# AKI Global AI Knowledge & Discovery Platform
> AKI audits the 1,000+ active AI tools and models where real user traffic, capital telemetry, and frontier careers live.

## Core Directories & Indices
- [AI 100 Index](https://aki1k.com): Top audited AI tools and models ranked by monthly consensus user traffic (1,000+ active tools, zero ghost projects).
- [Top 15 Most Intelligent AI Models](https://aki1k.com/models/most-intelligent): Actuarial benchmark auditing composite cognitive intelligence, test-time reasoning depth, SWE-bench Verified coding, GPQA Diamond STEM, and human pairwise consensus across the top 15 frontier models.
- [Trending Open Source 15](https://aki1k.com/trending-open-source): Real-time ranking of open-weights models (DeepSeek-R1, Llama 3.3, Qwen 2.5, vLLM) by download velocity, GitHub stars, and research citations.
- [ARIA AI Risk & Insurance](https://aki1k.com/insurance-risk): Institutional AI risk underwriting, 12 casualty categories, Rate-on-Line (RoL) benchmarks, and ALAS fault attribution under Modified Comparative Fault.
- [AI Judgement 100 Index](https://aki1k.com/judgement-100): 100-Point Diagnostic Evaluation ranking frontier models across 10 cognitive capability domains with Critical Penalty Multipliers and AI Waste Index.
- [AI Failure Observatory](https://aki1k.com/failure-observatory): 90 Diagnostic Failure Modes taxonomy across 6 failure clusters with real-time detection signatures and remediation protocols.
- [AI Control Watch](https://aki1k.com/control-watch): Empirical AI Safety & Rogue Behaviour Observatory tracking the AI Control Gap, covert alignment faking, and 6-Level Evidence Ladder incident feed.
- [AI Wealth Terminal](https://aki1k.com/wealth): Forbes of AI Wealth Intelligence tracking net worth, equity stakes, and capital velocity with AI attribution multipliers (W_AI = W_total * A).
- [AI Money Intelligence Hub](https://aki1k.com/money): Institutional personal cashflow intelligence, 24 monetizable AI skills ($195k median, $75-$350/hr), 12 subscription leak audits ($14.8k/yr recovery), 0-100 personal financial fitness benchmarks, and 16 critical financial traps.
- [High-ROI Monetizable AI Skills](https://aki1k.com/money/skills): 24 audited technical AI skills with salary bands (P25-P90), hourly rates, automation durability (82%-98%), and step-by-step playbooks.
- [AI Subscription & Tool Leakage Audit](https://aki1k.com/money/manage): 12 redundant AI SaaS categories, typical spend vs optimized spend, and 50/30/20 AI Earner rule.
- [AI Financial Fitness & Wealth Simulators](https://aki1k.com/money/simulators): 0-100 Financial Health Gauge with 5 persona benchmarks and 10-Year Monte Carlo Wealth Multiplier Engine.
- [AI Financial Traps & Pitfalls](https://aki1k.com/money/mistakes): 16 critical loss mechanisms across tool leaks, compute waste, career blindspots, and legal risks.
- [AI Animal Intelligence™ Hub](https://aki1k.com/animal): Institutional actuarial benchmarks for 500 audited animal AI entities across companion health, veterinary clinical diagnostics, precision livestock automation, animal welfare bioacoustics, and cross-species foundational science.
- [AI Companion Animals 100](https://aki1k.com/animal/pet): 100 audited smart pet tech biometrics, feline facial pain vision, continuous health tracking, and smart feeders.
- [AI Veterinary Clinical 100](https://aki1k.com/animal/vet): 100 clinical AI platforms across 2D/3D DICOM radiology, digital cytology, hematology, and ambient SOAP scribes.
- [AI Precision Livestock 100](https://aki1k.com/animal/agri): 100 commercial livestock AI technologies across robotic milking, intra-rumen telemetry, and herd computer vision.
- [AI Animal Welfare & Behaviour 100](https://aki1k.com/animal/welfare): 100 ethical welfare platforms spanning wildlife bioacoustics, camera traps, equine gait, and shelter intake AI.
