Shri Vaishnaivi Ranjith's avatar

Shri Vaishnaivi Ranjith (shrimgr3)

AI builder and innovation enthusiast creating AI agents, startups, and real-world solutions. Passionate about technology and hackathons.

ECHOSEED
ECHOSEED

AI-powered decision simulation that turns your choices into interactive futures, reveals hidden breakpoints, and generates recovery paths.

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REASONTRACE
REASONTRACE

A decision debugger that shows the evidence and rules behind business decisions, then lets you change one fact and replay the decision to see exactly what changes.

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SILENTFAIL
SILENTFAIL

Find the failure nobody noticed. SILENTFAIL uses mutation testing to uncover blind spots that ordinary tests miss, explain why they survived, and suggest targeted tests to catch them.

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LAWSEER
LAWSEER

Change one fact. See how the decision changes. LAWSEER stress-tests choices by recomputing constraints, evidence, uncertainty, consequences, and tradeoffs.

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BEFORE
BEFORE

AI that stress-tests your idea, exposes hidden assumptions, and reshapes the solution before you build it.

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EDGE
EDGE

An AI learning system that discovers where a student’s understanding breaks by testing their rules with minimal changes and helping them build a stronger mental model.

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MIRROR
MIRROR

An AI learning system that challenges student reasoning, adapts to their thinking, and reveals evidence of conceptual transfer—not just correct answers.

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ROOTLEARN
ROOTLEARN

An AI learning tool that detects likely misconceptions from student reasoning, delivers targeted repair, and verifies improvement with a new question.

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CONSEQUENCE
CONSEQUENCE

Before you change one thing, see what else breaks. CONSEQUENCE uses AI and dependency graphs to simulate cascading real-world impacts before a change happens.

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