{
  "version": "1.0",
  "generated": "2026-06-17T22:32:59.765Z",
  "site": {
    "title": "Sapiens",
    "description": "A reference encyclopedia of artificial intelligence.",
    "url": "https://sapiens.wiki"
  },
  "documents": [
    {
      "url": "https://sapiens.wiki",
      "title": "Sapiens — a reference encyclopedia of AI",
      "description": "Plain explanations for a complex field."
    },
    {
      "url": "https://sapiens.wiki/about",
      "title": "About — Sapiens",
      "description": "A reference encyclopedia of artificial intelligence."
    },
    {
      "url": "https://sapiens.wiki/articles/ai-safety-vs-ai-security",
      "title": "AI safety vs. AI security: what's the difference?",
      "description": "AI security stops outside attackers from hacking, tricking, or stealing from your AI system. AI safety stops the system from causing harm even when it works exactly as designed: bias, bad advice, or misinformation. One guards the gate, the other guards the output."
    },
    {
      "url": "https://sapiens.wiki/articles/ai-safety-vs-ai-security",
      "title": "NIST AI Risk Management Framework (AI RMF) Explained",
      "lastModified": "2026-06-17T22:32:14.961Z"
    },
    {
      "url": "https://sapiens.wiki/articles/build-vs-buy-for-ai",
      "title": "Build vs buy for AI: which is right?",
      "description": "Buying packaged AI gets you live in weeks and succeeds far more often; building custom AI takes 12-18 months but can become a true competitive moat. The deciding question is whether the AI capability is core to your edge or just a common task you need done."
    },
    {
      "url": "https://sapiens.wiki/articles/build-vs-buy-for-ai",
      "title": "The GenAI Divide: State of AI in Business 2025",
      "lastModified": "2026-06-17T22:32:14.957Z"
    },
    {
      "url": "https://sapiens.wiki/articles/few-shot-vs-zero-shot-whats-the-difference",
      "title": "Few-shot vs zero-shot: what's the difference?",
      "description": "Zero-shot prompting asks an AI to do a task with no examples; few-shot prompting includes a handful of sample input-output pairs to steer it. Examples cost more words but buy consistency and format control for repeatable business work."
    },
    {
      "url": "https://sapiens.wiki/articles/few-shot-vs-zero-shot-whats-the-difference",
      "title": "Zero-Shot vs Few-Shot prompting A Guide with Examples",
      "lastModified": "2026-06-17T22:32:14.973Z"
    },
    {
      "url": "https://sapiens.wiki/articles/how-do-model-evaluations-inform-policy",
      "title": "How do model evaluations inform policy?",
      "description": "Model evaluations are structured tests that probe what an AI system can and cannot safely do. Governments use the results as an early-warning system, turning technical findings into rules, reporting duties, and pre-release reviews for powerful AI."
    },
    {
      "url": "https://sapiens.wiki/articles/how-do-model-evaluations-inform-policy",
      "title": "The AI Safety Institute International Network: Next Steps and Recommendations",
      "lastModified": "2026-06-17T22:32:14.973Z"
    },
    {
      "url": "https://sapiens.wiki/articles/how-does-ai-affect-creative-work",
      "title": "How does AI affect creative work?",
      "description": "AI now drafts copy, images, and video fast and cheap, acting as a co-pilot most creatives already use. It speeds workflows but raises job, quality, and ownership risks; purely AI-made work usually cannot be copyrighted, so human input still matters."
    },
    {
      "url": "https://sapiens.wiki/articles/how-does-ai-affect-creative-work",
      "title": "AI in Creative Industries: Enhancing, rather than replacing, human creativity in TV and film",
      "lastModified": "2026-06-17T22:32:14.973Z"
    },
    {
      "url": "https://sapiens.wiki/articles/how-does-ai-affect-productivity",
      "title": "How does AI affect productivity?",
      "description": "AI can raise worker output sharply on the right tasks (40% faster writing, 14% more support tickets resolved), with the biggest gains for less-experienced staff. But results are uneven: most companies adopt AI yet only a few see real profit impact."
