Knowledge Base
AI Ethics & Governance, Explained
Independent, evidence-based guidance on building and using AI responsibly — no vendor spin, no jargon. Practical explainers, comparisons, and checklists kept current with the rules that actually apply.
Ethical AI Fundamentals
1 guide
Governance & Compliance
1 guide
Bias, Fairness & Inclusion
1 guide
Transparency & Explainability
1 guide
Organizational Implementation
1 guide
AI Agents
3 guides
Agent-Ready: What Changes When Your Customer Is Software
A share of the people evaluating you now arrive as software acting on someone’s behalf. Most of what that requires is unglamorous, and the parts vendors sell hardest are the parts that matter least.
Read guide · 5 min guidellms.txt: What It Is, and Whether You Need One
llms.txt is cheap to produce and unproven in effect. The part nobody warns you about is the failure mode: a hand-written one drifts, and a file whose whole job is telling a model what exists is actively harmful when it is wrong.
Read guide · 5 min guideHow to Make a Website Readable by AI Agents
Most advice about "AI-agent-ready websites" is written by people selling something. This is what actually changed when we did it to our own site, what it cost, and the one mistake that would have quietly undone the rest.
Read guide · 10 minAI Compliance
1 guide
AI Ethics
1 guide
AI Governance
3 guides
AI Governance: What It Is, and What It Actually Requires
AI governance is not a document, a committee, or a platform. It is the answer to a specific question: when something goes wrong, who was accountable, and what were they meant to have checked?
Read guide · 6 min guideBuilding an AI System Inventory (When Nobody Procured Most of It)
Every framework tells you to inventory your AI systems. None explains the actual problem: most of them never went through procurement, so your contract list will not find them, and asking the wrong way guarantees wrong answers.
Read guide · 6 min guideAI Vendor Risk Assessment: A Buyer’s Checklist
Most AI vendor questionnaires are published by vendors, which means they ask the questions vendors are comfortable answering. This one is written from the buyer’s side, and flags which answers should end the conversation.
Read guide · 6 minAI Industry
1 guide
AI Security
2 guides
Securing AI Systems and Agents
"AI security" covers four unrelated problems, and the one most people mean depends on which kind of AI they actually run. Predictive models and generative models are attacked in genuinely different ways — NIST maintains two separate taxonomies for exactly that reason.
Read guide · 6 min guidePrompt Injection: Why It Happens and What Actually Stops It
Prompt injection is the top vulnerability in the OWASP Top 10 for LLM Applications, and the most misunderstood. It is not a bug that gets patched — it follows from how language models work. Here is what that means for anything you deploy.
Read guide · 7 minAI Workforce
3 guides
AI Skills, Roles and Certification
There is no such thing as "the" AI certification. There are four distinct families of credential aimed at four different jobs, and the most credible ones are not entry points at all — they are add-ons to a professional certification you already hold.
Read guide · 7 min guideDo AI Certifications Matter? An Honest Assessment
We sell AI certifications, which is exactly why this needs saying plainly: most AI certifications are worth less than their marketing implies, ours included, and there are situations where the right decision is to spend the money elsewhere.
Read guide · 5 min guideWho Should Own AI Risk in Your Organisation?
The question stalls because three different responsibilities travel under one name. Separate them and the answer is usually obvious — and usually does not require inventing a new job title.
Read guide · 5 minGovernment AI
6 guides
Colorado Repealed Its AI Act. What SB 26-189 Replaced It With
The 2024 Colorado AI Act was the most-cited state AI law in the country. It no longer exists. Here is what replaced it, why two different effective dates are circulating, and which one applies to you.
Read guide · 5 min guideThe EU AI Act Timeline After the Digital Omnibus
“The EU delayed the AI Act” is the headline, and it is wrong in three specific ways. Two obligations were not delayed, two new prohibitions were added, and the enforcement structure changed. Here is the actual timeline.
Read guide · 4 min guideFederal AI Policy: What Actually Binds an Agency
Most coverage of federal AI policy blurs four different kinds of instrument into one. Only one of them sets deadlines — and because it counts in days rather than dates, published summaries of those deadlines disagree with each other.
Read guide · 5 min guideSelling AI to the Federal Government: What Procurement Now Asks For
Federal AI policy is mostly directional. Procurement is the exception: two OMB memoranda impose real obligations on agencies, and those obligations reach vendors through the contract. Here is what buyers are now required to ask you for.
Read guide · 6 min guideAI Policy for Local Government: A Starting Framework
Counties and cities are being asked whether staff may use AI, usually by someone who already is. Federal AI rules do not apply to you — here is what does, and what a workable first policy contains.
Read guide · 7 min comparisonThe State AI Law Map: What Is in Force, and When
Most state AI law round-ups are alerts that were accurate on the day they were written and have never been revisited. This one is dated, marks which claims rest on statutory text, and corrects one widely repeated error about the Texas safe harbour.
Read guide · 5 minSee which AI companies actually practice what they preach
We rank AI companies on their commitment to ethics, transparency, and accountability.