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
ICE-Lite is easy and fast to ship for an AI media server, but it leaves you wide open to media-relay DoS. Here is when each pattern wins for AI voice in 2026.
How to test an AI voice agent end-to-end with a headless browser, fake audio, and a deterministic harness in 2026. Playwright wins; here is the production setup.
DeepSeek's 7-hour outage, Anthropic's API errors, Character.AI's repeated incidents — 2026 made status pages a load-bearing surface. Here is how to wire your chat agent into your incident workflow.
SQS gives you 256 KB messages, 12-hour visibility timeout, native DLQ, and FIFO queues with deduplication. Wire it to Lambda and you have a serverless AI escalation pipeline that costs cents per thousand calls.
baresip is a portable modular SIP user agent with audio and video, built on the libre real-time-comms library. For headless AI bots, kiosks, and IoT devices that need to dial out and stream audio, the 2026 builds are smaller and faster than they look.
The 2026 NPRM mandates vulnerability scans and patching cadence by name. Here is the SLA-driven program a HIPAA-aligned AI voice platform actually runs across containers, models, and dependencies.
The Filesystem MCP is the most-installed MCP in the world because it ships with Claude Desktop. We cover sandboxing, path restrictions, AIO Sandbox, and the patterns that keep agents on a leash.
Iceberg v3 + REST Catalog + Polaris + RisingWave gives you an ACID-safe streaming lakehouse for call recordings, transcripts, and metrics. Time travel covers HIPAA, SOX, and GDPR audits — and Iceberg deletes are actually safe.
100 mps short codes, 75 mps verified 10DLC, 100 mps verified toll-free - the 2026 picture is messier than the marketing material suggests. Here is the real throughput, real cost, and real use case fit for AI SMS at scale.