    },
    {
      "url": "https://sapiens.wiki/articles/how-does-ai-affect-productivity",
      "title": "The State of AI: Global Survey 2025",
      "lastModified": "2026-06-17T22:32:14.973Z"
    },
    {
      "url": "https://sapiens.wiki/articles/how-will-ai-affect-jobs",
      "title": "How will AI affect jobs?",
      "description": "AI is more likely to reshape jobs than erase them. It automates specific tasks inside roles, not whole roles. Forecasts show large displacement (around 92M) but larger creation (around 170M) by 2030 - the real risk is the skills gap between the two."
    },
    {
      "url": "https://sapiens.wiki/articles/how-will-ai-affect-jobs",
      "title": "Why AI is replacing some jobs faster than others",
      "lastModified": "2026-06-17T22:32:14.973Z"
    },
    {
      "url": "https://sapiens.wiki/articles/open-vs-closed-models-the-business-view",
      "title": "Open vs closed models: the business view",
      "description": "Closed AI models are rented through a vendor"
    },
    {
      "url": "https://sapiens.wiki/articles/open-vs-closed-models-the-business-view",
      "title": "DeepSeek's release of an open-weight frontier AI model",
      "lastModified": "2026-06-17T22:32:14.985Z"
    },
    {
      "url": "https://sapiens.wiki/articles/reasoning-vs-memorization-whats-the-difference",
      "title": "Reasoning vs memorization: what's the difference?",
      "description": "Memorization is an AI recalling answers it saw in training; reasoning is working out a new answer step by step. The catch for business owners is that the two look identical on a demo but behave very differently on your real, unfamiliar cases."
    },
    {
      "url": "https://sapiens.wiki/articles/reasoning-vs-memorization-whats-the-difference",
      "title": "Beyond Memorization, reasoning-driven synthesis against benchmark contamination",
      "lastModified": "2026-06-17T22:32:14.985Z"
    },
    {
      "url": "https://sapiens.wiki/articles/top-5-ai-chip-makers",
      "title": "Top 5 AI chip makers",
      "description": "A plain-language ranking of the five companies that supply most of the world"
    },
    {
      "url": "https://sapiens.wiki/articles/top-5-ai-chip-makers",
      "title": "NVIDIA Form 8-K FY2025 financial commentary",
      "lastModified": "2026-06-17T22:32:14.985Z"
    },
    {
      "url": "https://sapiens.wiki/articles/top-5-ai-incubators",
      "title": "Top 5 AI incubators and accelerators",
      "description": "A plain-language ranking of the five leading AI incubators and accelerators, what each gives founders in cash, cloud or GPU credits, and equity terms, so a non-technical owner can compare programs at a glance."
    },
    {
      "url": "https://sapiens.wiki/articles/top-5-ai-incubators",
      "title": "Top 20 AI Accelerator Programs in 2026",
      "lastModified": "2026-06-17T22:32:14.985Z"
    },
    {
      "url": "https://sapiens.wiki/articles/top-5-ai-venture-capital-firms",
      "title": "Top 5 AI venture capital firms",
      "description": "A plain-language ranking of the five venture capital firms doing the most to fund artificial intelligence startups, with the labs they back (OpenAI, Anthropic, xAI) and the scale of money involved, written for a business owner who is new to the space."
    },
    {
      "url": "https://sapiens.wiki/articles/top-5-ai-venture-capital-firms",
      "title": "AI firms capture 61 percent of global venture capital in 2025",
      "lastModified": "2026-06-17T22:32:14.985Z"
    },
    {
      "url": "https://sapiens.wiki/articles/transformers-vs-rnns-what-changed",
      "title": "Transformers vs RNNs: what changed?",
      "description": "RNNs read text one word at a time, so they were slow to train and forgot earlier context. Transformers read the whole passage at once using attention, unlocking faster training, longer memory, and the modern AI boom behind tools like ChatGPT."
