This site is no longer simply an extension of my CV. It’s an evolving body of work. A place where tools are built, ideas are stress-tested, and curiosity is treated as a serious discipline. If you’re here to learn, question, calculate, or sanity-check something important (or something oddly specific), you’re probably in the right place. If you have any questions, or would like to discuss further, please contact me here.
Latest Posts
May 30, 2026
AI Hallucination and Reliance Disputes: When Wrong Outputs Create Real Liability
Sherafgan Khan
A guide to AI hallucination and reliance disputes, including wrong outputs, causation, disclaimers, consumer harm, workplace use, vendor liability, and evidence preservation. AI hallucination disputes…
May 30, 2026
AI Dispute Resolution Resources: Official Rules, Guidance, and Sources
Sherafgan Khan
A curated AI dispute resolution resources page covering official arbitration rules, AI guidance, California sources, privacy regulators, employment guidance, and technical standards. The best AI…
May 30, 2026
AI Neutral Disclosure Checklist for AI-Related Arbitrations
Sherafgan Khan
An AI neutral disclosure checklist covering tool use, materiality, confidentiality, conflicts, human judgment, and when disclosure should be made in arbitration. As arbitrators and parties…
May 30, 2026
AI Governance Disputes: Oversight, Accountability, and Risk Management Failures
Sherafgan Khan
A practical guide to AI governance disputes, including oversight failures, unclear ownership, risk assessments, escalation gaps, board management tension, and evidence preservation. Many serious AI…
May 30, 2026
AI Employment Disputes: Hiring, Monitoring, Bias, and Workplace Risk
Sherafgan Khan
A practical guide to AI employment disputes, including hiring tools, workplace surveillance, disability accommodation, adverse impact, recordkeeping, and arbitration risk. AI employment disputes are not…
May 30, 2026
AI Dispute Risk Matrix: A Practical Framework for AI Legal and Business Risk
Sherafgan Khan
A practical AI dispute risk matrix for assessing confidentiality, evidence, bias, vendor, governance, consumer, employment, and urgency risks before conflict escalates. Many AI disputes look…
May 30, 2026
AI Consumer Disputes: When Chatbots, Automated Decisions, and AI Claims Go Wrong
Sherafgan Khan
A practical guide to AI consumer disputes, including deceptive AI claims, chatbot failures, privacy issues, automated decisions, refunds, evidence, and arbitration risk. AI consumer disputes…
May 30, 2026
Training Data Disputes: Ownership, Permission, and Proof
Sherafgan Khan
A practical guide to training data disputes, including ownership claims, permission, provenance, licensing, privacy, contractual restrictions, and proof problems. Training data disputes often sound like…
May 30, 2026
Ciarb AI Guideline Explained
Sherafgan Khan
A practical explainer on Ciarb’s Guideline on the Use of AI in Arbitration, including party use, arbitrator use, disclosure, tribunal powers, and model language. Ciarb’s…
May 30, 2026
AI Evidence Preservation Checklist for AI Disputes and Arbitration
Sherafgan Khan
A practical AI evidence preservation checklist covering prompts, outputs, logs, version history, incidents, internal records, and confidentiality controls. If an AI dispute looks likely, evidence…
May 30, 2026
AI Vendor Disputes: When the Product Fails, Hallucinates, or Misleads
Sherafgan Khan
A practical guide to AI vendor disputes, including performance failures, hallucinations, misleading claims, confidentiality issues, product changes, and evidence problems. Many AI disputes will start…
May 30, 2026
AI Model Licensing Disputes: Where the Real Fights Begin
Sherafgan Khan
A practical guide to AI model licensing disputes, including access rights, scope limits, fine-tuning, sublicensing, output rights, termination, and evidence problems. AI model licensing disputes…