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Built a voice-enabled RAG system for the HH Goa 2026 challenge
Focused on low latency, multilingual voice input, and reliable retrieval.
Demo below ๐
https://t.co/sj0QP9ATmZ
Github Repo: https://t.co/wq8nCFYlPU
#RAGInGoa#HHGoa
Then BLACKOUT goes one step further:
Detect โ Trace โ Quantify โ Recover
https://t.co/CmhNc7w9yc
Once a knowledge path breaks, we identify the smallest recovery actions that can restore coverage and reduce knowledge concentration.
HydraDB is the graph model to represent all the entities
โ orphaned claims
โ single-source knowledge
โ affected decisions
โ downstream dependencies
โ remaining evidence paths
The graph is the product not just the storage layer.
core operation is graph traversal, not semantic similarity.
Remove a node traverse downstream dependencies identify claims with no remaining evidence paths surface affected decisions
Which knowledge is unverifiable if this source disappears?
That's the knowledge blast radius.
What happens when a critical employee, source, or knowledge system disappears?
BLACKOUT for #HackHydra a graphnative enterprise knowledge resilience system.
People โ Sources โ Claims โ Decisions โ Systems
Then simulate node removal and calculate which knowledge paths brek