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Dev.to

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10:35
2026-10-29
dev.to
ai-agents

The model proposes. The harness decides.

A developer published a companion example and course material arguing that agent safety must be enforced in the application harness rather than the model, using the principle "The model proposes. The …

10:12
2026-10-29
dev.to
artificial-intelligence

Run Maya 2 Native locally: streaming TTS in 12 languages

Maya Research released Maya 2 Native, an Apache-2.0 text-to-speech model covering 11 Indic languages plus English, with 20 built-in voices, streaming audio, and voice cloning from 3–10 seconds of refe…

09:34
2026-10-29
dev.to
ai-agents

How Do You Make a CrewAI Agent Survive a Crash?

A developer demonstrated a durable-execution wrapper for CrewAI agents that converts each tool call into a Dapr workflow activity, so a crashed or redeployed process resumes from the last completed ca…

08:36
2026-10-29
dev.to
ai-agents

Designing Audit Trails for Agentic Healthcare AI

An engineer outlined a design approach for audit trails in agentic healthcare AI, arguing that logging only final answers is insufficient when agents retrieve records, call tools, update systems and d…

08:35
2026-10-29
dev.to
large-language-models

[ Video ] Testing Spark-X2.6–4B on my 16GB MacBookPro

A developer tested Spark-X2.6-4B, a roughly 4.11B-parameter Apache 2.0 model from SparkLLM/XHToken, on a 16GB MacBook Pro using MLX Serve, finding it among the top two or three small models tried on t…

08:35
2026-10-29
dev.to
ai-agents

A Coding Agent's Green Check Is a Coverage Claim

A developer outlined a review protocol for coding agents that treats a green test check as a coverage claim rather than proof of correctness, since results can come from a stale commit or a suite that…

08:33
2026-10-29
dev.to
ai-agents

My AI Agents Kept Fighting Me for My Own Browser

A developer behind the open source browser-agent project described how multiple AI agents sharing a single logged-in Brave browser repeatedly wiped out human work by reloading pages, duplicating tabs …

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