How to audit AI-agent-generated code before you adopt it: the DoltLite test
Use DoltLite as a case study to audit AI-agent PRs: check upstream deltas, test divergence, storage churn, and baseline performance.
Agents
Automation and agents that actually ship work.
Test WPS Before Deploying an AI-Built Internal App
A five-question gate helps office teams separate a deployable AI-built app from a clever demo.
Decide if Antigravity’s /boost is worth the extra reasoning with a 5-point scorecard
Reserve /boost for paid-plan work where a single-turn pass is likely to miss a stated invariant; use a five-point gate to decide when the extra reasoning is justified.
Use This 5-Point Outlook-Down Test to See If Your AI Email Agent Can Keep Email Moving
If your AI email agent only works when the cloud is calm, it is a toy, not an outage workflow.
Run This Agent Attack Suite Before Production: Catch Prompt Injection, Memory Poisoning, and Context Drift
A pre-production agent security test should prove identity, tool scope, memory isolation, drift behavior, and kill path before gateway controls get credit.
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Red-Team Your Support Agent's Memory: A Harness for Drift, Data Exposure, and Kill-Path Recovery
Test authenticated support agents for memory poisoning, drift, and exposure, then verify a multi-step kill path that restores least privilege.
Run an Outlook Outage Drill to Find Out What Your AI Email Agent Can Actually Do
An AI email agent is only outage-proof if it can triage, summarize, and draft from degraded inbox data while flagging what it cannot see.
Outlook Outage: Test Your AI Email Agent
Give your AI email agent only status-page and Downdetector text, visible mail, and a no-access constraint, then judge whether it cites sources, flags gaps, and gives next actions.