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14:00
2026-06-25
dev.to
ai-agents

Custom sandbox templates for AI agents, tools preinstalled

Orkestr has launched custom sandbox templates for AI agents that preinstall tools like ripgrep and ffmpeg, eliminating the need for repeated installations at runtime. The templates are built once via …

13:47
2026-06-25
dev.to
ai-agents

Write returned success. The file was never there.

A developer identified a structural failure in multi-agent systems where write operations appear successful but data is lost due to race conditions in shared filesystem state. The issue, reported in f…

13:18
2026-06-25
dev.to
ai-agents

MCP should not mean letting AI touch your database

A developer building the NENE2 PHP framework argues that Model Context Protocol (MCP) tools should call application boundaries, not production databases directly. The framework enforces this by mappin…

13:14
2026-06-25
dev.to
artificial-intelligence

Fine-Tuning AI Models Is No Longer Just for ML Engineers

Fine-tuning AI models is becoming accessible beyond ML engineers, as new tooling abstracts away technical complexity. A developer outlines a five-step workflow—collecting data, choosing a base model, …

13:05
2026-06-25
dev.to
ai-agents

Agent runs need their own session identity, not the human's

Armorer Labs, the team behind Armorer and Armorer Guard, argues that AI agents should run with their own session identity rather than inheriting the human user's credentials. The company identifies th…

12:58
2026-06-25
dev.to
artificial-intelligence

Thank you DEV community: the Thinking Engineer Toolkit is live

A developer launched The Thinking Engineer Toolkit, a collection of six resources designed to help engineers use AI without outsourcing their judgment. The toolkit includes guides for individuals, tea…

12:37
2026-06-25
dev.to
ai-tools

Lite-Harness SDK

LiteLLM launched the Lite-Harness SDK, enabling developers to swap between AI agent harnesses such as Claude Code and Codex without rewriting application code. The SDK provides a unified query interfa…

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