Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
From the blog
Kafka 4.0 wins on raw throughput. Pulsar 4.x wins on multi-tenancy and the million-topic problem. We map both onto AI agent workloads — per-customer topics, geo-replication, separate compute and storage.
SageMaker Serverless Inference still doesn't support GPUs in 2026. Here's the honest blueprint for voice on AWS — Bedrock for LLM, real-time GPU endpoints for TTS, and Nova for chat.
Live conferences in 2026 deploy an AI session host that runs the timer, queues Q&A, summarizes for late joiners, and pushes captions over WebRTC. Here is the playbook with Pion gateway and NATS.
Voice AI agents need to verify the human on the other end before reading PHI or charging a card. We map Twilio Verify channels, the new A2H protocol, and how CallSphere's Healthcare agent does step-up auth in 12 seconds.
ScriptProcessorNode is deprecated. AudioWorklet runs Rust DSP and TensorFlow.js inference on a high-priority audio thread, and 256 simultaneous voices per tab is now realistic on NPU-equipped laptops.
SIP trunking and cloud PBX serve different infrastructure needs. Compare architecture, costs, scalability, and ideal use cases to choose the right approach.
Bring Your Own Carrier on Twilio explained: when to use it, how it changes pricing and latency, and the trade-offs every AI voice team needs to weigh in 2026.
Twilio's $0.004/min Media Streams plus inbound voice plus your own LLM bridge can land under $0.05 per minute total. Here is what to budget and where the hidden costs hide.
Copilot Studio's 2026 multi-agent orchestration is GA in April. Here is how a CallSphere voice agent connects to Teams agents, fine-tuned models, and the Prompt Builder via Power Platform connectors.
