We love performance! Tag1's Francesco Placella shows how AI helped him build Deuteros, an open‑source PHP library that lets you unit‑test Drupal entities without dragging kernel tests into everything. https://www.tag1.com/blog/speed-up-testing-with-deuteros/

#AIApplied #Drupal #PHP #Testing #DeveloperExperience #OpenSource

Ứng dụng chuyển giọng nói thành văn bản 100% offline trên macOS, dùng whisper.cpp và llama.cpp với mô hình Qwen3 4B Instruct. Xử lý: âm thanh → Whisper → nhận diện ngôn ngữ (lingua-go) → cải thiện văn bản bằng Qwen3. Kiến trúc có hợp lý? Góp ý nhé!
#AI #LocalLLM #Whisper #LlamaCPP #Qwen3 #OfflineAI #VoiceToText #AIApplied #CôngNghệ #TríTuệNhânTạo #XửLýNgônNgữ #MãNguồnMở

https://www.reddit.com/r/LocalLLaMA/comments/1qkus3x/i_built_a_100_offline_voicetotext_app_using/

We experimented with using AI to refactor a real frontend app, moving from vanilla JavaScript to TypeScript and VueJS, and even testing Elm along the way.

AI sped up refactors and experimentation, but it also showed clear limits. The human role in steering direction and validating results still matters.

Full post in our AI Applied series: http://tag1.co/nun

#AIApplied #Frontend #SoftwareEngineering

Constraint-based scheduling + PHP + AI collaboration = a surprisingly solid result.

This post shares performance limits, lessons learned, and why verification, not generation is now the real challenge.

Read on - https://www.tag1.com/blog/building-tactician-with-ai/

#AIApplied #AIEngineering #DevExperience #PHPDev

Why do transformers look the way they do?
Because of memory layout, cache behavior, and numerical stability.

Feste Part 2 shows how tensor math on real CPUs shapes modern language models.

https://www.tag1.com/how-to/part2-tensor-operations-building-an-llm-from-scratch/

#AI #AIApplied #OpenSource

Multi-step AI projects need guidance. Scott Hadfield shows how orchestrators make AI work reliable and repeatable.
https://www.tag1.com/blog/how-to-deal-with-ai-agents/

#AI #AIApplied #Automation #TechTips

AI-assisted development, tested in real production work, not theory. This AI Applied post details how a PHP round-robin scheduling library was built by Senior Software Engineer, Jamie Hollern, with AI collaboration, high test coverage, and clear constraints.

Full write-up here: https://www.tag1.com/blog/building-tactician-with-ai/

#AIApplied #PHP #OpenSource #SoftwareEngineering #Fediverse

AI can get "lazy" if you let it. Workflow orchestrators keep tasks on track and prevent shortcuts. Here's how Tag1 does it.
https://www.tag1.com/blog/how-to-deal-with-ai-agents/

#AI #AIApplied #Productivity #DigitalTools