Safe Code Execution Sandboxes for AI Agents: A 2026 Architecture Guide
OWASP made unexpected code execution a top-tier risk for agentic AI. Here is how to pick between microVMs, gVisor, and hardened containers - and what we run.
Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.
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OWASP made unexpected code execution a top-tier risk for agentic AI. Here is how to pick between microVMs, gVisor, and hardened containers - and what we run.
10,600+ urgent care centers operate in the US. CityMD, Concentra, and AFC chains process 4M+ visits/year and saw 60% visit growth since 2019. Voice AI triage is now the front door of urgent care.
192 D2C mattress brands compete on a single comfort decision. Chat agents that run a 90-second sleep quiz, recommend firmness, and gate the 100-night trial save 18% of returns. Here is the 2026 playbook.
Vendor TTS demos always sound great. Production with your prompts on your audio path is a different story. Here is how we monitor MOS, CMOS, and prosody drift across ElevenLabs, OpenAI, and Cartesia in production.
Quebec's Law 25 has been fully in force since September 2024 and the Commission d'accès à l'information has sharpened its 2025–2026 guidance on AI in the workplace and algorithmic impact analysis. Here is the playbook.
Ragas llm as a judge: rAGAS pioneered reference-free evaluation; ARES adds confidence-scored LLM judges. The 2026 stack uses both — RAGAS in CI, ARES with a calibrated judge for production drift detection.
Run a 3-node k3s cluster at the network edge to slash voice-agent first-token latency below 250ms. ServerlessLB, MetalLB, NodeLocalDNS, and tuned WebRTC ports.
Solo AI consultants now charge $200-$500/hr and command $5K-$15K monthly retainers. Voice AI is the easiest productized add-on. Here is the playbook.
Procore Helix shipped Procore Assist and Agent Builder in 2026 and Buildertrend rolled out customer-facing AI. Here is how a chat agent on top cuts RFI-to-answer time by 60% and gives subs and owners a single conversational interface.
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