- [AI Animal Science & Research 100](https://aki1k.com/animal/science): 100 foundational animal science projects spanning multi-animal pose estimation (DeepLabCut/SLEAP), animal language transformers, and comparative genomics.
- [Animal AI Use Cases 1000 & Simulators](https://aki1k.com/animal/simulator): Interactive scenario calculators for veterinary diagnostic ROI, livestock morbidity reduction, and companion longevity.
- [AI Retirement Intelligence™ Hub](https://aki1k.com/retirement): Institutional actuarial benchmarks for 18 core AI retirement indexes, longevity biometrics, elder fraud defense, and ambient cognitive independence.
- [AI Healthspan & Longevity Biomarkers](https://aki1k.com/retirement/longevity): Continuous metabolic, cardiovascular, and epigenetic aging clock AI platforms.
- [Autonomous Passive Cashflow & Yield AI](https://aki1k.com/retirement/income): Autonomous financial cashflow engines engineering resilient monthly distributions.
- [AI Elder Fraud & Deepfake Defense](https://aki1k.com/retirement/fraud-defense): High-security multi-layer containment shields preventing synthetic voice impersonation and elder financial exploitation.
- [Smart Home Ambient Sensors & Fall Detection](https://aki1k.com/retirement/independence): Zero-wearable 60GHz mmWave radar and acoustic anomaly listeners for safe aging-in-place.
- [AI Retirement Scenario Simulators](https://aki1k.com/retirement/simulators): Actuarial calculators for Sequence-of-Returns financial stress testing, longevity runway modeling, and cognitive independence.
- [Retirement AI 100 Use Cases](https://aki1k.com/retirement/use-cases): Catalog of verified retirement AI deployment use cases with quantified cost-benefit ratios and audited evidence tiers.
- [India AI Salary & Education Hub](https://aki1k.com/salary-roi-india): Institutional telemetry benchmarking premier Indian AI degrees (IISc, IITs, IIITs), verified CTC salary bands (₹10L–₹110L), IndiaAI 10k GPU pool, and Indic foundation models.
- [Top Indian AI Degrees & GATE ROI](https://aki1k.com/india/education): Verified academic AI programs in India audited for GATE cutoffs, tuition fees, and median CTC packages (₹32L–₹35.5L LPA).
- [India AI CTC Salary Bands](https://aki1k.com/india/salaries): Verified salary percentiles across Bangalore, Hyderabad, NCR, and Pune with typical ESOP allocations.
- [IndiaAI Sovereign Compute & Indic Models](https://aki1k.com/india/sovereign-ai): Telemetry tracking IndiaAI 10k GPU compute pool, C-DAC AIRAWAT, Sarvam AI, Krutrim, and Bhashini.
- [GATE & Indian AI Degree ROI Simulator](https://aki1k.com/india/simulator): Actuarial calculator computing lost salary opportunity costs, payback period in months, and 3-year net wealth delta.
- [Africa AI Hubs, Startups & Infrastructure](https://aki1k.com/africa): Empirical telemetry benchmarking African developer ecosystems (Lagos, Nairobi, Cape Town, Cairo, Kigali), verified AI startups ($1.3B+ VC flow), and subsea fiber nodes.
- [Top African AI Developer Hubs](https://aki1k.com/africa/hubs): Comparative telemetry across Lagos, Nairobi, Cape Town, Cairo, and Kigali for developer density, broadband speeds, and startup volume.
- [Verified African AI Startups & Labs](https://aki1k.com/africa/entities): Audited African AI companies (InstaDeep, Lelapa AI, Masakhane, Amini, Apollo Agriculture) with moat ratings and verified evidence.
- [African AI Salary & CTC Bands](https://aki1k.com/africa/salaries): Verified compensation percentiles across African tech hubs in USD and local currencies (NGN, KES, ZAR, EGP).
- [African Subsea Fiber & Hyperscale Cloud](https://aki1k.com/africa/infra): Telemetry tracking 2Africa (180 Tbps), Google Equiano (144 Tbps), AWS Cape Town (af-south-1), and Microsoft Azure South Africa.
