Journal
Notes on building software for people.
Occasional writing on craft, product, and the long road of building intelligent tools — from the team at Avloryn Labs.
Beyond Detection: The "Explain It Back" Test That Actually Proves Your Work
If AI detectors cannot reliably tell human from AI, what can? The oldest test in academia, asking a student to explain and defend their own work.
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Why "AI Humanizer" Tools Are a Trap for Students
AI humanizers promise to make your writing sound human and beat detectors. Here is why that shortcut can quietly wreck your grade, your facts, and your integrity.
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Can an AI Detector Be Wrong? Even Turnitin Says Yes (2026)
AI detectors can flag honest students as AI, and the companies that build them admit it. What Indian students and teachers should actually know in 2026.
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AI Won't Replace Students — But Students Who Use AI Will Replace Those Who Don't
AI isn't going to replace students. But a gap is opening between students who've learned to use AI well and those avoiding it — and it's widening fast. Here's what that gap looks like, and how to end up on the right side of it.
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ChatGPT for Academic Writing: What It's Good At (and What It's Not)
ChatGPT is genuinely useful for academic writing — for some things. For others it will quietly wreck your work. Here's an honest breakdown of what it's good at, what it's bad at, and how to use it without getting burned.
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Is Using ChatGPT for Assignments Cheating? What Indian Students Should Know (2026)
Is using ChatGPT for your assignments cheating? It depends entirely on how you use it. Here's the honest, scenario-by-scenario answer for Indian students — what's safe, what crosses the line, and what your university actually cares about.
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Can AI Write a Thesis? What It Can Actually Do (and What It Can't)
Can AI write your thesis for you? Honestly — no, not the part that matters. But it can do the parts that waste your time. Here's exactly what AI can and can't do for a thesis, and the smart way to use it.
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Best AI Tools for Indian Students in 2026 (Honest, Field-Tested Picks)
The best AI tools for Indian students in 2026 — sorted by what you actually need: research, writing, references, and turning your work into a submission-ready document. Honest picks, no hype.
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Responsible AI in Indian Higher Education: Where Avloryn Labs Stands
Can students use AI for academic work without crossing a line? Indian universities are still figuring it out. Here's Avloryn Labs' stance: AI should assist honest work, never replace the thinking — and where the real line sits.
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Why Indian Academic Formatting Is Broken — and How AI Fixes It
Indian students lose weeks to formatting, not thinking. Every university has its own rules, they're badly documented, and a misplaced margin can get a thesis sent back. Here's why academic formatting in India is broken — and how AI is finally fixing it.
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What Is Avloryn Labs? The Company Building Practical AI for Indian Students
Avloryn Labs is an Indian technology company building practical AI products that give people back their time — starting with LivoDraft, an academic drafting studio for students and researchers. Here's who we are, who founded us, and what we're building.
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Occasional notes on building intelligent software. No noise.