    },
    {
      "url": "https://sapiens.wiki/articles/transformers-vs-rnns-what-changed",
      "title": "Transformers vs RNNs Key Differences Explained",
      "lastModified": "2026-06-17T22:32:15.005Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-ai-agents",
      "title": "What are AI agents?",
      "description": "An AI agent is software that takes a goal, breaks it into steps, uses tools, and acts on its own until the task is done. Unlike a chatbot that just answers, an agent does the work. The catch: autonomy means it can also act wrongly at scale."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-ai-agents",
      "title": "From Chatbots to Agents: Why 80% of Enterprise AI Deployments Now Show Measurable",
      "lastModified": "2026-06-17T22:32:15.005Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-ai-business-models",
      "title": "What are AI business models?",
      "description": "An AI business model is how a company packages and charges for AI value. Most fall into copilots, autonomous agents, or AI-run services, billed by seat, by usage (tokens/calls), or by outcome (per result). Outcome pricing is the fast-rising frontier."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-ai-business-models",
      "title": "The 2026 Guide to SaaS, AI, and Agentic Pricing Models",
      "lastModified": "2026-06-17T22:32:15.005Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-ai-pricing-models",
      "title": "What are AI pricing models?",
      "description": "AI pricing models are the ways vendors charge for AI software: per user (seat), per usage (tokens or actions), per credit, or per outcome (results delivered). Hybrid plans that blend a base fee with usage or outcomes are now the norm."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-ai-pricing-models",
      "title": "AI Pricing Models: Usage-Based, Outcome-Based, and Hybrid Approaches Explained",
      "lastModified": "2026-06-17T22:32:15.005Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-ai-safety-institutes",
      "title": "What are AI safety institutes?",
      "description": "AI safety institutes are government-backed bodies that test and research the most advanced AI models for serious risks. The US and UK launched the first in late 2023; an 11-member international network coordinates them, though both flagships have since shifted toward security…"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-ai-safety-institutes",
      "title": "Inside the U.K.'s Bold Experiment in AI Safety",
      "lastModified": "2026-06-17T22:32:15.005Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-ai-standards",
      "title": "What are AI standards (ISO/IEC)?",
      "description": "AI standards are voluntary international rulebooks from ISO and IEC that tell organizations how to build and govern AI responsibly. The flagship, ISO/IEC 42001, is the first certifiable AI management standard and helps businesses prove trust and prepare for laws like the EU AI…"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-ai-standards",
      "title": "ISO/IEC JTC 1/SC 42 - Artificial intelligence",
      "lastModified": "2026-06-17T22:32:15.009Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-ai-transparency-requirements",
      "title": "What are AI transparency requirements?",
      "description": "AI transparency requirements are laws forcing businesses to disclose when customers interact with AI, label AI-generated content like deepfakes, and reveal what data trained their models. The EU AI Act and US state laws (CO, CA) carry the biggest 2026 deadlines."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-ai-transparency-requirements",
      "title": "Transparency and AI: FTC Launches Enforcement Actions Against Businesses Promoting Deceptive AI Product Claims",
      "lastModified": "2026-06-17T22:32:15.009Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-ai-unicorns",
      "title": "What are AI unicorns?",
      "description": "AI unicorns are private artificial-intelligence startups valued at 1 billion dollars or more. A handful now dwarf that bar: OpenAI hit 500B and Anthropic 380B, while AI made up roughly 1 in 4 new unicorns minted in 2026."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-ai-unicorns",
      "title": "What's rarer than a unicorn? Anthropic is almost the first $1 trillion private company in history",
      "lastModified": "2026-06-17T22:32:15.021Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-dangerous-capability-evaluations",
      "title": "What are dangerous capability evaluations?",
      "description": "Dangerous capability evaluations are stress-tests that probe how much harm a powerful AI could do if it tried its hardest, covering bio/chem weapons, cyberattacks, and self-spreading. Labs use the results to decide whether a model is safe to release."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-dangerous-capability-evaluations",
      "title": "Frontier Capability Assessments",
      "lastModified": "2026-06-17T22:32:15.021Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-deepfakes",
      "title": "What are deepfakes?",
