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News articleAI Now Institute

Human Capital

View original at ainowinstitute.org
AI Now Institute - Ai Policy Title: Human Capital Date: 2026-02-03 09:30 Source: https://ainowinstitute.org/publications/joan-kinyua-human-capital <div class="wp-block-buttons has-custom-font-size has-medium-font-size is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-51c3bbf5 wp-block-but…
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What we drew from this source

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  • Naming and shaming Big Tech companies publicly is an effective accountability mechanism where legal remedies have failed

    80% confidence
  • AI is currently the biggest employer of young people in Kenya

    80% confidence
  • The Kenya Business Laws (Amendment) Act 2024 prevents Big Tech from being sued directly; only BPO firms can be sued

    80% confidence
  • Data labeling has powered AI for over a decade but workers are systematically made invisible in public discourse

    80% confidence
  • The exploitation of data workers in Kenya is intentionally designed, not accidental

    80% confidence
  • The 'future-of-work' framing ignores data labelers and focuses only on engineers and high-skilled workers, treating data labeling as entry-level or transition work rather than a real job

    80% confidence
  • Data workers face systemic exploitation including unpaid wages, no social protection, no recourse mechanisms, high psychological pressure from content exposure, and poverty-level pay

    80% confidence
  • Kenyan data workers are well-educated, English-speaking, and tech-savvy, making them cheap, quality labor for Big Tech in a high-unemployment environment

    80% confidence
  • Global laws generally protect Global North interests, leaving Global South workers without effective legal recourse against Big Tech

    80% confidence
  • Data workers should have transparency about who they work for, what technology they are building, and be included in decision-making processes

    80% confidence
  • Meta argued it cannot be sued in Kenya because it is not registered under Kenyan laws

    80% confidence
  • Kenya's president is prioritizing relationships with Big Tech leaders like Zuckerberg and Musk over protecting workers' rights

    80% confidence
  • International worker solidarity is growing in impact, with larger coalitions producing more accountability

    80% confidence
  • Data workers need basic rights including normal working hours, fair pay, medical coverage, no arbitrary account closures, and paid holidays

    80% confidence

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Pharma Pipeline Catalysts and M&A Heat Up as AI-Designed Drugs Enter the Clinic
Late-September 2026 brought a dense run of clinical readouts: Novo Nordisk's CagriSema data at EASD, Lilly's ADtouch results for EBGLYSS, and Merck's tulisokibart Phase 2b result. Lilly's $2.9B Merida Biosciences acquisition and the 2026-11-14 FDA PDUFA date for ivonescimab sit alongside these as the main deal and regulatory events. AI-designed drugs such as rentosertib, and speculative AI-linked trial ventures such as QAIAx, are moving from hype toward clinical validation. Broader AI-sector regulatory and legal friction (Tesla Cybercab probe, xAI Minnesota ruling, OpenAI lawsuits) shows rising scrutiny that could spill into AI-driven healthcare.
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Satellite-Terrestrial Network Integration Acceleration
Increased investment and launches in hybrid satellite-cellular networks across telecom industry; competitive responses from other carriers; regulatory activity around satellite spectrum; expansion of emergency/rural connectivity use cases
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Apple Inc.
The observation date (2025-12-27) precedes Q1 2026, making it logically impossible to have actual Q1 2026 cash data at that point. Q1 2026 would not end until March 31, 2026. Additionally, the magnitude of the difference ($45.3B vs $132.42) is implausibly large even as a normal quarterly change for Apple. While different fiscal periods can show different values, the timing relationship here suggests a data integrity issue rather than legitimate period-over-period variation.
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