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Dev.to

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18:00
2026-10-22
dev.to
ai-agents

In an AI security audit, the skeptic is the product

A developer audited Cloudflare's open-source security-audit-skill, a coding-agent skill that coordinates recon, hunter and verifier agents, and found that its bundled validate-findings.cjs validator p…

17:07
2026-10-22
dev.to
artificial-intelligence

SlothSort AI: Let Open-Source AI Handle Your Digital Clutter

A developer built SlothSort AI, a local-first file organization assistant that runs Qwen 2.5 3B through Ollama for local inference, paired with a Python and Streamlit dashboard. The tool categorizes f…

17:05
2026-10-22
dev.to
ai-agents

SlothSort 🦥: The Zero-Effort, Local AI File Organizer

A developer built SlothSort, a lightweight Python agent that watches a folder and waits 24 hours before acting on new files, then uses a local open-weight model via Ollama (llama3.1) to generate descr…

17:05
2026-10-22
dev.to
large-language-models

How to Run a Local LLM on a Laptop With 8 GB of RAM

A developer's guide details how to run a local LLM on an 8 GB RAM laptop by using quantized 1B–3B parameter models through Ollama or llama.cpp. The approach targets 4-bit quantized models such as qwen…

17:05
2026-10-22
dev.to
ai-infrastructure

Implement Model Routing to Reduce Inference Costs

A developer survey of model-routing systems shows how organizations can cut LLM inference costs by automatically assigning each request to the cheapest model that can still handle it. The piece covers…

17:05
2026-10-22
dev.to
ai-safety

Catalog: 10 official guardrails

IBM has published the Granite Guardrails Catalog, a set of 10 open-source, production-ready safety classifiers for detecting and mitigating risks in generative AI outputs, including hate speech, haras…

16:09
2026-10-22
dev.to
ai-agents

Memory Is Not Written. It's Audited.

Wallaby Token has released reconcile.py, a zero-dependency audit script in its open-source wallaby-agent-rules repository that diffs an agent's dated project log against its current-state file to flag…

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