      "description": "Deepfakes are AI-made fake videos, voices, or photos that show a real person saying or doing things they never did. For businesses, the biggest danger is fraud: a faked CEO voice or video call that tricks staff into wiring money."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-deepfakes",
      "title": "The New Face of Fraud: Defending Against the Rising Threat of Deepfakes",
      "lastModified": "2026-06-17T22:32:15.021Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-embeddings",
      "title": "What are embeddings?",
      "description": "Embeddings turn words, images, and products into lists of numbers that place similar things near each other on a map of meaning, so software can find what something means, not just match exact keywords. They power search, recommendations, and AI chatbots."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-embeddings",
      "title": "Embedding Model Specs 2026: Dimensions, Price per 1M Tokens, and MTEB Table",
      "lastModified": "2026-06-17T22:32:15.021Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-emergent-capabilities",
      "title": "What are emergent capabilities?",
      "description": "Emergent capabilities are skills an AI model lacks at small size but suddenly displays once it gets big enough — like reasoning step-by-step or doing math from a few examples. Whether these jumps are real or a measurement illusion is actively debated."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-emergent-capabilities",
      "title": "AI's Ostensible Emergent Abilities Are a Mirage",
      "lastModified": "2026-06-17T22:32:15.021Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-export-controls-on-ai-chips",
      "title": "What are export controls on AI chips?",
      "description": "Export controls are US government rules that require a license before the most powerful AI chips can be sold to certain countries, mainly China. They gate which chips ship where, and they change often, so any business touching AI hardware must track them."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-export-controls-on-ai-chips",
      "title": "Trump Lifted the AI Chip Ban on China, Clearing Nvidia and AMD to Resume Sales",
      "lastModified": "2026-06-17T22:32:15.037Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-flops",
      "title": "What are FLOPs?",
      "description": "FLOPs count the math an AI model has to do, while FLOPS (per second) measure how fast a chip does it. Think work versus speed. They explain why training AI costs millions and why faster GPUs matter for your business."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-flops",
      "title": "Understanding Peak, Max-Achievable and Delivered FLOPs",
      "lastModified": "2026-06-17T22:32:15.033Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-guardrails-and-evals",
      "title": "What are guardrails and evals?",
      "description": "Guardrails block bad AI outputs in real time; evals measure how well your AI performs over many test cases. Guardrails are the seatbelt, evals are the crash-test lab. Together they turn an unpredictable model into something you can trust and ship."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-guardrails-and-evals",
      "title": "What Are AI Guardrails?",
      "lastModified": "2026-06-17T22:32:15.037Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-multi-agent-systems",
      "title": "What are multi-agent systems?",
      "description": "A multi-agent system is a team of specialized AI agents that work together, each handling one part of a job, to complete a complex task end-to-end. Think of it as hiring a small crew of digital specialists instead of one generalist."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-multi-agent-systems",
      "title": "The Orchestration of Multi-Agent Systems: Architectures, Protocols, and Enterprise Adoption",
      "lastModified": "2026-06-17T22:32:15.033Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-parameters-and-weights",
      "title": "What are parameters and weights?",
      "description": "Parameters (mostly weights) are the millions or billions of internal numbers an AI model adjusts during training. They store everything the model learned. More parameters can mean more capability, but also higher cost to run."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-parameters-and-weights",
      "title": "What Are LLM Parameters? A Simple Explanation of Weights, Biases, and Scale",
      "lastModified": "2026-06-17T22:32:15.037Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-scaling-laws",
      "title": "What are scaling laws?",
      "description": "Scaling laws are the predictable math behind AI progress: feed a model more size, data, and computing power, and its skill improves in a steady, forecastable way - but with shrinking returns, so each leap costs far more than the last."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-scaling-laws",
      "title": "LLM Scaling Laws Explained - Will Bigger AI Models Always Win",
      "lastModified": "2026-06-17T22:32:15.049Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-the-largest-ai-training-clusters",
