OPERATOR CHECKLISTS
Focused references for business owners, operators, and builders choosing what to automate, what to control, and what to improve next.
CHECKLIST
The validation gates before an LLM judge is allowed to score anything that matters: the agreeableness bias numbers (96% TPR but <25% TNR on invalid outputs), the NeurIPS 2025 finding that forced-choice validation picks judges up to 31% worse, bias audits, and the human-calibration protocol.
CHECKLIST
How to wire LLM eval gates into CI without flaky merges or runaway cost: tiered PR-smoke vs nightly suites, multi-trial pass rates instead of single-run pass/fail, baseline-relative thresholds, path-filtered triggers, and framework-neutral wiring for promptfoo, DeepEval, and Braintrust.
CHECKLIST
What to log from agent runs for SOC 2 and incident investigations: tool-call inputs and outputs, permission decisions, model provenance, tamper evidence - plus the retention pricing math (LangSmith vs Langfuse) that decides build vs buy.
CHECKLIST
What must be in place before an AI agent hits production: tracing coverage, eval gates, cost SLOs, rollback paths, and alerting thresholds - with real platform limits (LangSmith 5k free traces, Langfuse 50k free units) and a buy-vs-build call for each layer.
CHECKLIST
A vetting gate for third-party MCP servers: maintenance recency, permission scope, provenance, and CVE screening. Only 40.9% of measured MCP servers were updated in the last 90 days - here is how to decide install, sandbox, or reject.
CHECKLIST
Before deploying Claude in Chrome or any computer-use agent: which permission boundaries are enforceable vs cosmetic, how to quarantine hostile web content, and what Anthropic's own 11.2% injection success rate means for your rollout.
CHECKLIST
What to gate before letting Claude Code, Codex, or Copilot coding agent open PRs in CI: scoped tokens, branch protection that actually applies to bots, secrets isolation, per-run cost caps, and rollback of agent commits - with GitHub's official requirements and the June 2026 billing episode as evidence.
CHECKLIST
Local stdio or remote-hosted MCP in production? The deployment checklist for the 2026-07-28 spec: OAuth 2.1 + PKCE, iss validation, resource indicators, stateless session handling - anchored by CVE-2025-6514, real latency benchmarks, and real credential-hygiene data.
CHECKLIST
Deciding whether agent traces must stay in your infrastructure - and what self-hosting Langfuse or Phoenix actually costs in ops. The key asymmetry: Langfuse self-host is free MIT; LangSmith self-host is Enterprise-only.
CHECKLIST
Which SOC 2 controls an AI-agent SaaS actually needs before enterprise deals close: agent action audit trails, tool-permission policies, LLM sub-processor disclosure, and incident response for agent-caused events - with real incident evidence and real cost numbers.
CHECKLIST
A checklist for business owners who want agent native digital workers to reduce admin work, update systems, route requests, and prepare reports.
CHECKLIST
A business-owner checklist for building an agent native support digital worker that replies faster, escalates properly, and keeps customers from waiting.
CHECKLIST
A plain-English checklist for business owners choosing the first agent native digital worker to build for sales, support, admin, or operations.
CHECKLIST
A practical checklist for building an agent native digital worker that follows up with leads, updates your CRM, and stops opportunities from slipping.
CHECKLIST
A readiness checklist for business owners who want agent native digital workers to help with routing, reporting, approvals, and daily operations.
CHECKLIST
A practical launch checklist for teams shipping agentic SaaS products, focusing on execution boundaries, automated evaluation, and strict compliance for SOC2, HIPAA, and DORA.
CHECKLIST
A deployment checklist for air-gapped and private-first AI agent infrastructure. Covers MCP security, Zero Trust networking, local RAG, and isolated tool execution.
CHECKLIST
A practical checklist for teams building Stripe billing flows that survive retries, duplicate events, redirect failures, and operational drift.