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CrossOracle: An Agentic Framework for Real-Time Expert Personas with Parallelized Acoustic Synthesis

Yash Raj Singh presents CrossOracle, a production-deployed spoken dialogue system for real-time Hinglish voice interaction across eleven Expert Persona identities, achieving a mean TTS Real-Time Factor of 0.107 and a 100% barge-in resolution rate. The system, deployed at crossoracle.io, uses parallelized acoustic synthesis, language-aware semantic boundary heuristics, and a deterministic AbortController-based barge-in protocol to overcome latency bottlenecks in cascaded ASR-LLM-TTS pipelines.

read1 min views1 publishedJul 21, 2026
CrossOracle: An Agentic Framework for Real-Time Expert Personas with Parallelized Acoustic Synthesis
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CrossOracle: An Agentic Framework for Real-Time Expert Personas with Parallelized Acoustic Synthesis

Abstract

We present CrossOracle, a production-deployed spoken dialogue system for real-time Hinglish (Hindi-English code-switched) voice interaction across eleven Expert Persona identities. The system addresses the latency bottleneck of cascaded ASR-LLM-TTS pipelines through three contributions: (1) a parallelized First-In-First-Stream TTS worker that overlaps synthesis with ongoing LLM generation, mathematically ensuring gapless audio playback; (2) a language-aware semantic boundary heuristic that flushes text chunks at Hindi danda and Latin punctuation boundaries, preserving prosodic integrity across code-switched utterances; and (3) a deterministic AbortController-based barge-in protocol that resolves user interruptions in under 1 ms. Empirical evaluation of live conversational logs demonstrates a mean TTS Real-Time Factor of 0.107 and a 100% barge-in resolution rate. The live system is deployed at crossoracle.io and supports persona switching, custom persona creation from natural language descriptions, and robust Hinglish ASR error tolerance via a Devanagari ratio mishear filter. The demonstration invites attendees to hold unscripted Hinglish conversations, stress-test the barge-in protocol, and construct novel personas on-the-fly.- Anthology ID:

- 2026.sigdial-1.18
- Volume:
[Proceedings of the 27th Annual Meeting of the Special Interest Group on Discourse and Dialogue](/volumes/2026.sigdial-1/)- Month:
  • August
  • Year:
  • 2026
  • Address:
  • Atlanta, Georgia, USA
- Editors:
[Jinho D. Choi](/people/jinho-d-choi/),[Yun-Nung Chen](/people/yun-nung-chen/),[Kotaro Funakoshi](/people/kotaro-funakoshi/),[Ali Emami](/people/ali-emami/)- Venue:
[SIGDIAL](/venues/sigdial/)- SIG:
[SIGDIAL](/sigs/sigdial/)- Publisher:
  • Association for Computational Linguistics
- Note:
- Pages:
  • 254–257
- Language:
- URL:
[https://aclanthology.org/2026.sigdial-1.18/](https://aclanthology.org/2026.sigdial-1.18/)- DOI:
- Cite (ACL):
[CrossOracle: An Agentic Framework for Real-Time Expert Personas with Parallelized Acoustic Synthesis](https://aclanthology.org/2026.sigdial-1.18/)(Singh, SIGDIAL 2026)- PDF:
[https://aclanthology.org/2026.sigdial-1.18.pdf](https://aclanthology.org/2026.sigdial-1.18.pdf)
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