MONTASER HUSSAM
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Live demos

Six things you can try right now

Each demo states plainly what is real and what is modelled. None of them overstate what is running in your browser.

1. Voice pipeline

Real: microphone capture and RMS-based endpointing run live via getUserMedia and Web Audio. Modelled: the transcription / LLM / synthesis stage timings are simulated, since this page has no backend. Audio never leaves your device — nothing is uploaded or recorded.

Endpointing
0ms
Transcription
0ms
LLM first token
0ms
Synthesis
0ms

Total turn time: 0ms

2. Answer scoring

Real: a transparent heuristic scorer runs entirely client-side against the text you enter. Modelled: this is a rule-based approximation, not the production LLM-graded rubric.
Relevance
Technical depth
Structure
Evidence
Concision

3. Multi-agent pipeline

Modelled: this simulates agent timing and message content to illustrate the architecture. It does not call a live LLM.

Research

idle

Analysis

idle

Risk

idle

Writer

idle

4. Architecture explorer

Real: this reflects the actual component breakdown used in the voice pipeline projects on this site.

Select a component to see what it does and why it was built that way.

5. Cost estimator

Modelled: illustrative unit costs, not a quote. Real inference pricing varies by provider and changes over time.

Monthly inference cost

$0

Cost per user: $0 · Expected turn latency: 0ms

ASR
$0
LLM
$0
TTS
$0
Infra
$0

6. Live GitHub

Real: this fetches the six most recently updated public repositories directly from the GitHub REST API at page load.

Decisions

Provider selection

LayerChoiceTrade-off accepted
TransportWebRTC over WebSocketsMore setup complexity for lower, more consistent latency
HostingFly.io + Pipecat CloudLess control than bare metal, faster time to a reliable region-aware deploy
EndpointingRMS threshold over learned VADLess adaptive to noisy rooms, easier to tune and debug per language
Live product

The deployed system, embedded