MMLMansir Muhammed

Support the Lab

Historically, independent thinking was sustained by patrons who believed the work mattered. This lab operates on the same principle.

No institutional funding. No advertising. No paywalls. Every investigation, dataset, and tool published here is free and open. Patrons make that possible.

Where it goes

Infrastructure35%

Hosting, AI APIs, vector databases, and development tools that keep the lab running.

Support the lab

Collaborating is always free — financial support is optional

Secure checkout via Polar.sh

Collaborator

Free — always

Full access to the lab — tools, briefings, and the community. No payment needed, ever.

  • ·Lab AI assistant
  • ·Experiment access
  • ·Ideas & feedback channels
  • ·Community briefings
Join the Lab →

Supporter

$10/mo

Support the lab's independent work

  • ·Name on the patron wall
  • ·Access to patron-only Log updates

Collaborator

$50/mo

Fuel active experiments

  • ·Everything in Supporter
  • ·Early access to datasets and tools
  • ·Monthly methodology notes

Sponsor

$200/mo

Sustain the lab's infrastructure

  • ·Everything in Collaborator
  • ·Direct line for questions
  • ·Logo on support page
  • ·Acknowledgment in published work

Custom amount

your choice / mo

Support at whatever amount feels right. Minimum $1/mo.

$
/mo USD

Patron wall

No patrons yet — be the first to support the lab.

Your name will appear here as a founding supporter.

What patronage enables

Investigations

Satellite forensics, conflict mapping, and OSINT-driven field investigations that take weeks of uninterrupted work.

Experimental tools

Risk scoring models, automated mapping pipelines, decision frameworks, and AI-assisted analysis systems built and tested in the open.

Analytical briefings

Regional security outlooks, emerging conflict signals, and infrastructure vulnerability assessments — shared freely.

Open data systems

Geographic archives, searchable datasets, and documented methodologies that remain publicly accessible.

Collaborating on the lab is always free. If the work means something to you and you'd like to support it financially, the options above are open — no obligation.

Join the Lab for free →