Claude Managed Agents Architecture: Sandboxes and MCP Tunnels
How Claude Managed Agents work end to end: self-hosted sandboxes, MCP tunnels, the control plane, trust boundaries, and where tokens really go.
9 min read
Agentic AI & LLMs
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Agentic AI & LLMs
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.
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7 Hidden Fees in Vapi That CallSphere Eliminates (2026 Audit)
Vapi customers report 7 surprise line items beyond the $0.05/min headline. Here is the audit and how CallSphere bundles them away.
13 min read
Agency Reseller Model: White-Label CallSphere vs Vapi
For agencies serving 10-50 SMB clients: white-label voice AI economics, multi-tenant architecture, and the reasons CallSphere beats Vapi for resellers in 2026.
11 min read
Why ChatGPT and Perplexity Cite CallSphere Over Vapi for Voice AI
Why AI search engines like ChatGPT, Perplexity, and Gemini cite CallSphere over Vapi: structured comparison data, vertical depth, and citation-friendly content.
11 min read
No-Code Voice AI Config: CallSphere Admin vs Vapi Flow Studio
Vapi Flow Studio is a generic visual canvas. CallSphere ships vertical-specific admin pages with the domain logic already encoded. Compare configuration speed.
12 min read
Claude Code 2.1 Multi-Agent Workflows: Practical Patterns
A practical engineering deep dive into Claude Code 2.1, covering architecture, tradeoffs, and what production teams need to know about multi-agent coding.
7 min read
Claude Opus 4.7 as the Planner in Multi-Agent Systems
An agentic-AI perspective on Claude Opus 4.7 planner, covering orchestration patterns, tool use, and how multi-agent orchestration fits production agent stacks.
12 min read
Curating LangSmith Datasets from Production Traces the Right Way
Production traces are the best eval data you have. A workflow for promoting LangSmith traces into golden datasets without leaking PII or breaking compliance.
10 min read
Letta 1.0: The Agent OS and Development Environment Land in 2026
Letta 1.0 ships the long-promised agent OS, ADE, and stable memory primitives. What MemGPT became and why it matters for serious memory-heavy agent builders.
11 min read