Disclaimer

Last updated: July 17, 2026

Education, not an outcome guarantee

Workshops and training here teach engineering technique. They are sold as instruction and nothing else. Attending does not guarantee a job, a promotion, a salary change, a client, or any particular result in your own systems — what you get out depends on your codebase, your constraints, and what you do afterwards. Any specific outcome mentioned on this site is something that happened for a named person or team; it is an example, not a forecast for you.

Information, not professional advice

Posts, notes, slides, and session content reflect my experience and opinion at the time. Nothing here is professional, legal, security, or financial advice, and acting on it is at your own risk. Architecture decisions in particular are context-dependent — for work scoped to your situation, engage me through consulting.

This field moves faster than this website

Agentic AI tooling changes monthly. Model names, pricing, API shapes, and best practice all move. Material accurate on the day it was taught or written can be stale within a quarter. Always check the current vendor documentation before relying on a specific API detail, and treat dated posts as a snapshot rather than a current reference.

Third-party tools, models, and costs

• Sessions use third-party tools and models (for example Anthropic's Claude API and MCP). I do not control them, their availability, their pricing, or their output.
• Where a workshop asks you to bring your own API key, usage is billed to you by that provider, for what you consume. That is separate from the workshop fee.
• Model output is probabilistic. Code produced by an AI system during a session — or afterwards using these techniques — must be reviewed and tested by you before it goes anywhere near production.
• Naming a vendor or tool is not an endorsement, and I am not responsible for what those vendors do.

Your data and your systems

Do not paste secrets, credentials, or confidential material into shared exercises during a workshop. Session guidance on classification and guardrails is exactly that — guidance. Responsibility for what you send to a third-party model, and for the security of your own systems, remains yours.

Photography and recording

Public sessions are sometimes photographed or recorded for use on this site. If you would rather not appear, tell me before the session and it will be respected. Attendee names and certificates are never published without explicit permission.

Liability

To the extent permitted by law, I am not liable for any loss arising from your use of this site, attendance at a session, or reliance on this material. Where liability cannot be excluded, it is limited to the amount you paid for the session in question. Governed by the laws of India (Gujarat).

Contact

Questions: jigar@wanbuffer.com. See also the Terms of Use, Refund Policy, and Privacy Policy.