{ "abstract": "The dominant AI-labor debate assumes two units: a human worker and an AI system. It then asks which tasks move from the first unit to the second. This paper proposes a third unit: the Human Capability Unit, consisting of an identified natural person, a personally operated control layer, one or more AI-enabled capability modules, an employer-controlled work context, and licensed compute substrates. The company hires the human principal and evaluates the combined unit. This is more specific than “augmentation,” “copilot,” or “human in the loop.” The worker’s computational capacity is partly a portable, cultivated way of working: interfaces, automations, evaluations, procedures, controls, and learned operating skill that the person can adapt across contexts. Its value must be demonstrated under job-relevant conditions, including variation, failure, recovery, transfer, and measured human attention. The proposal is economically plausible but unproven. It preserves a meaningful role for employment only where human judgment, accountability, trust, adaptation, relationships, taste, or contextual authority remain scarce and where increased capability expands useful demand. The paper defines the institutional machinery needed to test that proposition honestly: ownership boundaries, a capability protocol, evidence receipts, a portable Capability Passport, field trials, and explicit failure criteria.", "author": "Hayden Lindley", "category": "Agents & Execution", "claims": { "claims": [ { "claim_id": "P31-C01", "evidence_refs": [ "P31-S01", "P31-S02", "P31-S03", "P31-S16", "P31-S17", "P31-S18", "P31-S19" ], "limitations": [ "Coherence of the specification does not establish employer adoption, legal enforceability, or predictive validity.", "Jurisdiction-specific employment, intellectual-property, privacy, and professional rules still control." ], "public": true, "scope": "The five-layer declaration and three-domain ownership model defined by HIWP v0.1.", "statement": "A Human Capability Unit can coherently represent one natural-person principal, a personally operated control layer, bounded capability modules, an engagement context, and licensed compute substrates as one assessable work-capability unit without collapsing their ownership or authority boundaries.", "status": "SPECIFIED" }, { "claim_id": "P31-C02", "evidence_refs": [ "P31-S02", "P31-S03", "P31-S04", "P31-S09", "P31-S10" ], "limitations": [ "Role-specific measures and thresholds still require empirical validation.", "Human-attention measurement can itself be burdensome or gameable." ], "public": true, "scope": "HIWP v0.1 assessment and Capability Passport method.", "statement": "Job-bounded assessment of a human-plus-system configuration should preserve outcome quality, reliability, human attention, intervention, recovery, transfer, cost, risk compliance, and evidence integrity rather than compressing them into one universal score.", "status": "SPECIFIED" }, { "claim_id": "P31-C03", "evidence_refs": [ "P31-S02", "P31-S03", "P31-S04", "P31-S05" ], "limitations": [ "Some capabilities may be inseparable from employer-specific data, relationships, or infrastructure.", "A clean-room audit cannot resolve ownership disputes without the governing agreement and applicable law." ], "public": true, "scope": "Portability claims for an HCU moving between contexts.", "statement": "A clean-room transfer audit can distinguish portable operator capability from former-employer data, credentials, protected procedures, and engagement-specific integrations.", "status": "HYPOTHESIS" }, { "claim_id": "P31-C04", "evidence_refs": [ "P31-S02", "P31-S04", "P31-S05", "P31-S06", "P31-S07", "P31-S08" ], "limitations": [ "No HIWP field trial has been run.", "Observed gains may come from temporary vendor advantage, benchmark leakage, hidden review labor, or employer-specific context." ], "public": true, "scope": "Low-to-moderate-risk knowledge-work outcomes suitable for the proposed field pilot.", "statement": "For at least some knowledge-work role slices, a personally configured operator stack will produce durable gains over generic AI access after full human-attention, maintenance, failure, and transfer costs are counted.", "status": "HYPOTHESIS" }, { "claim_id": "P31-C05", "evidence_refs": [ "P31-S02", "P31-S06", "P31-S07", "P31-S08", "P31-S15" ], "limitations": [ "The model does not guarantee job preservation or full employment.", "Labor demand may still contract where tasks