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04:17
2026-09-03
dev.to
developer-tools

What I Learned Building an Android QR & Barcode Scanner

A developer building an Android QR and barcode scanner found that the hardest part is not code detection but creating a useful workflow. The app, built with Kotlin and CameraX, uses ML Kit for reliabl…

03:14
2026-09-03
dev.to
developer-tools

You Have a Review Ceiling. Measure It Before It Measures You.

A developer proposes measuring code review effectiveness by seeding known-defective changes, inspired by Margaret-Anne Storey's concept of cognitive debt. The method, akin to mutation testing, aims to…

02:21
2026-09-03
dev.to
generative-ai

How to run generative AI on SQL tables with Snowflake Cortex

A developer's walkthrough demonstrates how to run generative AI on SQL tables using Snowflake Cortex, covering access setup, AI functions like AI_COMPLETE and AI_CLASSIFY, and cost monitoring. The gui…

02:05
2026-09-03
dev.to
large-language-models

I Tried 4 Models to Save My Self-Improving Agent. All 4 Failed.

A developer testing four language models to improve a self-rewriting AI agent found that none produced promotable edits, despite resolving dozens of bugs. The models, ranging from Qwen3-4B to Mistral …

01:38
2026-09-03
dev.to
developer-tools

Why I Built a Deterministic CPG-to-Nuclei Compiler in Rust

A developer with a mechanical engineering background has open-sourced cpg-nuclei-compiler v1.0.0, a Rust-native compiler that converts Code Property Graphs into syntactically perfect ProjectDiscovery …

01:20
2026-09-03
dev.to
developer-tools

This Week In PHP Internals | Sept 2, 2026

PHP internals discussions this week focused on proposals to restrict non-ASCII identifiers, deprecate PEAR, and make number-base functions throw exceptions. Luca Rodenhäuser proposed a per-file declar…

01:02
2026-09-03
dev.to
developer-tools

Read 10,202 times. Visited twice.

A developer's analysis of davaonline.net reveals a stark gap between AI crawler activity and actual referral traffic: over 30 days, AI crawlers made 13,306 requests, with 10,202 hitting content pages …

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