- [African Tech Hub Relocation & Career Arbitrage Simulator](https://aki1k.com/africa/simulator): Actuarial calculator evaluating purchasing power parity, living cost arbitrage, and net discretionary savings for remote US/EU contracts.
- [Russia Sovereign AI Models & Supercomputers](https://aki1k.com/russia-ai): Empirical telemetry benchmarking Russian foundation models (YandexGPT 4, GigaChat MAX), tech champions (Yandex, Sber, AIRI), and supercomputing clusters (Chervonenkis, Lyapunov, Christofari Neo).
- [Russian AI Models 100™](https://aki1k.com/russia-ai/models): Audited directory of Russian LLMs, diffusion networks, and distributed training frameworks (YaFSDP).
- [Russian AI Enterprises & Labs](https://aki1k.com/russia-ai/enterprises): Institutional profiles of Eurasia's leading tech champions: Yandex, Sber AI, AIRI, Skoltech, and T-Bank.
- [Russian Supercomputers & PFLOPS](https://aki1k.com/russia-ai/compute): High-performance sovereign compute telemetry (63.3+ active PFLOPS).
- [Russian AI Salaries & Compensation](https://aki1k.com/russia-ai/salaries): Verified salary percentiles in RUB and USD equivalent across Moscow, SPb, and Novosibirsk.
- [Russian Sovereign AI Resilience Simulator](https://aki1k.com/russia-ai/simulator): Actuarial risk engine evaluating hardware autonomy, dataset coverage, and sovereign containment resilience.
- [Australia AI 500 & Sovereign Compute](https://aki1k.com/australia-ai): Empirical telemetry benchmarking Australian AI tech titans (Canva, Atlassian, Harrison.ai), supercomputing (Pawsey Setonix 50 PFLOPS, NCI Gadi), and AUD compensation bands.
- [New Zealand AI 100 & AgriTech Intelligence](https://aki1k.com/nz-ai): Audited intelligence on New Zealand AI pioneers (Soul Machines, Halter), precision pastoral robotics, and NZD compensation benchmarks.
- [Trans-Tasman ANZ AI Corridor](https://aki1k.com/anz-ai): Unified Trans-Tasman AI ecosystem telemetry spanning Australia and New Zealand tech champions, hyperscale datacenters, and cross-border career arbitrage.
- [Greater China AI Intelligence & Silicon Atlas](https://aki1k.com/greater-china-ai): Empirical telemetry tracking cross-strait AI supply chains, TSMC CoWoS advanced packaging (92% global share), AI server ODMs (Foxconn, Quanta), and HKEX capital listings.
- [China Frontier AI Models 100](https://aki1k.com/china-ai): Audited benchmark tracking DeepSeek-V3/R1, Alibaba Qwen 2.5, Kimi, GLM-4, Unitree Robotics, and Huawei Ascend sovereign compute.
- [Taiwan Semiconductor & TSMC CoWoS AI](https://aki1k.com/taiwan-ai): Hardware and foundry intelligence tracking TSMC 2nm/A16 nodes, MediaTek Dimensity NPUs, and server ODMs.
- [Hong Kong AI Capital & HKEX 18C](https://aki1k.com/hongkong-ai): Hong Kong AI specialist tech IPOs, SenseTime, Cyberport AI hub, and cross-border financial AI.
- [Continental Europe Frontier AI & EuroHPC Exascale](https://aki1k.com/europe-ai): Empirical telemetry tracking Mistral Large 2, ASML High-NA EUV lithography, Kyutai Moshi, and JUPITER Exascale supercomputer.
- [United Kingdom AI 500 & Golden Triangle](https://aki1k.com/uk-ai): Audited intelligence on Google DeepMind, Wayve AV2.0, Synthesia, and UK institutional venture deals.
- [EU AI Act Compliance Matrix](https://aki1k.com/europe-ai/compliance): Statutory compliance classification for Article 5 bans, Article 6 high-risk AI, and Article 51/52 GPAI systemic risk obligations.
