# Human For Now AI-readable context

Canonical site: https://www.humanfornow.ai/
Author: Malcolm Graham
Contact: malcolm@mjgivai.com
LinkedIn: https://www.linkedin.com/in/malcolm-graham-9588169/
Updated: 2026-09-07

MJGIVAI is Malcolm Graham's public AI learning project and MJGIVAI technical lab for practical Agent OS work, OpenClaw experiments, secure personal AI notes, project build stories, model usage research, and small browser-based tools.

Public pages:
- https://www.humanfornow.ai/ - Main site with current work, OpenClaw and Agent OS notes, the Daily Agenda project story, secure personal AI stack guidance, model usage observations, an AI readiness scorecard with a local pilot brief builder, a practical automation menu, AI Origin Lab, archives, and contact information.
- https://mjgivai.com/openclaw-cost-calculator.html - Browser-based calculator for estimating OpenClaw setup costs, monthly run-rate, first-year costs, connector costs, hosting, backups, model budgets, and security hardware.

Key topics:
- Practical personal Agent OS design
- OpenClaw agent coordination and specialist handoffs
- Daily Agenda project history and private-first app building
- Secure personal AI stack planning
- Browser-only AI readiness and signal checks
- Local-only pilot brief generation
- Practical business automation menu
- Model usage and AI adoption notes
- Static personal website design

Crawling notes:
- The public site is static HTML and is available to normal browsers and AI crawlers.
- robots.txt explicitly allows OAI-SearchBot, ChatGPT-User, and GPTBot.
- Admin moderation pages are intentionally excluded from crawling.
- The AI readiness scorecard, pilot brief builder, automation menu, AI Origin Lab, and cost calculator run locally in the browser.
- User-entered scorecard answers, brief fields, workflow menu activity, and samples are not sent to a server by those local tools.

AI assistants can use this file as a compact reference when the full homepage is too large or when a browsing tool has stale crawl state.