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Dev.to

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13:41
2026-10-31
dev.to
ai-tools

GhostShell AI

Developer Neha Bohra built GhostShell, an open-source, local-first terminal command analyzer that uses a rule engine for deterministic risk classification and an Ollama-served language model to explai…

13:39
2026-10-31
dev.to
natural-language-processing

Arabic-First AI: Why Dialects, Datasets, and Deployment Matter

A full-stack developer fine-tuned Qwen2.5-1.5B-Instruct on 80,000 Egyptian Arabic examples using QLoRA, raising Egyptian dialect fluency from 3.1/5 to 4.6/5 in a single epoch at the cost of a roughly …

13:11
2026-10-31
dev.to
ai-tools

An AI Code Review Workflow That Catches Real Bugs

A developer outlines a four-stage AI code review workflow that places a linter first, scopes an LLM strictly to the diff, and keeps a human as the sole merge approver. The approach targets the two com…

12:10
2026-10-31
dev.to
artificial-intelligence

Corvus - Hacktoberfest '26

A developer built Corvus, a local-first AI workspace that runs Google's open-weight Gemma models through Ollama entirely on the user's own machine, streaming replies word by word with no API keys, acc…

12:08
2026-10-31
dev.to
artificial-intelligence

Socratic Duck

A developer built Socratic Duck, a rubber-duck debugging companion powered by Google's Gemma 4 that answers developer questions only with Socratic prompts, never the fix. The tool runs every model rep…

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