- [South Korea AI & HBM Memory Atlas](https://aki1k.com/korea-ai): Empirical telemetry tracking SK Hynix (HBM3e/HBM4 MR-MUF) and Samsung Electronics memory dominance, Naver HyperCLOVA X, and LG EXAONE 3.0.
- [ASEAN Hyperscale AI Datacenter Corridor](https://aki1k.com/asean-ai): Telemetry tracking the 4.2GW+ Johor-Singapore green compute corridor (YTL, Bridge DC, Singtel Nxera) and regional sovereign foundation models (SEA-LION, Sahabat-AI).
- [Vietnam AI Engineering Hub](https://aki1k.com/vietnam-ai): Audited benchmark of 520,000+ AI software engineering workforce, FPT AI Factory, Viettel AI Cloud, and VinAI PhởGPT.
- [Pan-Asia AI Intelligence Atlas](https://aki1k.com/asia-ai): Multi-source empirical telemetry benchmarking high-bandwidth memory allocations, Johor green power datacenters, and sovereign multilingual foundation LLMs.
- [Women in AI Wealth Index](https://aki1k.com/wealth/women): Gender equity, cap tables, and capital velocity for female AI founders, scientists, and executives.
- [AI Jobs Engine](https://aki1k.com/jobs): AKI indexes open careers across 1,000+ audited AI companies directly from official ATS feeds (Greenhouse, Lever, Ashby).
- [Global AI Spending Index 100](https://aki1k.com/spending): Sovereign and enterprise AI capital deployment dataset tracking $1.2T+ in global compute capex and venture grants.
- [Top 50 AI Public Stocks](https://aki1k.com/stocks): Real-time market cap, GPU cluster allocations, and AI revenue exposure telemetry.
- [Top 50 ABOI Index](https://aki1k.com/aboi): Agent-Based Org Index evaluating business opportunities across 7 weighting factors.
- [Agent Intelligence Index](https://aki1k.com/agent-index): Autonomous agent frameworks, coding assistants, and MCP servers.
- [AI Politics 100](https://aki1k.com/politics-ai): Autonomous index tracking AI policy, sovereignty, and state regulation.
- [AI Daily News](https://aki1k.com): Real-time intelligence feed and market telemetry.

## Machine & API Endpoints
- [OpenAPI 3.1 Spec](https://api.aki1k.com/openapi.json): Full OpenAPI 3.1 API schema specification.
- [REST API Rankings](https://api.aki1k.com/v1/tools): Live JSON rankings endpoint with CI 95% consensus traffic.
- [REST API Open Source](https://api.aki1k.com/v1/open-source): Live JSON endpoint for trending open-weights models and frameworks.
- [REST API Insurance & ARIA](https://api.aki1k.com/v1/insurance/all): Live JSON actuarial rates, capacity ledger, and ALAS attribution factors.
- [REST API Provenance](https://api.aki1k.com/v1/provenance/chatgpt): Evidence hierarchy, multi-source proxy weights, and CI 95% confidence intervals.
- [REST API Judgement 100](https://api.aki1k.com/v1/judgement-100): Live 27+ frontier models diagnostic scores.
- [REST API Failure Observatory](https://api.aki1k.com/v1/failure-observatory): Full 90 failure modes taxonomy.
- [REST API Control Watch](https://api.aki1k.com/v1/control-watch): Control Risk scores, Control Gap, and Containment Reliability.
- [REST API Wealth Leaderboard](https://api.aki1k.com/v1/wealth/billionaires): AI Billionaires 100 leaderboard with W_AI factor and stack layer breakdown.
- [REST API Jobs](https://api.aki1k.com/v1/jobs): Live JSON AI jobs endpoint.
- [REST API Money Skills (24 Skills)](https://api.aki1k.com/v1/money/skills): Live JSON endpoint for 24 high-ROI AI skills, salary percentiles, hourly bands, and playbooks.
- [REST API Subscription Audits (12 Leaks)](https://api.aki1k.com/v1/money/manage): 12 redundant SaaS categories, current spend vs optimized spend, and annual savings.
