Business education outcome
Build internal AI assistants
Build a narrow internal assistant over authorized knowledge with least-privilege access, source-grounded answers, uncertainty, human confirmation, evaluation, auditability, and safe shutdown.
Success framing
What useful progress looks like
The assistant answers only within scope, cites approved sources, declines unsupported requests, protects data, exposes uncertainty, and cannot perform external or destructive actions without confirmation.
Who this is for
Use this path for a bounded business hypothesis or operating capability. Test before making major commitments, follow applicable law and agreements, protect customer and worker autonomy and data, disclose material terms, and involve qualified legal, tax, accounting, employment, security, or other professional support when stakes exceed general education.
Curated sequence
Learn in order, then act
Embeds load lazily through youtube-nocookie.com; every item keeps attribution, original context, and a source fallback.
What are AI Agents?
IBM Technology
Use this selected video to understand the method, evidence, tradeoffs, and business limits behind what are ai agents?, then apply the bounded checklist on this page.
- Key takeaway
- What are AI Agents?
- Action
- Choose one low-risk job
IBM Technology via YouTube
AI Agents and AI Assistants: A Contrast in Function
IBM Technology
Use this selected video to understand the method, evidence, tradeoffs, and business limits behind ai agents and ai assistants: a contrast in function, then apply the bounded checklist on this page.
- Key takeaway
- AI Agents and AI Assistants: A Contrast in Function
- Action
- name owner/users/non-users
IBM Technology via YouTube
NIST AI Risk Management Framework
nist.gov
External resourceThe page remains useful without loading third-party media.
Use this selected reference to understand the method, evidence, tradeoffs, and business limits behind nist ai risk management framework, then apply the bounded checklist on this page.
- Key takeaway
- NIST AI Risk Management Framework
- Action
- classify sources and remove unauthorized material
nist.gov
Action plan
Take the smallest useful next step
- Choose one low-risk job
- name owner/users/non-users
- classify sources and remove unauthorized material
- enforce least privilege and tenant separation
- require citations and uncertainty
- define forbidden topics/actions
- build representative/adversarial tests
- require confirmation before write/send/delete
- log safely
- set fallback, incident response and kill switch
- review access and content freshness.
Important boundary
An internal label does not make data use safe. Do not ingest secrets, personal data, client content, copyrighted material, security-sensitive information, or employee records without authority and controls. Do not use the assistant as final HR, legal, financial, safety, eligibility, or performance authority. No accuracy or productivity result is guaranteed.
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