The Production Gap

The Production Gap

Agent Replay Debugging: How Cut-Point Replay Pinpoints Production Failures Faster Than Reading Logs

Agent replay debugging with cut-point replay lets you re-run failing LLM traces from any checkpoint—faster than parsing logs or full reruns.

The Production Gap

Shadow Mode Testing for AI Agents: Validate on Real Production Traffic Before Any User Sees the Change

Shadow mode testing lets you run AI agents on live production traffic—catching real regressions before users ever see a change. Here's how it works.

The Production Gap

PleaseFix: The Zero-Click Agentic Browser Vulnerability Hitting Every Major AI Browser at Once — Root Cause, Scope, and Mitigation Checklist

PleaseFix agentic browser vulnerability broke Claude, ChatGPT Atlas, and Perplexity Comet at once. Learn the root cause and how to stop prompt injection now.

The Production Gap

AI Agent Card Skimming: How Autonomous Agents Hit Multiple Retailers at Once—and the Sandboxing Model That Stops Them

AI agent card skimming hit 119 e-commerce sites at once. Learn how multi-agent pipelines stole 600K cards—and how sandboxing stops them.

The Production Gap

AI Agent Ownership Reassignment: How to Close the Offboarding Gap Before Agents Go Orphaned

AI agent ownership reassignment stops orphaned agents before they break. Learn governance rules, offboarding triggers, and Microsoft's native tooling.

The Production Gap

GPU Cluster MCP Server: How to Wrap Internal Model-Serving Infrastructure as a Production-Grade Agent Tool

GPU cluster MCP server patterns for wrapping vLLM or Triton endpoints with auth, rate limiting, and queuing your agents can actually use.

The Production Gap

FP8 vs INT4 Quantization for Production LLM Inference: A Decision Framework for 2026

FP8 vs INT4 quantization explained: pick the right LLM inference format for your GPU, workload, and memory limits with this 2026 production decision framework.

The Production Gap

Agent Environment Configuration Drift: Why Staging-to-Production Parity Failures Kill AI Agent Go-Lives (And How Fail-Fast Boot Validation Fixes It)

Agent environment configuration drift silently breaks AI go-lives. Learn how fail-fast boot validation and the RCFG pattern catch staging-to-production mismatches early.

The Production Gap

Ephemeral Credentials Per Request: How Per-Tool-Call Credential Issuance Replaces Rotation Schedules for Long-Running Agent Sessions

Ephemeral credentials per request fix broken rotation schedules for agent sessions. Learn how per-tool-call issuance via forward proxies keeps workload IAM secure.

The Production Gap

Spot GPU Interruption Rates Are Low Enough Now: How Heartbeat-Based Checkpoint and Resume Makes Preemptible Instances Viable for Agent Workloads

Spot GPU interruption rates are under 5%/day. Learn how checkpoint-and-resume lets preemptible instances cut costs 50–90% for agent workloads.

The Production Gap

Knowledge Transfer Verification: Why the Client Engineer Must Run the Runbook Live Before You Leave

Knowledge transfer verification means watching your client run the runbook live—not just handing it over. Close real gaps before you leave.

The Production Gap

Agent Contract Testing: How Consumer-Driven Contracts and Schema Registries Catch Breaking Changes Before They Reach the Model

Agent contract testing stops schema drift before it silently breaks your model. Learn how consumer-driven contracts and schema registries block bad deploys early.