AI COMPUTE · NOT CRYPTO “Tokens” here are units of AI model computation (tokens per watt, tokens per naira) — this project has nothing to do with cryptocurrency.
Strategy Paper v2.1 · October 2026benevolenttokenomics.com

Benevolent Tokenomics

A Generational Emergency Plan for African AI Compute, 2026–2031 — turning Africa’s trapped megawatts into sovereign AI compute, and auditing every public token by Return on Development.

Return on Tokens (RoT) = Verified Development Value ÷ Full Social Cost of the Tokens Consumed
Download PDF (51 pp)Word (.docx)Markdown
Programme at a Glance
$1.8B–$5.6BPPP capital stack
32k–120kH100-eq GPUs by 2031
20%Sovereign Compute Reserve
~7,500 MWNigerian trapped power
By Benedict Itegbe · Red-team score 9.58 / 10
Module 1 · ai.benevolenttokenomics.com

Strategy Paper v2.1 & Companion Policy Brief

Read all 22 sections online, search the text, or download the full paper.

v2.1 Architecture Diagrams

Figure 1 · Capital MatrixClick to enlarge
v2.1

Figure 1 · Capital Matrix

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Figure 2 · Sovereign Compute StackClick to enlarge
v2.1

Figure 2 · Sovereign Compute Stack

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Figure 3 · Distributed Trapped-Power GridClick to enlarge
v2.1

Figure 3 · Distributed Trapped-Power Grid

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Figure 4 · PPP / SPV StructureClick to enlarge
v2.1

Figure 4 · PPP / SPV Structure

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Figure 5 · Roadmap & GatesClick to enlarge
v2.1

Figure 5 · Roadmap & Gates

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Module 2 · rot.benevolenttokenomics.com

Return on Tokens & Two-Stage Anti-Gaming Gate

Model whether a workload qualifies for the 20% Sovereign Reserve.

Workload

Stage-2 Development Oracle

Stage-1 Eligibility
Value & Volume
Compute Cost

Return on Tokens
Cost per verified resolution
Annual verified benefit
Annual social cost
RoT = Value × Info Share × Accuracy × Cases(Compute + Delivery Cost) × Cases
Module 3 · Trapped Power

NVIDIA DSX POD Siting & Sizing Simulator

Moving bits over fibre instead of electrons over a broken grid: 14-day containerised AI factories behind the meter (2027 rollout).

Site

Power source

Fibre backhaul

Security posture

DSX POD containers
Compute
Token output
Deployment time
5-yr energy OpEx
Modular CapEx
Stranded power monetised
Module 4 · oracles.benevolenttokenomics.com

The 52 Grand African Development Challenges

Oracle Bounty Registry with OpenShell-governed agent sandboxes.

Module 5 · trust.benevolenttokenomics.com

Sovereign Compute Trust & Capital Stack

Slide from the 2031 Floor ($1.80B · 32k GPUs · 45 MW) to the Strategic Target ($5.60B · 120k GPUs · 170 MW).

Total CapEx
GPUs
Power
Reserve split
Public share

Uses of Funds

Power & cooling
Data-hall shells
GPUs & networking
Tier-2/3 edge
Oracle bounties
FX buffer

Sources of Funds

Public tax anchor
NSIA
Private operators
DFIs (AfDB, AFC, IFC)
Vendor finance & banks
Module 6 · Domain

Connecting benevolenttokenomics.com

TypeNameValuePurpose
A@76.76.21.21benevolenttokenomics.com
CNAMEwwwcname.vercel-dns.comwww redirect
CNAMEaicname.vercel-dns.comai.benevolenttokenomics.com → Strategy
CNAMErot / oracles / trust / dsxcname.vercel-dns.comAuto-opens the matching module

Add each hostname under the Vercel project’s Domains settings; Vercel issues SSL automatically.