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Developer (auto-discovered)

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06:50
2026-07-08
developer.confluent.io
large-language-models

Not all model upgrades are upgrades

Newer AI models with cheaper per-token pricing can lead to higher costs and worse output, according to tests comparing Claude Sonnet 4.6 and Sonnet 5 on 150 agent tasks. Sonnet 5 consumed up to 12x mo…

04:41
2026-07-08
developer.confluent.io
artificial-intelligence

Don't rewrite your CLI for agents

Researchers tested whether replacing CLI arguments with a single --json payload improves AI agent performance, building a synthetic CLI called podctl for complex multi-service deployments. The study f…

07:21
2026-06-13
developer.confluent.io
developer-tools

Agent just scaffolded a project from 2020

An AI agent scaffolded a project using an outdated 2020 version because npx resolved to an old package version without engine constraints, due to npm's version resolution prioritizing engine compatibi…

07:17
2026-06-06
developer.confluent.io
ai-agents

AI coding agents use your technology

AI coding agents are now using developer tools like SDKs, CLIs, and APIs, but they interact with them differently than human developers, often without the tool creator's visibility into how the agent …

15:57
2026-05-30
developer.confluent.io
ai-agents

Agent Experience Stack

A new series on Agent Experience (AX) examines why AI coding agents often generate broken or outdated code despite promises of productivity. The stack between a developer's prompt and the generated co…