Kunal Arora
@kunalthedev
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🛠️ Crafting solutions for complex problems |🚀Software developer | Open source enthusiast | Let's innovate and collaborate!
India
Joined October 2019
If you missed it....Pakistan just confessed! "Pulwama was tactical brilliance. Now we've shown operational progress" That's Pakistan Army admitting Pulwama wasn't the doing of faceless terrorists. It was state-backed Every time they glorify terror as a 'tactical op', they
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[6/7] The bottom line: RAG isn't dead—it's being demoted from default solution to strategic tool.
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[5/7] The hybrid future: "Smart routing" systems that: - Use LLMs for reasoning - Use RAG for facts - Dynamically choose the right tool
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[4/7] Where RAG still dominates: ✅ Internal wikis ✅ Real-time data ✅ Source citations (compliance!) ✅ Cost-sensitive applications
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[3/7] But here's what's being ignored: • Your company's Q2 sales data ≠ in any LLM's training set • Models don't auto-update (RAG does) • 128K tokens costs $$$ to process repeatedly
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[2/7] Why the buzz? • Longer context = more "in-brain" knowledge • Fewer hallucinations (sometimes) • Simpler architectures
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Thread: "RAG is dead!" they say. Let's autopsy that claim. 🧵 [1/7] Headline: LLaMA 4's 128K context window killed RAG Reality: We've played this game before. Remember when GPT-4 would make RAG obsolete?
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गौड़ सिटी 2, ग्रेटर नोएडा वेस्ट में चैन स्नैचिंग हुई। VVIP होम्स मार्केट में 2 लोग बाइक से आए, चेन छीनी और चाकू दिखाकर फरार हो गए। बाइक पर नंबर प्लेट नहीं थी। इलाके में वारदातें बढ़ती जा रही हैं,लेकिन कोई कार्रवाई नहीं हो रही। @noidapolice @GreaterNoidaW
#Gaurcity #ChainSnatchin
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[6/6] This changes everything for: - Chatbots - Search tools - Knowledge bases Any AI app needing fresh data Try it now: https://t.co/XFrdxqr67e
#AI #Developer #Cloudflare
blog.cloudflare.com
AutoRAG is here: fully managed Retrieval-Augmented Generation (RAG) pipelines powered by Cloudflare's global network and powerful developer ecosystem. Simplify how you build and scale RAG pipelines...
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[5/6] All running on Cloudflare's global network: - Blazing fast - Scales effortlessly - No infrastructure headaches
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[4/6] Query in real-time with Workers AI → Instant, context-aware responses Your content suddenly becomes smart
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[3/6] The magic keeps working: Auto-syncs with your data sources → Your AI stays fresh forever No more "why is this chatbot giving 2022 answers?"
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[2/6] How easy is it? Point it at your data It chunks, embeds & stores automatically Done (Seriously, that's it)
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Thread: Building AI apps with RAG just got 10x easier. 🧵 [1/6] Meet @Cloudflare's AutoRAG - your new shortcut to production-ready AI apps. No more wrestling with pipelines. Just results.
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The future of AI is shareable, stateful agents. Want to try it? 👉 Check out Agent File (.af): https://t.co/swG53feI1I [6/6] #AI #DeveloperTools #LettaAI #TechThread
letta.com
Introducing Agent File (.af): An open file format for serializing stateful agents with persistent memory and behavior.
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🔹 Load in seconds Drop it into @Letta_AI's tools. No coding. Pure magic. ✨ [5/6]
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🔹 Open & framework-agnostic Works with any stack. No lock-in. Just share & collaborate—finally. [4/6]
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🔹 Version control, but for AI Tweak agents like code: - Save snapshots - Roll back anytime - Experiment fearlessly No more "oops, broke it" moments. [3/6]
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