Imagine Agents learn from their experiences to improve memory, retention, and task performance, just like the human brain. It distinguishes between "World Facts" and "Experiences". It's the difference between reading a map and actually driving the route.
@avikumart_
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AI Agents Need Memory: Beyond Goldfish Brain Limitations
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Current AI agents often suffer from "Goldfish Memory"—they might have a massive context window, but they don't actually learn from experience.
— Avi Kumar Talaviya (@avikumart_) 1 février 2026
Every session feels like Day 1. That changes with agentic memory systems like Hindsight from @Vectorizeio. pic.twitter.com/AYFJBksFjbCurrent AI agents often suffer from "Goldfish Memory"—they might have a massive context window, but they don't actually learn from experience. Every session feels like Day 1. That changes with agentic memory systems like Hindsight from @Vectorizeio
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DINQ AI-Native Identity Platform Launch with Invite Code
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Stop sending outdated resume PDFs. Check out DINQ and create your AI-native identity here: https://
dinq.me/?from=avi
Code: AVI Sign up with the invite code to claim the welcome bonus!! #DINQ -
AI-Powered Collaboration Platform for Talent Discovery
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You can also use it to: • Search for like-minded talent to collaborate with • Analyse other members' profiles to see their real skills • Discover new opportunities via AI-powered reasoning
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Achievement Graph: Visualizing Professional Credibility Networks
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It also visualises your "Achievement Graph." Instead of just listing jobs, it shows your real collaboration networks and technical credibility with verified code, contributions, and citations in a way that actually makes sense for the AI era.
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Auto-updating professional profile card with real-time social sync
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The best part is that it’s completely auto-updating. You link your socials once, and it handles the rest. New repo? New paper? New role? It updates your DINQ card in real-time so your profile is never "outdated" again.
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DINQ: AI-Native Identity Platform Aggregates Professional Achievements
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I just found a tool that finally fixes this: @dinq_me (pronounced "dink"). It’s an AI-native identity platform that automatically aggregates your achievements from GitHub, Google Scholar, LinkedIn, X, and more into one living profile. #DINQ
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Building Your Technical Identity Across Developer Platforms
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I have had trouble establishing my technical identity across various platforms, including GitHub, Kaggle, & others If you’re a developer/researcher, your "real" resume is buried in GitHub commits, arXiv, and X. Recruiters/collaborators usually only see a fraction of what you do
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Hindsight: Open-source solution for AI memory management
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Ready to fix AI memory loss? Check out the repo and star the project here: https://
github.com/vectorize-io/h
indsight
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Core Memory Actions for AI Agents: Retain, Recall, Reflect
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The magic lies in 3 core actions: Retain: Store memories naturally (e.g., "User prefers functional programming"). Recall: Query with context and time awareness. Reflect: Get a synthesised perspective, not just a raw data dump.