... work in corporate finance by day but for the past year ive been fully immersed into teaching myself software engineering and AI. I had an idea I couldnt stop thinking about, absolutely no engineering background, and no clue how difficult it would be to turn something in my head into a real product. ALOT of late nights, broken builds, redesigns... I've finally shipped my first app. Now I'm trying to learn the part that might be even harder ...

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... galdayan): our setup ended up being a Slack webhook per agent session, posted to a channel only that agent writes to. sounds basic but the key part was making the notification say WHY it's waiting (needs approval vs finished vs

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... really useful. Comment from Priyanka Gosai(@priyanka_gosai1): I ve had a similar experience, Duolingo helped with vocabulary, but not fluency. What worked better for me was combining technology with real-world practice. I used LingQ for immersive reading/listening (real articles + audio), and HelloTalk to actually talk to native speakers, that changed everything. Also, writing short journal entries daily and getting them corrected on LangCorrect helped build confidence fast. I think the real progress happens when tech supports human interaction ... ... English, Spanish probably 70% - 80% fluency Comment from Luis Calvillo(@luiscalvillo): As someone who is bilingual and improving my Spanish as an adult, Duolingo is a good start. What worked best for me to be more fluent was to immerse

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