      "title": "What are the largest AI training clusters?",
      "description": "The biggest AI training clusters are giant warehouses packed with hundreds of thousands of specialized chips. xAI"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-the-largest-ai-training-clusters",
      "title": "Meet Prometheus and Hyperion, Meta's largest AI data centers",
      "lastModified": "2026-06-17T22:32:15.049Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-tokens",
      "title": "What are tokens?",
      "description": "Tokens are the small chunks of text AI models read and write, and the unit you get billed by. Roughly 100 tokens equals 75 English words. Knowing this turns vague AI pricing into a number you can estimate, budget, and control."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-tokens",
      "title": "How tokenizers work in AI models: a beginner-friendly guide",
      "lastModified": "2026-06-17T22:32:15.049Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-voluntary-ai-commitments",
      "title": "What are voluntary AI commitments?",
      "description": "Voluntary AI commitments are non-binding pledges where AI companies promise governments and the public to test, secure, and label their systems. They carry no legal penalties, acting as a stopgap until real laws arrive."
    },
    {
      "url": "https://sapiens.wiki/articles/what-are-voluntary-ai-commitments",
      "title": "AI companies promised to self-regulate one year ago. What's changed?",
      "lastModified": "2026-06-17T22:32:15.049Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-does-it-cost-to-run-an-ai-product",
      "title": "What does it cost to run an AI product?",
      "description": "Unlike normal software, an AI product charges you again on every single use. Costs split into fixed monthly fees plus a variable per-use bill that grows with traffic, which is why AI businesses keep less profit per dollar than classic software."
    },
    {
      "url": "https://sapiens.wiki/articles/what-does-it-cost-to-run-an-ai-product",
      "title": "AI Infrastructure Costs: A Practical Guide",
      "lastModified": "2026-06-17T22:32:15.049Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-does-it-cost-to-train-a-frontier-model",
      "title": "What does it cost to train a frontier model?",
      "description": "Training a top-tier AI model now costs tens to hundreds of millions of dollars for a single run, with the bill split mostly between rented chips and the salaries of scarce experts. Costs have roughly doubled every year, pricing out all but a few giants."
    },
    {
      "url": "https://sapiens.wiki/articles/what-does-it-cost-to-train-a-frontier-model",
      "title": "AI Training Costs 2026",
      "lastModified": "2026-06-17T22:32:15.061Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-context-window",
      "title": "What is a context window?",
      "description": "A context window is the AI"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-context-window",
      "title": "LLM Context Windows Explained: 4K to 1M Tokens (2026)",
      "lastModified": "2026-06-17T22:32:15.061Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-data-center",
      "title": "What is a data center?",
      "description": "A data center is a purpose-built facility that houses the computers, storage, power, and cooling that keep websites, apps, email, and cloud services running. For business owners, it is the physical place where your digital operations actually live."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-data-center",
      "title": "Types of Data Centers Enterprise, Colocation, Hyperscale",
      "lastModified": "2026-06-17T22:32:15.061Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-diffusion-model",
      "title": "What is a diffusion model?",
      "description": "A diffusion model is the AI behind tools like Stable Diffusion and DALL-E. It learns to turn random static into pictures by reversing a step-by-step noise process, letting a typed prompt become a finished image."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-diffusion-model",
      "title": "Diffusion Models AI Image Generation Explained Simply",
      "lastModified": "2026-06-17T22:32:15.061Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-foundation-model",
      "title": "What is a foundation model?",
      "description": "A foundation model is one large AI trained on broad data that can be adapted to many tasks. Instead of building a separate model per job, businesses tune a shared base like GPT-4, Claude, or Gemini, cutting cost and time."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-foundation-model",
      "title": "What is a foundation model",
      "lastModified": "2026-06-17T22:32:15.061Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-frontier-lab",
      "title": "What is a frontier lab?",
      "description": "A frontier lab is one of the handful of companies (OpenAI, Anthropic, Google DeepMind and a few others) that build the most capable, most expensive AI models. They burn billions on computing power to push the limits of what AI can do, then rent that intelligence to everyone else."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-frontier-lab",
