---
type: "synthesis"
articles: ["a024", "a073", "a074", "a075", "a091", "a099", "a101"]
tags: ["epistemics", "confidence", "verification", "meta"]
id: "cross-epistemic-fog"
sources: ["futures"]
sourceVaultSlug: "hbr-seg-futures"
originDay: 2
articleStem: "hbr-seg-futures"
sourceUrl: "(unified vault: 11 sources)"
sourceTitle: "HBR — Futures / Macro — where it's all going"
---
# Reading the Futures Corpus Honestly

This is a *futures/macro* corpus: much of it is forecast, extrapolation, or single-sourced. A downstream agent must present the argument **and** its confidence grade. The recurring epistemic hazards:

**Single-sourced or unverified figures.** A074's [[concept-circular-financing|$100B Nvidia→OpenAI]] structure is not in public filings. A075's [[claim-us-compute-dominance|39.7M vs 400k petaflop]] figures ([[entity-trg-datacenters]]) and [[claim-us-china-ai-gap-closed|"gap effectively closed"]] are single-source/overstated; [[entity-upi|UPI's 22.64B]] is a forward projection. A101's [[claim-data-center-energy-growth|485→950 TWh]] is one IEA scenario.

**Hypothetical or future-dated events.** A075's [[entity-iran-war]] and [[entity-new-delhi-declaration]] appear illustrative, not verified.

**Brands mistaken for fields.** A073's [[concept-living-intelligence|"Living Intelligence"]] and [[concept-large-action-models|"LAM"]] are strategic coinages, not canonical labels ([[entity-anthropic-claude-d2|Claude-as-LAM]] is imprecise). A099's [[concept-agi-automation-threshold|AGI]] is an economic, non-standard definition.

**Firm-specific numbers generalized.** A024's [[claim-capital-compression|80% capital cut]] and [[claim-headcount-collapse|two-person MVP]] are portfolio-specific; A091's revenue/reformulation math is proprietary to Nooyi's narrative.

**Illustrative product specifics.** A099's [[claim-compute-scaling-rate|compute-scaling]] numbers and product names are the author's illustrations.

**The rule** (from [[cross-forecasters-dilemma]]): trust the *direction*, hedge the *magnitude and timing*, and always name the source when a number carries strategic weight.