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Dev.to

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03:42
2026-11-04
dev.to
ai-tools

Why my 15 GB AI model download kept failing near the end

A developer built a helper tool for ComfyUI that fixes large model downloads failing near completion, after tracing a 15 GB download failure to an expired signed Hugging Face CDN link returning SERVER…

03:42
2026-11-04
dev.to
ai-agents

Our ledger balanced perfectly and had no audit trail

A developer released MnemoPay 1.15, an open-source Apache 2.0 TypeScript SDK that adds policy checks, human approvals, a double-entry ledger and tamper-evident audit chains for AI agents taking conseq…

03:41
2026-11-04
dev.to
ai-agents

What 586 Real Traces Taught Us About LLM Agent Determinism

A developer ran 586 traces of a LangGraph folder-research agent against AgentPulse, a metadata-only observability platform, using qwen2.5:7b on an RTX 4060 and a Pixel 8 Pro running a 3B model via lla…

03:03
2026-11-04
dev.to
large-language-models

Don't let an unattended model rewrite its own prompt

A developer outlined an "envelope" design for unattended LLM pipelines in which the model may only choose among human-approved plans, with failure feedback carried forward as typed template messages r…

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