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Intervues interview engine

Spoken real-time AI interview engine running six interviewer agent types as phased sessions.

  • Python asyncio
  • Silero VAD
  • Sarvam STT
  • ElevenLabs
  • Deepgram
  • Gemini on Vertex AI
  • Jev jev-1.13.0
  • GCP Cloud Run

Intervues interview engine

A spoken real-time AI interview engine with six interviewer agent types run as phased sessions. It powers practice interviews on candidates.intervues.club and is built and run by Ayoush Chourasia, founder and sole engineer of Intervues.

The six rounds

All 6 rounds opened 3 Nov 2026, on Interview v1 on D1:

  1. Screening
  2. Deep technical grinding
  3. Three-stage DSA with sandboxed hidden/timed tests
  4. Low-level design
  5. High-level design on shared canvas
  6. AI-assisted round with a model sidekick, every prompt recorded

How it talks

Manual turn mode: each question starts and submits explicitly. Automatic endpointing was dropped. The turn budget is p95 under 4.5 seconds, guarded by a cold/warm regression harness.

The speech path runs Silero VAD with Sarvam, ElevenLabs and Deepgram for speech-to-text, Gemini on Vertex AI as the engine LLM, and ElevenLabs and Sarvam for text-to-speech. Sarvam is first in production. Grading runs through the Jev judge (jev-1.13.0), and the service runs on GCP Cloud Run in Mumbai. Recall is served by the Rust memory service.

Evidence over trust

Every cross-question and score must cite evidence: a transcript turn, a file and line, a canvas element, or a document chunk. The interviewer decides live whether to hand over a code editor or a design canvas, and every such decision logs its proposal, confidence, rationale, and veto.

Grading is judge-model based: one judgment per question, three-band confidence gating, and a deterministic fallback whenever the judge is unsure or the breaker is open. A contradictory-candidate fixture tests whether the interviewer catches self-contradiction.

Status

MRR: Not yet reported.

All projects

  • Candidate practice interviewsPractice interviews with credits and monthly passes on candidates.intervues.club.
  • Community — the schoolOpen-world learning community on community.intervues.club — Three.js islands, tribes, daily drills, rated practice games.
  • ex_dnsDNS resolution library on OTP — supervised, concurrency-safe, backpressure-aware.
  • Rust memory servicegRPC recall service over quantised vectors and HNSW with recall and latency gates.
  • Mentors appMentor-led projects with Today, Inbox, Projects, and Studio.
  • Partners portalPortal for hirers and advertisers with public pricing tiers.