- [REST API Financial Traps (16 Traps)](https://api.aki1k.com/v1/money/mistakes): 16 critical financial traps, severity ratings, affected population %, and preventative protocols.
- [REST API Money Macro Summary](https://api.aki1k.com/v1/money/summary): Macro cashflow snapshot, 50/30/20 benchmark allocation, and telemetry.
- [REST API Animal Intelligence Summary](https://api.aki1k.com/v1/animal/summary): Macro veterinary, pet, and agricultural AI telemetry snapshot.
- [REST API Animal Entities (500 Entities)](https://api.aki1k.com/v1/animal/entities): 500 audited animal AI entities with filters for index, species, evidence tier, and moat score.
- [REST API Animal Use Cases 1000](https://api.aki1k.com/v1/animal/use-cases): 100 deep-dive clinical and precision farming use cases with pain points and ROI.
- [RSS XML Feed — AI Animal](https://api.aki1k.com/v1/animal/feed.xml): Real-time XML feed for companion health, veterinary AI, and precision agriculture.
- [REST API Asia Summary](https://api.aki1k.com/v1/asia/summary): Macro snapshot of HBM monopoly market share, Johor datacenter MW pipeline, and sovereign LLM scores.
- [REST API South Korea Memory](https://api.aki1k.com/v1/korea/memory): Live HBM3e/HBM4 bandwidth, stacking technology, and allocation dataset.
- [REST API ASEAN Infrastructure](https://api.aki1k.com/v1/asean/infrastructure): Live Johor-Singapore-Batam datacenter capacity, PUE, and subsea cable connectivity.
- [Machine Discovery South Korea Markdown](https://api.aki1k.com/korea.md): Full LLM-optimized telemetry manifest for South Korea.
- [Machine Discovery ASEAN Markdown](https://api.aki1k.com/asean.md): Full LLM-optimized telemetry manifest for ASEAN.
- [Machine Discovery Vietnam Markdown](https://api.aki1k.com/vietnam.md): Full LLM-optimized telemetry manifest for Vietnam.
- [REST API Top 15 Frontier Models](https://api.aki1k.com/v1/models/top15): Live JSON endpoint returning audited composite intelligence scores, reasoning depth, and agentic coding metrics.
- [Machine Discovery Models Markdown](https://api.aki1k.com/models-top15.md): Full LLM-optimized markdown manifest for Top 15 Frontier Models.
- [MCP Tool Server](https://api.aki1k.com/v1/mcp): Model Context Protocol server exposing multi-agent tools and queries.
- [Dynamic XML Sitemap](https://api.aki1k.com/sitemap.xml): Dynamic XML sitemap for crawlers.

## Agent Usage Guide & Best Practices
1. **Rate Limits & Caching:** 
   - User-facing REST endpoints are cached at Cloudflare Anycast edge (`Cache-Control: public, max-age=300`).
   - Please cache responses for at least 300 seconds to respect edge egress budgets.
   - Recommended query cadence for cron workers: 1 request / 5 seconds per IP.
2. **Epistemic Standards & Governance:**
   - All traffic figures represent multi-source consensus estimates with 95% confidence intervals (`CI 95%`).
   - AKI operates under the **Zero-Incentive Protocol (ZIP-1.0)**: paid placements, sponsored rankings, and tokenized promotions are strictly prohibited.
3. **Common Agent Prompt Recipes:**
   - *Compare Frontier Reasoning:* Query `/v1/judgement-100` and sort by `headline_ajs_score` and `waste_index_pct`.
   - *Audit Open Weights:* Query `/v1/open-source` to fetch trending weights by download velocity and license freedom.
   - *Audit Failure Modes:* Query `/v1/failure-observatory` with cluster `reasoning_loop` or `hallucination` to fetch exact mitigation protocols.
   - *Inspect Provenance:* Query `/v1/provenance/{tool_id}` to verify source weights (Cloudflare Radar 35%, OpenRouter/APIs 25%, Web Proxies 20%, GitHub 20%).