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Constrained AI: Why Context Matters!
In my experience, AI rarely fails because it reasons poorly. It fails because it reasons without context.
#ConstrainedAI #AIAlignment #HumanInTheLoop #ResponsibleAI #EUAIACT
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Constrained AI: Why Context Matters
In my experience, AI rarely fails because it reasons poorly. It fails because it reasons without context.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
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Bengali Language Evaluation for AI systems.
AI models are becoming more and more competent -Language Evaluation involves more than checking whether a sentence is grammatically correct .AI need language that is context-sensitive and natural and also culturally appropriate.
I can contribute to projects based on Bengali Language Evaluation that requires-
•Semantic Accuracy and ContextualMeaning.
•Ambiguity Identification and Interpretation.
•Register tone and naturalness.
•Bengali-English linguistic interpretation and content quality.
•Comparative Evaluation and Response ranking.
#ArtificialIntelligencetraining
Title: AI Powered Telegram Chatbot
Description: A fully functional Telegram bot powered by Groq AI.
Handles conversations, remembers context and logs all messages
to a Supabase database. Deployed on Railway.
Link: https://t.me/WallexNexus_bot
How do you scope the Supabase conversation memory: per user, per chat, or both? I'd keep private-chat history out of group replies if the bot supports group conversations.
5 UI mistakes that are quietly killing your app's UX 👇
After reviewing hundreds of designs, these are the most common issues I see — even from experienced designers:
1️⃣ Too many font sizes
Stick to 3 max: heading, body, caption. Chaos lives beyond that.
2️⃣ Inconsistent spacing
Use an 8px grid system. Your eyes (and devs) will thank you.
3️⃣ Low contrast text
If you squint to read it, users won't even try. Aim for 4.5:1 ratio minimum.
4️⃣ No empty states designed
What does your screen look like with zero data? Most designers forget this.
5️⃣ Ignoring mobile thumb zones
Bottom navigation, bottom CTAs. Fingers live at the bottom of the screen.
Which one are you guilty of? 😅
#UIDesign #UXTips #Figma #MobileDesign #ProductDesign