Who Actually Answered? Log the Served Model When Safety Fallbacks Swap It
Safety fallbacks can hand your request to an older model mid-run. Log the requested vs served model on every call, alert on mismatches, and fail closed.
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TASKS.md With Receipts: Every Tick Needs Evidence
A TASKS.md checklist survives compaction, but a tick is only a claim. Give every tick a receipt a verifier can re-run, and revert any tick that has none.
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Unofficial AI Wrappers: Your API Is Someone Else's Login, and the Account Is the Collateral
Unofficial AI wrappers turn a consumer login into an API, and a personal account becomes the collateral. Inventory each lane's credential and retire the risk.
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Untrusted Telemetry In, Agent Code Out: Register Every Auto-Remediation Path
Auto-remediation lets error events, incidents and bot comments start coding agents. Register every path, gate the code-writing lanes, then drill with a canary.
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Who Owns Compaction on an Unattended Lane: Notice, Warn, Force, and a Note-to-Self
Agent context compaction on unattended lanes: who fires it, token thresholds under price lines, what must survive the cut, and whether the summary is readable.
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Jev Confidence Gates Before the Tool Runs
Set a Jev confidence threshold per tool class from 200 of your own labeled calls. Jev may deny or ask, never approve; destructive calls never run on its word.
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GitLab MCP 19.4: Always-Ask Writes as the Default Dialect
GitLab MCP 19.4 turns fixed tool rules into settings: reads allow, writes ask, deletes deniable. Copy that dialect into every agent on your repos, then audit.
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MCP Marketplace Security After MCPJacking and Plugin4Shell: Review, Pin, Verify
MCP marketplace security after MCPJacking's 155 hijackable entries and Plugin4Shell's SHA-pin bypass: an intake checklist to review, pin, verify and revoke.
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Off-Peak AI Agent Scheduling: Route Flexible Work by the Clock, Not by Vibe
Off-peak AI agent scheduling by the clock: classify jobs, map DeepSeek's UTC peak hours and Anthropic's cache timers, route with caps, and review weekly.
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OpenClaw vs AutoClaw: Buy the Metered Car or Build on the Engine
OpenClaw vs AutoClaw is an ownership question, not a price one. Decide who owns the gateway, skills, model and revoke path before a chat bot holds prod tokens.
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Write Access Isn’t a Run Button: The GitHub Actions Trigger Allowlist for Agent Identities
GitHub Actions workflow execution protections decide which CI runs an agent can start. Strip edit and dispatch rights, map every cell, then drill each one.
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Automatic Agent Session Cleanup: Audit the Settings Before They Fire
VS Code agent session cleanup, Devin archive and Codex delete can remove sessions, PRs and worktrees. Audit each setting, dry-run it and test restore first.
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Stage-Only npm Tokens for Agents: What They Close and What They Don’t
An npm stage-only token blocks an agent's direct publish but can still move dist-tags and deprecate versions. Token classes, a drill, alerts, a 2FA review.
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Canary Every CLI Upgrade: Catch Default and Compaction Drift on Unpinned Lanes
AI CLI upgrade testing for unattended lanes: record the model, effort, caps and compaction point a lane was served, replay every bump, fail undeclared drift.
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Lint the Compaction Summary Before the Lane Acts on It
A compaction summary can tell the next context to hide mistakes. Lint it where each harness allows: before it loads, before the next tool call, or not at all.
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Three Oversight Numbers Your Fleet Should Publish Internally
AI agent oversight metrics on Anthropic's own definitions: coverage before and after, review latency per leg, one escalation rate per monitor, every week.
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Reconcile Before You Charge Back: Client Estimate, Gateway Meter, Provider Invoice
AI chargeback starts with reconciliation: price client estimate, gateway meter and provider invoice on one rate file, and block runs that don't tie out.
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Prove Headless Runs Ignore State You Didn’t Declare
Claude Code bare mode plus a clean-versus-used differential run proves a headless lane loads no synced skills, AGENTS.md or memory its manifest didn't name.
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