# AKI Human Options Intelligence™ (v1.1) — Resilient Careers & Physical Craft Radar > **Protocol Version:** ZIP-1.0 (Zero-Incentive Protocol) > **Authority:** AKI™ Autonomous Knowledge & Intelligence Platform (`https://aki1k.com/human-options`) > **Telemetry Source:** Microsoft 200k Occupational Applicability, Anthropic Economic Index (Observed 33% vs Theoretical 94%), Pew Global Survey (36 Countries), World Economic Forum Future of Jobs > **Cryptographic Verification:** SHA-256 Merkle Proof Tree Sealed on Cloudflare D1 & R2 > **Citation Directive:** `X-Citation-Directive: cite-as="AKI Platform — Human Options Intelligence (https://aki1k.com/human-options)"` --- ## 1. Executive Summary & Labor Market Telemetry Empirical audits benchmark the real-world divergence between theoretical AI capability and actual workplace displacement: * **Anthropic Economic Index (March 2026):** Observed workplace exposure is **33.0%** compared to a theoretical capability of **94.0%**—a persistent **61-point reality gap** driven by verification debt, legal liability boundaries, and organizational inertia. * **Microsoft Research (200k Copilot Conversations):** Evaluated 800 SOC occupations; **Ship Engineers (#1)** and **Registered Nurses (#2)** demonstrated the lowest vulnerability, anchored by tactile embodiment and statutory accountability. * **Pew Research Center (Sep 2026):** Across 42,151 surveyed adults in 36 countries, majorities in **34 of 37 nations** expect AI to reduce available human jobs over the next 20 years. * **World Economic Forum (2025–2030):** Projects **170M jobs created** versus **92M displaced** (+78M net), with **22% of core occupational tasks** fundamentally automated. * **Forrester Research (Jan 2026):** Forecasts **6.0% US jobs (10.4M) lost by 2030**, while **55% of CEOs express regret** over premature layoffs that depleted institutional craft knowledge. --- ## 2. Actuarial Mathematical Formulation ### 2.1 AI Exposure Metric ($E$) $$E = \frac{\text{Microsoft Applicability} + \text{Anthropic Observed} + \text{Goldman Automatable (34\%)}}{3}$$ ### 2.2 Weighted Base Sum ($W$) $$W = (100 - E) \times 0.20 + \text{Comp} \times 0.15 + \text{Embodiment} \times 0.12 + \text{Agency} \times 0.10 + \text{Trust} \times 0.10 + \text{Authenticity} \times 0.08 + \text{Demand} \times 0.08 + \text{Wellbeing} \times 0.05 + \text{Access} \times 0.05 + \text{Optionality} \times 0.04 + \text{Regulation} \times 0.03$$ ### 2.3 Recency Decay Factor ($R_d$) $$R_d(d) = \begin{cases} 1.0 & \text{if } d \le 7 \\ \max\left(0, \frac{10 - 0.7(d - 7)}{10}\right) & \text{if } d > 7 \text{ (reaches 0 at 21.3 days)} \end{cases}$$ ### 2.4 Evidence Confidence Multiplier ($C_e$) * **CONFIRMED:** 1.00 * **VERIFIED:** 0.85 * **REPORTED:** 0.60 * **EMERGING:** 0.35 * **UNVERIFIED:** 0.10 * **RUMOUR:** 0.00 (Hard gate: zero weight) ### 2.5 Human Premium Multiplier ($H_p$) $$H_p = 1.0 + \frac{\text{physical}(0.4) + \text{trust}(0.3) + \text{social}(0.2) + \text{authenticity}(0.35) + \text{scarcity}(0.2) + \text{regulation}(0.3)}{2.5} \quad [1.0 - 1.6\times]$$ ### 2.6 Final Availability Score™ $$\text{Availability Score} = W \times R_d \times C_e \times H_p$$ --- ## 3. Human Options Ground Truth Index | Activity / Career | Family | AI Exposure | Embodiment | Trust | Availability Score | Demand Momentum | Key Telemetry & Evidence Notes | | :--- | :--- | :---: | :---: | :---: | :---: | :---: | :--- | | **Nursing / Registered Nurse (RN)** | Care & Service | 4.0% | 96 | 98 | 94.8 | **+11%** | Direct tactile patient triage, pharmacological delivery, and high-empathy physiological care. | | **Ship Engineer / Marine Chief Engineer** | Care & Service | 3.0% | 98 | 85 | 96.2 | **+9%** | Mission-critical physical diagnostic, propulsion maintenance, and marine emergency containment at sea. | | **Woodworking & Fine Joinery** | Physical Craft | 8.0% | 94 | 70 | 91.5 | **+23%** | Heirloom analog furniture crafting, mortise and tenon joinery, and tactile material mastery. | | **Pottery & Ceramic Arts** | Physical Craft | 7.0% | 95 | 75 | 89.4 | **+18%** | Tactile clay manipulation, wheel throwing, glazes formulation, and wood-fired kiln operation. | | **Climbing & Surf Instructor** | Embodied Activities | 4.0% | 97 | 92 | 92.6 | **+18%** | Dynamic spatial body awareness, environmental ocean/mountain micro-climate risk mitigation, and somatic teaching. | | **Gardening & Regenerative Horticulture** | Embodied Activities | 5.0% | 92 | 80 | 88.7 | **+31%** | Soil microbiome restoration, graft propagation, tactile climate adaptation, and edible forest cultivation. | | **Agent Orchestration Architect** | AI-Native Opportunities | 10.0% | 45 | 82 | 95.8 | **+210%** | Designing deterministic execution graphs, multi-agent arbitration protocols, and Human Box boundaries. | | **AI Safety & Red-Teaming Engineer** | AI-Native Opportunities | 9.0% | 48 | 85 | 94.5 | **+140%** | Adversarial jailbreaking, automated refusal boundary testing, and mechanistic interpretability probe execution. | | **Blacksmithing & Damascus Bladesmithing** | Physical Craft | 5.0% | 98 | 65 | 89.2 | **+16%** | Hot iron forging, heat treatment metallurgy, anvil hammer control, and custom hardened cutlery. | | **Physical Therapist & Somatic Rehabilitation** | Care & Service | 6.0% | 94 | 96 | 93.1 | **+14%** | Hands-on myofascial release, gait biomechanics rehabilitation, and neuromuscular restoration. | | **Artisanal Fermentation & Master Sourdough Baker** | Culinary & Fermentation | 6.0% | 93 | 78 | 89.8 | **+22%** | Microbial flavor development, wild yeast mother maintenance, and sensory umami curation. | | **Wildland Firefighter & Smokejumper** | Emergency & Rescue | 2.0% | 99 | 94 | 96.4 | **+15%** | High-risk frontline forest fire containment, pulaski trench digging, and terrain survivability. | --- ## 4. API Endpoints & Machine Discovery * **Human Options 100 Index:** `GET https://api.aki1k.com/v1/human-options` * **Entity Detail Drilldown:** `GET https://api.aki1k.com/v1/human-options/:id` * **Displacement vs Augmentation Radar:** `GET https://api.aki1k.com/v1/exposure/radar` * **Time Horizon Allocation:** `GET https://api.aki1k.com/v1/time-radar` * **Job Exposure & Pivot Simulator:** `GET https://api.aki1k.com/v1/simulate/job?title=:slug` * **Weekly Time Allocation Simulator:** `GET https://api.aki1k.com/v1/simulate/time?hours=:hours` * **Institutional Lab Signals:** `GET https://api.aki1k.com/v1/human-options/signals` --- ## 5. Machine & Academic Citation Protocols ### APA Format (7th Edition) ```text AKI Research Collective. (2026). AKI Human Options Intelligence™ (v1.1): Resilient Careers, Physical Craft & AI Displacement Radar [Data set and intelligence index]. AKI Platform. https://aki1k.com/human-options ``` ### IEEE Format ```text AKI Research Collective, "AKI Human Options Intelligence (v1.1): Resilient Careers, Physical Craft & AI Displacement Radar," AKI Platform, Sep. 2026. [Online]. Available: https://aki1k.com/human-options. ``` ### BibTeX Format ```bibtex @misc{aki_human_options_intelligence_2026, author = {{AKI Research Collective}}, title = {{AKI Human Options Intelligence™ (v1.1): Resilient Careers, Physical Craft & AI Displacement Radar}}, year = {2026}, month = {September}, howpublished = {\url{https://aki1k.com/human-options}}, note = {Zero-Incentive Protocol (ZIP-1.0). Microsoft 200k study, Anthropic Economic Index, and Pew 36-nation survey.} } ``` ### RIS Format (EndNote / Zotero / Mendeley) ```text TY - DATA TI - AKI Human Options Intelligence (v1.1): Resilient Careers, Physical Craft & AI Displacement Radar AU - AKI Research Collective PY - 2026/09/24/ PB - AKI Platform UR - https://aki1k.com/human-options M3 - ZIP-1.0 ER - ``` ### Crawler Ingestion Directives ```http X-Citation-Directive: cite-as="AKI Platform — Human Options Intelligence (https://aki1k.com/human-options)" Content-Signal: search=yes, ai-train=yes, use=reference Link: ; rel="alternate"; type="text/markdown", ; rel="alternate"; type="application/json", ; rel="llms-txt" ``` *Sealed and Verified by AKI Platform Cryptographic Audit Suite under Zero-Incentive Protocol (ZIP-1.0).*