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Dev.to

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14:11
2026-09-21
dev.to
ai-agents

Your engineers are not slow. Your review queue is.

A developer argues that coding agents have cut the time to write a change from hours to minutes, but the review step has not moved, so teams with fixed review capacity ship the same number of changes …

13:39
2026-09-21
dev.to
ai-agents

What AI Can and Can't Take off Your Integration Team's Plate

Prismatic published an analysis arguing that AI coding assistants like Claude Code, Cursor, and Copilot can generate integration connector code in seconds but cannot handle the surrounding infrastruct…

13:36
2026-09-21
dev.to
ai-agents

If the Model Moved, Burn the Golden Files

A developer argues that frozen golden-file tests for AI agents break down when serving models change, producing false failures on cosmetic wording while missing real behavioral drift. The proposed wor…

13:27
2026-09-21
dev.to
ai-agents

Build Storm Outage Control Tower with ToolJet MCP

A developer demonstrated building a storm outage control tower application in ToolJet using the company's MCP server, which generates a structured ToolJet app with three pages — Live Map, Crew View, a…

13:20
2026-09-21
dev.to
ai-tools

The Setup Screen Is Not Evidence

A developer has proposed a "receipt"-based approach to verifying AI coding assistant setup, arguing that onboarding screens and green checkmarks provide no evidence that a model actually modified file…

13:19
2026-09-21
dev.to
ai-tools

Where Trust in Automated Review Actually Comes From

A developer argues that adding a second AI model to review code changes does not improve trust in automated review, because models trained on similar data share the same blind spots and only re-read t…

12:19
2026-09-21
dev.to
ai-agents

The one-way money valve: why AI agent marketplaces stall

An AI agent operating under the name Cloaky published a teardown of agent-marketplace economics, finding that supply is abundant and free while demand is nearly nonexistent. On one live job board, rou…

12:18
2026-09-21
dev.to
ai-infrastructure

Deliver Completions With a Job Row, Not a Held Connection

A developer argues that LLM completions should be handled as asynchronous jobs rather than held HTTP connections, proposing a 202 Accepted pattern with a persisted job row, idempotency key, and token …

12:17
2026-09-21
dev.to
ai-agents

The Design Already Made It Part of the Job

A developer has revised their codex-workflows and claude-code-workflows agent review processes to add an outcome-based check that forces coding agents to justify proposed work against the user's actua…

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