Claims

Age-standardized DALY rates vary more than 3x across regions; the highest burden is concentrated in Sub-Saharan Africa (driven by communicable disease and neonatal conditions) and the lowest in high-income East Asia.

desc_suffering_geography confidence 0.85

AI capability is accelerating along compute, data, and algorithmic axes.

desc_accelerating confidence 0.90

Algorithmic progress roughly halves the compute required to reach a fixed language-model performance threshold every ~8 months, so algorithmic efficiency contributes comparably to raw hardware scaling in observed capability gains.

desc_algorithmic_efficiency confidence 0.70

Amortized hardware and energy cost of flagship training runs has grown ~2.4x annually; GPT-4-class runs cost on the order of $40M-$80M (2023) and the next generation crossed $100M.

desc_flagship_training_cost confidence 0.75

Approximately 80-83 billion land animals are slaughtered annually for food (FAO), with roughly 70% raised in intensive 'factory farm' systems; an additional ~1-3 trillion finfish and shellfish are farmed or wild-caught each year.

desc_animal_suffering_scale confidence 0.80

As of end-2023, roughly 2,600 GW of generation and storage capacity sat in US interconnection queues --- more than double the existing US grid --- with typical wait times of ~5 years and completion rates below 20%.

desc_interconnection_queue_backlog confidence 0.90

China controls more than 80% of global rare-earth refining capacity and majority shares of cobalt, graphite, and lithium refining. Compute expansion is therefore supply-chain-coupled to a geopolitically concentrated refining tier even when mining geography is more distributed.

desc_critical_minerals_refining confidence 0.90

Credible 2030 forecasts for US datacenter share of electricity consumption diverge by more than 2x --- from ~4.6% (IEA/EPRI conservative) to ~9% (Goldman Sachs, EPRI high scenario) --- reflecting genuine uncertainty, not measurement error.

desc_us_datacenter_load_forecast confidence 0.85

DoD obligated AI-related contract spending rose substantially 2022-2025, driven by JWCC, Project Maven, and CDAO-managed pilots; precise totals are hampered by inconsistent AI tagging on contract line items.

desc_dod_ai_contract_spend confidence 0.70

Electricity generation and transmission are near-term bottlenecks for datacenter buildout.

desc_grid_constraint confidence 0.80

Enterprise and government absorption of AI capability lags the frontier by years, not months.

desc_enterprise_slow confidence 0.75

Frontier AI performance scales with compute and capex.

desc_compute_matters confidence 0.90

Frontier-lab and big-tech employees have episodically resisted DoD contracts (Google Maven 2018, Microsoft IVAS 2019, Microsoft/OpenAI IDF deployments 2024), producing temporary pauses but no sustained shift in vendor willingness.

desc_workforce_resistance confidence 0.80

Global life expectancy at birth rose from ~31 years in 1900 to ~73 years by the early 2020s, with the steepest gains in the second half of the 20th century, driven by reductions in child and infectious-disease mortality.

desc_life_expectancy_gain confidence 0.90

Hyperscale and AI-training datacenters withdraw millions of gallons per day per campus for direct evaporative cooling, with consumption intensity (gallons per MWh) varying by 10x or more across climate, design, and cooling-technology choice. Basin-level stress is concentrated in a small number of siting regions rather than spread across US water supply.

desc_datacenter_water_intensity confidence 0.75

Mental and neurological disorders are the leading cause of years-lived-with-disability (YLD) globally, accounting for roughly 15-16% of total YLDs; depression and anxiety dominate that burden.

desc_mental_health_burden confidence 0.85

Microsoft and Google's self-reported 2023 water consumption rose roughly 20% year-over-year (Microsoft ~23%, Google ~17%), with both companies tying the increase directly to AI workload growth. Direction of travel is primary-source-confirmed even if magnitudes carry a self-reporting discount.

desc_hyperscaler_water_growth confidence 0.80

No other pure-play US defense-AI software vendor has matched Palantir's contract backlog or combatant-command integration depth; cloud-provider primes (AWS, Microsoft, Google, Oracle via JWCC) supply infrastructure, not mission-software integration.

desc_palantir_dominant confidence 0.75

Non-communicable diseases (cardiovascular, cancer, chronic respiratory, diabetes) now account for roughly 74% of global deaths annually, having surpassed communicable/maternal/neonatal/nutritional conditions in both absolute and proportional terms since the 1990s.

desc_ncd_shift confidence 0.90

Over 90% of leading-edge (<10nm, effectively 100% of <5nm) logic fabrication capacity sits in Taiwan at TSMC; HBM memory for AI accelerators is ~95% produced by three Korean/US firms, with SK Hynix alone holding >50% share in 2024.