are standardized, demand is capped, and human contribution becomes negligible." ], "public": true, "scope": "Economic conditions described in the paper, not a general employment forecast.", "statement": "Human-Indexed Work may preserve or expand hiring where demand expands with capability and human judgment, accountability, trust, adaptation, relationships, taste, or contextual authority remain scarce complements.", "status": "HYPOTHESIS" }, { "claim_id": "P31-C06", "evidence_refs": [ "P31-S03", "P31-S04", "P31-S13", "P31-S14" ], "limitations": [ "No employer interpretation or hiring-prediction study has been completed.", "Selective disclosure and revocation mechanisms require an implementation and governance scheme." ], "public": true, "scope": "Issuer-holder-verifier credential use under HIWP v0.1.", "statement": "A worker-held, selectively disclosed Capability Passport can communicate verified scope, recency, limitations, and evidence without requiring disclosure of private prompts or source code.", "status": "HYPOTHESIS" }, { "claim_id": "P31-C07", "evidence_refs": [ "P31-S09", "P31-S10", "P31-S11", "P31-S12", "P31-S13", "P31-S14" ], "limitations": [ "This is a bounded synthesis, not a complete legal or standards survey.", "HIWP v0.1 is not accredited and does not authorize regulated deployment." ], "public": true, "scope": "The standards and public materials reviewed for HIWP v0.1.", "statement": "Existing risk-management, human-oversight, personnel-certification, and verifiable-credential standards provide relevant components for HIWP, but none alone defines a continuously changing human-plus-system labor capability unit.", "status": "SOURCE_REVIEWED" } ], "disclosure_note": "Claims marked non-public in the authored ledger are omitted from this public artifact.", "paper": "p31-human-indexed-work", "version": "0.1.0", "withheld_claim_count": 0 }, "date": "2026-08-15", "diagrams": { "diagrams": [ { "brief": "One natural-person principal operates a portable control layer and bounded capability modules inside an employer-controlled context on licensed compute substrates.", "format": "svg", "id": "P31-F01", "path": "/diagrams/p31-human-indexed-work/P31-F01.svg", "status": "source-generated conceptual architecture", "title": "The Human Capability Unit" }, { "brief": "Operator, engagement, and provider domains remain distinct; a portability claim requires reconstitution without former-employer secrets or credentials.", "format": "svg", "id": "P31-F02", "path": "/diagrams/p31-human-indexed-work/P31-F02.svg", "status": "source-generated conceptual architecture", "title": "Ownership and clean-room portability" }, { "brief": "A bounded role and manifest move through representative, variation, novel, recovery, adversarial, substitution, and transfer trials before claims enter a worker-held Passport.", "format": "svg", "id": "P31-F03", "path": "/diagrams/p31-human-indexed-work/P31-F03.svg", "status": "source-generated conceptual architecture", "title": "From role slice to Capability Passport" } ], "paper": "p31-human-indexed-work" }, "evidence_state": "SPECIFIED", "id": "p31-human-indexed-work", "institution": "Glyphd Labs", "integrity": { "claim_ledger_sha256": "25f0294778f968473fa9a23e5c34621f3b34d9b0c41c68cb0afd7d7aaec4b01f", "paper_mdx_sha256": "56cfeff9abb1eb04b204bc71f596ab511e58d2608964d86a32f782ab10466b5b" }, "public_disclosure_boundary": "Publicly discloses the Human-Indexed Work thesis, Human Capability Unit, five-layer declaration, three-domain ownership model, autonomy and risk classes, assessment vector, Capability Passport, clean-room portability method, 90-day field-pilot design, machine-readable schemas, venture hypothesis, and controlled vocabulary.\n\nDoes not disclose private prompts, chain-of-thought, employer data, credentials, proprietary operator implementations, confidential work product, unpublished legal analysis, or identity-bearing assessment records. HIWP v0.1 is a working protocol, not legal advice, professional licensure, regulatory authorization, accredited personnel certification, a guarantee of job preservation, or a measured productivity result. Human-Indexed Work, HIWP, Human Capability Unit, and Capability Passport are working names pending legal and trademark review.", "publication_class": "public-safe working paper", "publication_url": "https://www.glyphd.com/papers/p31-human-indexed-work", "revisions": { "history": [ { "author": "Hayden Lindley / Glyphd Labs; edited by GPT-5.6 