Agent Loop Design Patterns: Plan-Execute-Reflect for Production Autonomy
The three-step plan-execute-reflect loop is the spine of every reliable production agent in 2026. The patterns and anti-patterns that decide whether agents survive past pilot.
Browse older CallSphere articles on AI voice agents, contact center automation, and conversational AI.
Latest analysis
The three-step plan-execute-reflect loop is the spine of every reliable production agent in 2026. The patterns and anti-patterns that decide whether agents survive past pilot.
The four major vector index algorithms in 2026 — HNSW, IVF, ScaNN, DiskANN — and which one fits your scale, recall, and latency budget.
When does an AI agent pay back? Per-call, per-chat, per-task break-even math for the three dominant agent shapes in 2026.
Diffusion-based LLMs like LLaDA and Mercury generate text in parallel rather than left-to-right. The 2026 production picture.
Virginia and New Jersey specialty insurance carriers deployed FNOL voice AI in April 2026 to compress claim cycle time. Guidewire integration, regulatory disclosure, and ROI.
Agent workloads span single-turn responses to multi-day autonomous runs. The 2026 architectural patterns differ sharply at each scale.
Logistics agents handle dispatch, routing, and driver comms in 2026 production deployments. The integrations, the OS&D math, and what's next.
Model cards graduated from research norm to regulatory expectation in 2026. The new schema, what to disclose, and what to keep proprietary.
The chat UI is half the user experience. The 2026 patterns for chat interfaces that surface LLM strengths and hide weaknesses.
Get notified when we publish new articles on AI voice agents, automation, and industry insights. No spam, unsubscribe anytime.
Try our live demo -- no signup required. Talk to an AI voice agent right now.
© 2026 CallSphere Inc. All rights reserved.
Made within San Francisco