Researcher Time & Staffing
Weekly Model
The Science Manager Trap
"Career progression often penalizes great researchers. As they rise, they stop doing derivations and become lab administrators and grant applicants."
Senior Theorists Headcount
12
Pure mathematical and theoretical physics fellows.
Weekly Hours per Theorist
50 hrs
Baseline productive effort window.
Time Allocation Budget (% of 100%)
Hands-on Calculation & Proofs
58%
Feynman/Schwinger style pencil-and-paper derivations.
Grant Bureaucracy & Admin
12%
Writing cyclical state funding applications and compliance.
Undergrad Teaching & Committees
0%
Legacy 1,000-year teaching apparatus load.
AI Insight Extraction & Prompting
20%
Filtering raw AI derivations into engineerable concepts.
Embedded Professional Staff Collab
10%
Direct partnership with first-class editorial & designers.
PhD Students per Fellow
2.0
2-3 in agile institutes vs. 20-30 in university labs.
Embedded Design/Writer Ratio
0.4
Equal-status communicators accelerating publication.
Institutional Telemetry & Discovery Velocity
Deterministic EnginePure Calc Hours (Annual)
36,192
Total active mathematical derivation capacity across senior fellows.
Science Manager Friction
12.0%
Time diverted into compliance, grants, and administrative politics.
Breakthrough Velocity
8.42
Compound index: pure hours × AI insight ratio × autonomy.
Strategic Autonomy
94.0
Insulation score from state funding cycles (0–100 scale).
Crisis Talent Capture
91.5%
Probability of seizing displaced world-class theorists in 3 weeks.
Insight Extraction Ratio
4.8
Engineerable concepts derived per 1,000 AI mathematical passes.
Researcher Time Vector Allocation
Sum: 100%
Dual-Track Institutional Architecture Comparison
University vs. LIMS IRO
| Operational Dimension | Conventional University Track | LIMS Independent Research Org |
|---|---|---|
| Primary Mission | Knowledge transmission (teaching apparatus) | Knowledge creation (pure discovery haven) |
| Senior Career Trap | Promoted into full-time science management | Keeps hands dirty in calculations |
| Crisis Talent Mobilization | Months to years (committees, politics) | Weeks (agile private endowment deployment) |
| Professional Communicators | Subservient press office bureaucracy | Equal partners (writers from The Economist) |
| Frontier AI Integration | Lab manager of 25 PhD students | Curator extracting engineerable insights |
Capital & Crisis Sandbox
LIMS E6 Campaign
Target Endowment Target (£M)
£60M
LIMS E6 benchmark insulated from state grant agencies.
Private / Philanthropic Share
75%
Philanthropists (e.g. Ben Delo) providing agile core funding.
State Grant Agency Share
25%
UKRI / NSF / EU grants subject to peer-review cycles.
Crisis Mobility Window
3 weeks
Speed to fund 4-year chairs for displaced scientists.
Institutional Blueprint Handoff
State blueprint generated successfully.