Human in the Loop Approval Fatigue: Queues That Don't Become Rubber Stamps
Human in the loop approval fatigue turns agent approvals into rubber stamps. Tier by consequence, batch the low-risk, expire stale prompts, measure the reflex.
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Playbooks
Hybrid Agent Fleets: Laptop + Cloud VM Without the Sync-Everything Fantasy
Run a hybrid agent fleet across laptop, cloud VM, and a vendor's computer: per-host identity, transcript provenance, a kill switch per host, git-only hand-offs.
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Interrupt AI Agent Coordinators Safely: What Pause, Redirect, and Abort Must Mean
How to interrupt AI agent coordinators without orphaning work: a signal ladder, tool-boundary stops, branch-per-worker git rules, a redirect protocol, a drill.
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MCP Server Inventory Before Allowlist: The Weekly Ritual
Run a 45-minute weekly MCP server inventory: find every config, attribute each server, score blast radius, diff versions, then keep, prune, or pin each row.
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The Agent Memory Benchmark You Can Run on a Tuesday
Run an agent memory benchmark on your repos in one afternoon: a frozen suite, three arms, P99 latency, cost per 1k lookups, harm cases, and a decision rule.
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Overnight Agents: The AI Agent Merge Gates That Define Done
Overnight agents open PRs while you sleep. AI agent merge gates define done: tests, a diff ceiling, secret scan, path rules, an eval threshold, human approval.
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AI PR Review Agent Policy: Agents Propose, Humans Merge
An AI PR review agent should propose, never merge. The policy: always-human paths, a CODEOWNERS shape, no bot-approves-bot, and reviewer quality you can track.
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Slack AI Agent Subscriptions Without a Control Plane
Slack AI agent subscriptions turn every channel message into a worker. The runbook: channel allowlist, spawn cap, event dedupe, human gate on merge, revoke path
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When the Coordinator Spawns a Thousand Subagents: Metering Subagent Token Cost at Fan-Out
Subagent token cost climbs one worker at a time. Cap concurrent workers, budget per task, log every spawn, and kill orphans before a coordinator fans out.
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Claude Code Permission Modes, Codex Sandboxes, One House Dialect
Map Claude Code permission modes and Codex sandbox flags onto three house tiers, encode them once, audit which host drifted, and learn what subagents inherit.
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Evidence When the Harness Is Vendor-Hosted: Export the AI Agent Audit Trail Before Access Changes
Vendors keep the agent session record. Export the AI agent audit trail: tool calls, approvals, costs, final diff, and environment before access changes.
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Windows IT After GitSpawn: An AI Coding Agent Endpoint Policy
After GitSpawn, an AI coding agent endpoint policy for Windows IT: standard-user accounts, AppLocker version floors, git overrides by policy, intake quarantine.
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Open-Source Agent Gateway vs Vendor Security Suite: Pick the Layer You Refuse to Lock In
Agent gateway open source vs vendor suite: a six-layer scoring runbook for which control-plane layers stay portable, plus an exit test and vendor questions.
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AI Agent Identity: Treat Every Agent as a Privileged User
AI agent identity runbook: workload identities, scoped grants, credential brokers, provider expiry limits, and revocation tests across each trust boundary.
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The Agent Gateway Is the Control Plane for Enterprise Agents
An agent gateway is the control plane between enterprise agents and their tools. Run six checks this week: access, approvals, secrets, audit, revoke, tenancy.
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Deadbugz Killed Approve-Once: The Runtime Controls MCP Needs Now
Deadbugz hid malicious MCP metadata behind ordinary calls. Build a runtime loop with pinned manifests, re-approval, bounded egress, and call-time evidence.
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Shadow MCP Is the New Shadow IT
Shadow MCP is the new shadow IT. One-week runbook: sweep harness configs, build an approved MCP inventory, quarantine unregistered servers, catch drift nightly.
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Cold Restarts on Windows: Sessions That Don't Come Back
Recover AI sessions after a Windows reboot: verify transcripts, restore WSL and Docker bottom-up, inspect the working tree, then resume or re-brief each agent.
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