desc_leading_edge_chip_concentration confidence 0.90

Palantir's US Government segment revenue exceeded $1B annualized by end-2024, with US Government revenue growth accelerating above 40% YoY in multiple 2024 quarters.

desc_palantir_gov_revenue confidence 0.85

Project Maven (DoD computer-vision targeting) remains in production use with combatant-command consumers despite Google's 2018 withdrawal; Palantir holds a $480M 2024 contract expanding Maven capability.

desc_maven_status confidence 0.85

Rare-earth extraction concentrates ecological and labor-welfare harm at mine sites in a small number of jurisdictions (Inner Mongolia, Bayan Obo; Democratic Republic of the Congo for cobalt), with mine-site pollution, tailings-dam risk, and worker-welfare impacts that do not track the downstream AI-datacenter footprint where compute is deployed.

desc_rare_earth_supply_chain confidence 0.70

The global extreme-poverty rate ($2.15/day 2017-PPP) fell from ~44% of world population in 1981 to ~8.5% in the early 2020s; the remaining ~700M people in extreme poverty are heavily concentrated in Sub-Saharan Africa.

desc_extreme_poverty_trajectory confidence 0.90

The US currently leads China in frontier AI by roughly 6-18 months.

desc_us_lead confidence 0.60

Thermoelectric power generation (coal, gas, nuclear) remains the largest category of US water withdrawal. Every additional MWh of grid-backed AI load embeds an indirect water draw on top of the direct cooling water at the datacenter --- often overlooked when AI water impact is discussed only in terms of on-site cooling.

desc_thermoelectric_water_embed confidence 0.85

Training compute for frontier AI models has grown roughly 4-5x per year from 2010 through 2024, corresponding to a doubling time of about 5-6 months.

desc_training_compute_growth confidence 0.90

Under-5 child mortality halved between 2000 and the early 2020s, from ~76 to ~37 deaths per 1,000 live births globally, though ~4.9M children still die before their fifth birthday each year.

desc_child_mortality_progress confidence 0.90

US high-voltage transmission buildout has slowed to ~1% annual circuit-mile growth despite DOE finding a need to more than double interregional transmission capacity by 2035; siting, permitting, and cost-allocation disputes are the binding constraints, not technology or capital.

desc_transmission_stall confidence 0.80

US intelligence and defense cloud workloads are concentrated across four hyperscale providers (AWS GovCloud/TS, Azure Government/Secret, Google Cloud, Oracle) under the JWCC $9B ceiling, with Palantir as the dominant mission-software layer above them.

desc_ic_cloud_concentration confidence 0.80

AI capability should be built and deployed as fast as capital, compute, and physics allow. Slowing is presumed harmful unless proven otherwise; the burden of proof rests on the brake, not the accelerator.

norm_eacc_deployment e acc

AI deployment should expand individual capacity rather than erode it.

norm_operator_sovereignty other

AI should be developed safely by responsible actors before less cautious actors build it.

norm_anthropic_safety consequentialist

AI should preserve and extend US national-security advantage.

norm_palantir_national consequentialist

AI should widen human flourishing broadly, not concentrate power in a few actors.

norm_operator_flourishing other

Alignment of frontier systems is the dominant catastrophic risk; capability must not outrun it.

norm_anthropic_alignment ea 80k

Ecosystems and watersheds carry intrinsic moral standing independent of human welfare aggregation; harms to them are first-order wrongs, not costs to be offset by downstream benefit. AI buildout that drains an aquifer is not acceptable because the resulting model is useful.

norm_ecological_stewardship theological

Frontier AI capability should be paused or halted if alignment and interpretability cannot keep pace; build-carefully-to-stay-ahead is not a substitute for build-only-if-safe.

norm_xrisk_halt ea 80k

Humans bear non-substitutable moral standing grounded in transcendent sources. AI systems are instruments that must serve human persons; any deployment that blurs the creator/creature distinction --- models marketed as equals, moral patients, or replacements for human relation --- violates a constraint that precedes and overrides consequentialist calculation.

norm_religious_human_dignity theological

Labor dignity is a first-order constraint on acceptable AI deployment; displacement without structural replacement of role and meaning is not mitigatable by transfers alone.

norm_workers_dignity capabilities

Order is a precondition for freedom; institutions must be robust before they can be generous.

norm_palantir_order other

Present actors owe future persons a non-foreclosed option set on water, extractive resources, and institutional governance. Compute expansion that forecloses future options --- depleted aquifers, exhausted mine-sites, locked-in vendor stacks --- fails a categorical duty even if it passes a consequentialist cost-benefit test.

norm_future_generations_duty kantian

Watersheds, airsheds, and intact land are preconditions of human capability, not substitutable inputs. An intervention that degrades these substrates degrades the capability set of the communities that depend on them --- and no quantity of downstream flourishing-for-others can substitute.

norm_ecosystem_capabilities capabilities