The Production Gap

The Production Gap

Coding Agent Portability Lock-In: What Happens When One Agent Imports Another's Skills

Coding agent portability lock-in runs deeper than skill imports. Learn what switching costs survive migration and how to audit runtime and context dependencies.

The Production Gap

AI Agent Least Privilege: Why Credential Scoping Inside Your Own IAM Cuts Incident Rates More Than Any Other Control

AI agent least privilege stops breaches guardrails miss. Learn how scoping credentials inside your IAM limits blast radius and blocks confused-deputy attacks.

The Production Gap

Agent-Native Service Mesh: Why Sidecar Proxies Break for Agent-to-Tool Traffic and What Replaces Them

Agent-native service mesh fixes what sidecar proxies miss: schema-aware routing, per-tool rate limits, and MCP-native observability for AI agent traffic.

The Production Gap

Agent Memory Data Residency: Why Regulated Industries Must Scope the Memory Store to a Specific Region

Agent memory data residency rules apply to your vector store, not just model calls. Learn how to scope memory to a compliant region and close the gap.

The Production Gap

AI Agent Audit Logging: Why SIEM Integration Is a Day-One Requirement, Not an Observability Add-On

AI agent audit logging isn't observability. Learn why SIEM integration and compliance-grade logs must be architected on day one—not retrofitted later.

The Production Gap

Confidential Computing for LLM Inference: What It Protects, What It Costs, and When the Overhead Is Worth It

Confidential computing LLM inference overhead explained: what TEEs protect, real per-token cost tradeoffs, and when regulated workloads make it worth it.

The Production Gap

Mainframe API Integration Wrapper: How the Agent-Wrapper Pattern Makes Legacy Systems Real-Time and Agent-Compatible

Mainframe API integration wrapper patterns explained: learn how agent-wrapper design handles CICS latency, idempotency, and legacy system failures.

The Production Gap

Churn Prediction AI Automation: How Agentic Systems Turn Risk Scores into Retention Actions

Churn prediction AI automation uses agentic systems to act on risk scores instantly—learn how to cut action latency and boost customer retention.

The Production Gap

GitHub Copilot Auto Model Selection Explained: How Efficiency, Balance, and Intelligence Tiers Route Every Request

GitHub Copilot auto model selection routes each coding task across Efficiency, Balance, and Intelligence tiers. Learn how task signals drive smarter AI routing.

The Production Gap

How to Reduce LLM API Costs: Why Output Compression Beats Prompt Compression in Agent Loops

Reduce LLM API costs in agent loops by targeting output tokens, not prompts. Learn why output compression cuts compounding costs across every turn.

The Production Gap

AI Agent Sandbox Escape: A Pre-Go-Live Audit Checklist for Forward-Deployed Engineers

AI agent sandbox escape risks are real. Use this 5-gate audit checklist to close isolation gaps, verify reachability, and ship agents safely.

The Production Gap

Agent Client Protocol: The Emerging LSP for Coding Agents and the Adoption Gap You Need to Know About

Agent Client Protocol adoption is real—but fragmented. See how ACP vs MCP affects your editor, your agents, and which standard is worth betting on.