of repeated investigation without degrading patch quality. The experiment spanned 12 pu…

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