Technical Insights & Architecture Papers

Deep-dives on high-throughput backend architecture, Python & Django performance, real-time Voice AI, and resilient database modeling.

/
Clear
Active Topic: #FastAPI
Clear Topic

Streaming Text-to-Speech (TTS) Synthesis: Chunked Byte Framing, Sentence Boundary Prediction, and Audio Buffer Management

Waiting for complete sentences before starting speech synthesis introduces devastating latency bubbles in conversational voice agents. Learn how to implement syntactic clause boundary chunking and raw PCM/Opus byte-framing to achieve sub-180ms TTFP.

Read Publication devManue

Self-Hosting vLLM on a Single Cloud GPU: Sub-Second Token Streaming & Continuous Batching

Proprietary LLM APIs present severe data privacy risks, rate limits, and unpredictable costs under sustained traffic. Learn how to self-host open-weights models using vLLM, PagedAttention, and continuous batching on a single cloud GPU with sub-second streaming latency.

Read Publication devManue

Mid-Stream Function Calling & Tool Execution in Live WebRTC Conversational Voice Agents

When voice AI agents execute API calls mid-sentence, roundtrip delays cause awkward pauses. Learn how to architect non-blocking parallel tool dispatch and generative filler speech in WebRTC voice pipelines.

Read Publication devManue

Sub-Second Audio Chunking & Turn Detection for Real-Time LLM Voice: Beyond Fixed-Buffer Silence Windows

Fixed 500ms silence detection makes conversational voice agents feel sluggish and unnatural. Learn how to combine neural VAD, acoustic energy heuristics, and semantic endpointing for sub-second conversational latency.

Read Publication devManue

Neural Voice Activity Detection (VAD) & Barge-In Handling in Voice AI Agents

Without accurate real-time speech detection, AI voice agents talk over the user or suffer from echo self-interruption. Learn how to implement Silero VAD and low-latency audio buffer flushing for seamless conversational turn-taking.

Read Publication devManue

Telephony Bridge Architecture: Connecting Twilio SIP Trunks to LiveKit WebRTC

Bridging legacy telephone networks (PSTN via SIP) into ultra-low latency WebRTC voice pipelines often introduces audio transcoding delays and dropped frames. Discover how to architect a direct Twilio SIP to LiveKit SFU media bridge.

Read Publication devManue
Page 1 of 2 Older →

Want Technical Consulting or Architecture Reviews?

We collaborate with engineering teams to audit database performance, optimize Python/Django ASGI architectures, and design real-time AI pipelines.

Chat on WhatsApp