Surjune R.s retweeted
4 MCX gold contracts. One metal.
Are price gaps real opportunities?
AuRA adjusts for purity and expiry, then tests unseen data after costs.
Result: no reliable edge.
Video by my teammate Nithiesh.
@theBuilder_base @nexido_official @Web3indiaHQ @Tiny_Fish
#HackInHills
4 MCX gold contracts. One metal.
Are price gaps real opportunities?
AuRA adjusts for purity and expiry, then tests unseen data after costs.
Result: no reliable edge.
Video by my teammate Nithiesh.
@theBuilder_base @nexido_official @Web3indiaHQ @Tiny_Fish
#HackInHills
Surjune R.s retweeted
Replying to @TigergraphDevs @247pmstudio @NirmalUkken @rohithknairhere @_kavericodes @hisakibimam @NModh3377
#13 — Surjune R.S
Surjune R S, B Abhinandana, Reni Evangeline S
A label-propagation ring finder in GSQL, and both hidden patterns named in their own words.
@Surjune_
We built FraudTrail for the @TigerGraphDB × Hacker House Goa challenge: an AI agent that investigates card fraud on a graph and leaves risky actions for a human to approve.
Live: fraudtrail.lightninglogics.m…
Code: github.com/Surjune/fraudtrai…
#TigerGraph @247pmstudio
I built FraudTrail for the @TigerGraphDB × Hacker House Goa challenge: an AI agent that investigates card fraud on a graph.
It gathers evidence, decides under the bank's Fraud Policy, asks when unsure, and recommends actions with their approval route.
How it works:
Results:
20 validated answers: 6 fraud, 14 legitimate, 2 reports filed
10 cases asked for more evidence, and the recommendation changed in all 10
Replayed on 120 of the bank's closed cases: 85% verdict agreement with the analysts
Try it:
Live demo: fraudtrail.lightninglogics.m…
Code: github.com/Surjune/fraudtrai…
Video: [paste your YouTube link]
#TigerGraph #GraphRAG #AIAgents #HackerHouseGoa
🚀 Voice RAG Demo | Lightning Logics
Here’s a quick demo of our Voice RAG solution built for Hacker House Goa 2026!
##RAGInGoa




