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Building MyMangaList: Exploring AI Assisted manga translation

Manga translation is much more complicated than simply converting Japanese text into English. A manga page can contain dialogue, narration, sound effect, character names, text with very little context, and multiple speech bubbles whose meaning depends on the surrounding panels. That's one of the problem I've been exploring while building MyMangaList. What is MyMangaList? MyMangaList is a manga…

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GitHub's Copilot SDK for Java: What Running Agents in Spring Boot Without Frameworks Reveals About Tool Integration

Every Java team adding AI to a backend right now faces the same fork in the road. If you are on Spring Boot, you reach for Spring AI. If you are not, you reach for LangChain4j.

  • GitHub Copilot SDK for Java provides agent runtime for backend integration without subscription.
  • SDK offers tool calling, streaming, and context management built-in, unlike other Java AI libraries.
  • BYOK mode enables agent loop to run in JVM with custom API key for production Spring Boot services.

My AI visibility score was 78%. Then I fixed how I measured it and it was 25%

In August, I published a number on my studio’s website: we had been named unprompted in 14 out of 18 blind answers across ChatGPT, Perplexity, and Gemini. It was wrong.

  • Initial AI visibility score was 78%, then corrected to 25%
  • Revised test conducted with isolated sessions for each engine
  • Issue lies in engines' decision-making, not in their knowledge

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