Connect directly with our core engineering team in Coimbatore. Review open architecture RFCs, examine real-time voice latency telemetry, and collaborate on production AI systems.
Edge voice streaming roundtrip
Public peer-reviewed designs
No telemetry data used in training
Direct architect access
Benchmarking opus packetization, jitter buffers, and WebSockets vs WebTransport for bi-directional streaming audio across South Asian edge nodes.
Evaluating zero-latency micro-features in carrier SIP streams to detect vocoder synthesis artifacts, phase continuity breaks, and spoofing signatures.
Cryptographic partitioning of clinical record stores, deterministic audit trails, and strict role-based EMR authorization across institutional boundaries.
Replacing unconstrained vector cosine similarity with hybrid pgvector indexing, relational foreign-key validation, and deterministic reranking thresholds.
Guaranteeing exactly-once execution semantics for Razorpay and Stripe webhooks via transactional outbox patterns and Redis distributed locks.
Securing edge inference binary weights against supply chain tampering using cryptographically signed manifests and runtime hash attestation.
Collaborate directly with the engineers building Logic Voice, Voice Shield, and the LIT Healthcare platform. Review internal RFCs before public release.
Request Community AccessAll architecture proposals must provide profiling traces, latency distributions, or reproducible test beds.
No proprietary weights, client PII, or unanonymized hospital records may ever be posted to community threads.
Discussions prioritize engineering proofs, memory safety, and failover mechanics over marketing speculation.
Discover our technical documentation, public APIs, and foundational engineering principles.