Pro", "date": "2026-08-15", "summary": "Initial public-safe working paper and protocol packet defining the Human Capability Unit, ownership and portability boundaries, multidimensional assessment, evidence receipts, Capability Passport, field pilot, venture wedge, schemas, and falsification criteria.", "version": "0.1.0" } ], "paper": "p31-human-indexed-work" }, "schema_version": "1.0.0", "slug": "p31-human-indexed-work", "sources": { "notes": "The protocol and artifact packet specify the proposed labor unit, evidence objects, assessment method, ownership boundaries, and field trial. External sources establish adjacent human-agent work, occupational exposure, risk, oversight, certification, and credential standards. No HIWP field result, certification status, legal determination, hiring uplift, or employment effect is claimed.", "paper": "p31-human-indexed-work", "sources": [ { "date": "2026-08-15", "id": "P31-S01", "path": "Glyphd Labs authoring conversation, public-safe synthesis", "title": "Founder concept record: personally operated AI capability as a hybrid worker" }, { "date": "2026-08-15", "id": "P31-S02", "path": "public/artifacts/human-indexed-work/WHITEPAPER.md", "title": "Human-Indexed Work: A labor architecture for personally operated AI capability" }, { "date": "2026-08-15", "id": "P31-S03", "path": "public/artifacts/human-indexed-work/PROTOCOL.md", "title": "Human-Indexed Work Protocol v0.1" }, { "date": "2026-08-15", "id": "P31-S04", "path": "public/artifacts/human-indexed-work/ASSESSMENT.md", "title": "HIWP Assessment and Capability Passport" }, { "date": "2026-08-15", "id": "P31-S05", "path": "public/artifacts/human-indexed-work/PILOT.md", "title": "90-Day Human-Indexed Work Field Pilot" }, { "date": "2025-04-23", "id": "P31-S06", "title": "2025: The year the Frontier Firm is born", "url": "https://www.microsoft.com/en-us/worklab/work-trend-index/2025-the-year-the-frontier-firm-is-born" }, { "date": "2026-05-05", "id": "P31-S07", "title": "Agents, human agency, and the opportunity for every organization", "url": "https://www.microsoft.com/en-us/worklab/work-trend-index/agents-human-agency-and-the-opportunity-for-every-organization" }, { "date": "2025-05-20", "id": "P31-S08", "title": "Generative AI and Jobs: A Refined Global Index of Occupational Exposure", "url": "https://www.ilo.org/publications/generative-ai-and-jobs-refined-global-index-occupational-exposure" }, { "date": "2023-01-01", "id": "P31-S09", "title": "Artificial Intelligence Risk Management Framework (AI RMF 1.0)", "url": "https://www.nist.gov/itl/ai-risk-management-framework" }, { "date": "2024-07-01", "id": "P31-S10", "title": "Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile", "url": "https://www.nist.gov/publications/artificial-intelligence-risk-management-framework-generative-artificial-intelligence" }, { "id": "P31-S11", "title": "EU AI Act Article 14 — Human oversight", "url": "https://ai-act-service-desk.ec.europa.eu/en/ai-act/article-14" }, { "id": "P31-S12", "title": "EU AI Act Article 26 — Obligations of deployers", "url": "https://ai-act-service-desk.ec.europa.eu/en/ai-act/article-26" }, { "date": "2026-01-01", "id": "P31-S13", "title": "ISO/IEC 17024:2026 — Conformity assessment — General requirements for bodies operating certification of persons", "url": "https://www.iso.org/standard/17024" }, { "date": "2025-05-15", "id": "P31-S14", "title": "Verifiable Credentials Data Model v2.0", "url": "https://www.w3.org/TR/vc-data-model-2.0/" }, { "date": "2024-04-10", "id": "P31-S15", "title": "Artificial intelligence and the changing demand for skills in the labour market", "url": "https://www.oecd.org/en/publications/artificial-intelligence-and-the-changing-demand-for-skills-in-the-labour-market_88684e36-en.html" }, { "date": "2026-07-27", "id": "P31-S16", "path": "content/papers/p06-actor-before-agent/paper.mdx", "title": "Actor Before Agent" }, { "date": "2026-07-27", "id": "P31-S17", "path": "content/papers/p09-cas-native-agent-coordination/paper.mdx", "title": "Agents That Work on Addressed State" }, { "date": "2026-07-27", "id": "P31-S18", "path": "content/papers/p21-mce1-human-in-master-control/paper.mdx", "title": "Human in Master Control" }, { "date": "2026-07-27", "id": "P31-S19", "path": "content/papers/p22-glyph-desk/paper.mdx", "title": "Chat · Plan · Make" } ], "version": "0.1.0" }, "subtitle": "A labor architecture for personally operated AI capability", "title": "Human-Indexed Work", "version": "0.1.0" }