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Dev.to

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04:42
2026-09-26
dev.to
ai-tools

Episode 02: Getting Started with the Laravel AI SDK

Laravel released the Laravel AI SDK, a first-party package that gives developers a single Laravel-native integration layer for configuring AI providers, defining agents, calling models, using tools, r…

04:04
2026-09-26
dev.to
ai-agents

The Retry That Wasn't the Fix

A developer building an autonomous software-engineering agent traced intermittent 503 errors from NVIDIA's hosted API to the Python SDK's structured-output path, which silently falls through multiple …

03:51
2026-09-26
dev.to
ai-agents

Designing a Reliable Serverless AI Publishing Workflow

A developer outlines a bounded state-machine architecture for serverless AI publishing pipelines, arguing that naive retry loops in ephemeral runtimes breach platform subrequest ceilings and leave rep…

03:50
2026-09-26
dev.to
ai-agents

AI in Software Testing: Why Generated Tests Miss Bugs

A developer working on account-deletion logic found that a coding agent's generated tests passed while the implementation deleted accounts before verifying eligibility, because the tests asserted only…

03:44
2026-09-26
dev.to
large-language-models

Which LLM Is Best for Coding: Gemini 3.8 Flash vs Opus 4.6

A developer-run head-to-head test found that Gemini 3.8 Flash at high thinking effort matched Claude Opus 4.6 on machine-checked instruction following, both scoring 17 of 17 on a seven-constraint arti…

03:43
2026-09-26
dev.to
ai-search

Perplexica vs Perplexity 2026: Vane Wins on Price

The open-source answer engine formerly known as Perplexica was renamed to Vane in a 9 March 2026 commit (SHA 39c0f19) by maintainer itzcrazykns1337, moving container paths from /home/perplexica to /ho…

03:32
2026-09-26
dev.to
ai-agents

My Life Isn't an OS — So I Built One

A developer built a personal "LifeOS" system that separates lightweight daytime logging from context-heavy evening processing, using SQLite to record events and an Obsidian-style vault to hold project…

03:00
2026-09-26
dev.to
ai-agents

Kubernetes for Agents: Why Agent Fleets Need a Control Plane

A developer built HivePlane, an open-source control plane for AI agent fleets that enforces declarative workload manifests, admission control, certification benchmarks, and per-run budget ceilings, an…

02:29
2026-09-26
dev.to
ai-agents

Shipping an MCP Server: Desktop App vs Hosted Web App

A developer compared shipping two Model Context Protocol servers: Hiberden, a desktop LTO tape archiving app whose MCP server runs locally over stdio inside the installer, and Easy2257, a hosted multi…

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