GitLab Duo Triggers on Merge Request Created, and the Loops Around Them
GitLab Duo triggers fire on merge request created. Bots cannot activate them, so the loops left are external agents, cross-system hops and cost. Five guards.
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Playbooks
IM Channel Allowlists for Digital Employees: Gate the AutoClaw Telegram WhatsApp Bot Before It Joins #ops
An AutoClaw Telegram WhatsApp bot can drive a local agent from any group it joins. Write the channel allowlist, rate cap and revoke path before it hits #ops.
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A Keyless MCP Server Is Its Own Trust Tier
A keyless MCP server has no grant to revoke, no published rate limit and feeds open-world text into context. The allowlist tier, five controls, a probe script.
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Local AI Agent vs Cloud Project: Digital Employees on the Desk, Threads in the Cloud, and No Sync Fantasy
Local AI agent vs cloud project: AutoClaw, OpenClaw and Kimi Work beside Cursor and Claude Code Projects; one identity, one kill switch, provenance per host.
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Misalignment Disclosures Are a Fleet Evidence Problem: AI Agent Incident Evidence Before the Session Rotates
OpenAI disclosed six misalignment classes from its own runs. Build AI agent incident evidence for your fleet: tool trail, approvals, cost, diff and environment.
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Kimi Pin to Desktop Allowlist: Always-Visible Agents Need a Gate
Kimi Pin to Desktop makes a widget always-visible. Write a pin allowlist like an MCP allowlist: who may pin, what data it may show, always-on-top and expiry.
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Plugin4Shell: SHA Pinning Without HEAD Verify Is Theater
Plugin4Shell beat SHA pinning in four coding agents. A Tuesday drill: version floors by harness, post-checkout HEAD assert, auto-update posture, plugin census.
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Three Meters for One Agent Job: Inventory Your AI Agent Billing Meters Before Fan-Out
One agent job can hit three ai agent billing meters: tokens with cache multipliers, per-call tools, and sandbox minutes with a 5-minute minimum. Cap each one.
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Multi-Agent Abort With Three Coordinators, One Human, and No Shared Bus
Multi-agent abort runbook for Claude Code Projects, Cursor Projects and the OpenAI Agents API: one human interrupt path, evidence export per vendor, pause all.
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Kimi Work Scheduled Tasks Are Unattended Desktop Cron: Tier Them Like a Headless Run
Kimi Work scheduled tasks turn a live widget into unattended desktop cron. Tier it like a headless run: allowlists, no prod creds, run records, a human gate.
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Zero Data Retention AI Agents: Where Vendor Forgetting Meets Agent Memory
Zero data retention AI agents need memory to finish overnight jobs. What Anthropic's Covered Models and OpenAI's endpoint table retain, plus a boundary table.
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AI Agent Cost Alerts: Anomaly Thresholds, Paging, and Auto-Pause for Agent Fleets
AI agent cost alerts for fleets: baseline two weeks, define a 3x-day anomaly plus velocity and worker triggers, page with the right facts, pause spawns first.
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AI Agent Environment Setup Is Two-Thirds of the Failure: Fleet Readiness Before the Prompt
AI agent environment setup caused 65% of GitTaskBench failures. Run this six-gate preflight (image, lockfile, toolchain, smoke test, budget, score) first.
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Agent Evaluation CI Gates: Fail the PR When the Agent Regresses
Build an agent evaluation CI gate: deploy the agent, run a fixed prompt set, score its tool choices, and block the PR on regression. Thresholds and YAML inside.
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AI Agent Identity as a Service Principal: Stop Sharing Human SSO
Give every AI agent identity of its own: a service principal, GitHub App, or IAM role, scoped grants, short tokens, a broker, and revocation that spares users.
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CI Failure to Fix: The AI Agent CI Loop That Doesn't Thrash
An AI agent CI loop that retries every red check will thrash. Cap attempts at three, gate on new failure signatures, set a cost ceiling per PR, then hand off.
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GitSpawn Week: Untrusted Repos Are an Intake Problem
GitSpawn turns opening a folder into code execution. A Tuesday intake checklist: clone-only policy, read .git/config first, version floors, a quarantine user.
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codex exec Headless Modes: Unattended Is a Different Trust Tier
codex exec headless runs, Claude Code print mode, and Actions wrappers need their own trust tier: flag shapes per tier, no prod creds, an evidence pack per run.
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