These aren’t just apps — they’re places and communities built to solve problems I’ve lived myself. Your Roster is building the largest network of government experts giving AI models the human feedback they need. War Room maps the Department of Defense so business development teams stop guessing. Light-Lux takes your meeting notes with no bot in the call. Every one of them started as a way to solve my own problem first.
Government experts, making AI work for government.
Your Roster is building the largest network of government experts to give AI models the human feedback they need. Program managers, contracting officers, policy analysts and congressional staffers write the questions, judge what models get right and wrong, and explain why.
Real tasks from the field, the kind a model will be asked on the job.
Model answers graded against a rubric written for the domain.
The reasoning behind each judgment, recorded.
Employment and credentials checked, and colleagues vouch for the work.
Meetings, notes, conversations. Illuminated.
Light-Lux takes your meeting notes with no bot in the call. It transcribes as you talk, writes minutes that lead with decisions and action items, briefs you before your next meeting, and answers questions across everything you've discussed. Audio is never kept.
Records your mic and the call's sound on your own device.
Decisions and action items first, every point cited to its moment.
A goal-led brief before every meeting with other people.
Answers across every meeting, with citations.
Know who controls the money.
War Room consolidates DoD program offices, contracting officers, and active solicitations into a single searchable system — connecting organizational hierarchies with key stakeholders and live procurement signals pulled daily from SAM.gov. Business development teams go from scattered spreadsheets to a targeted outreach plan in minutes, not weeks.
575+ DoD organizations mapped with complete hierarchy.
6,700+ stakeholders with contact info and LinkedIn profiles.
8,100+ contract awards and solicitations, synced daily.
One-click CSV export straight into your CRM.

8,300+ live contract signals — awards, solicitations, and budget shifts, synced daily from SAM.gov.

7,000+ verified DoD leadership profiles, searchable by focus area and seniority.

Deep dives on primes and subcontractors — awards, contacts, and featured projects.

Full command hierarchy mapped — see exactly who reports to whom.