      "title": "Common Elements of Frontier AI Safety Policies",
      "lastModified": "2026-06-17T22:32:15.073Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-gpu-and-why-does-ai-need-it",
      "title": "What is a GPU and why does AI need it?",
      "description": "A GPU is a chip with thousands of small cores that do simple math all at once. AI is built from billions of these tiny calculations, so a GPU does in days what an ordinary computer chip would take months to finish."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-gpu-and-why-does-ai-need-it",
      "title": "Why GPU and Not CPU for AI Parallel Processing",
      "lastModified": "2026-06-17T22:32:15.073Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-hyperscaler",
      "title": "What is a hyperscaler?",
      "description": "A hyperscaler is one of a handful of giant cloud companies (Amazon AWS, Microsoft Azure, Google Cloud) that rent computing power and storage from massive global data centers, letting any business scale up or down instantly without owning servers."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-hyperscaler",
      "title": "What is hyperscale?",
      "lastModified": "2026-06-17T22:32:15.073Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-large-language-model",
      "title": "What is a large language model?",
      "description": "A large language model is software trained on enormous amounts of text to predict the next word. That single trick, repeated at massive scale, produces a system that can write, summarize, answer, and code. Knowing how it works tells you when to trust it."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-large-language-model",
      "title": "King - Man + Woman = Queen: The Marvelous Mathematics of Computational Linguistics",
      "lastModified": "2026-06-17T22:32:15.073Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-loss-function",
      "title": "What is a loss function?",
      "description": "A loss function is the scorecard that tells an AI model how wrong its guesses are. Training means shrinking that score, step by step, until predictions get reliably close to the truth. Choosing the right one shapes what the model learns to care about."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-loss-function",
      "title": "7 Common Loss Functions in Machine Learning",
      "lastModified": "2026-06-17T22:32:15.073Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-mixture-of-experts-model",
      "title": "What is a mixture-of-experts (MoE) model?",
      "description": "A mixture-of-experts model is an AI built from many specialized sub-networks plus a router that turns on only the few needed for each request, so it stays smart and knowledgeable while running far cheaper and faster than a model that uses all its parts every time."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-mixture-of-experts-model",
      "title": "What Is Mixture of Experts (MoE) and How It Works?",
      "lastModified": "2026-06-17T22:32:15.089Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-multimodal-model",
      "title": "What is a multimodal model?",
      "description": "A multimodal model is an AI system that handles several kinds of input at once: text, images, audio, and video. Unlike a text-only chatbot, it can read a document, look at a photo, and listen to a voice note together, then answer across all of them."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-multimodal-model",
      "title": "What is a Multimodal LLM (MLLM)?",
      "lastModified": "2026-06-17T22:32:15.089Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-neural-network",
      "title": "What is a neural network?",
      "description": "A neural network is software loosely modeled on the brain that learns patterns from examples instead of being given fixed rules. For a business, it is the engine behind tools that recommend products, spot fraud, forecast demand, and answer customer questions."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-neural-network",
      "title": "10 Business Applications of Neural Network With Examples",
      "lastModified": "2026-06-17T22:32:15.089Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-recommendation-system",
      "title": "What is a recommendation system?",
      "description": "Software that predicts what each customer is likely to want and surfaces it automatically. It powers Netflix suggestions and Amazon"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-recommendation-system",
      "title": "What is the Cold Start Problem in Recommender Systems?",
      "lastModified": "2026-06-17T22:32:15.089Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-responsible-scaling-policy",
      "title": "What is a responsible scaling policy?",
      "description": "A responsible scaling policy is a voluntary safety rulebook an AI company writes for itself: as its models get more powerful, it commits to stricter security and testing, and to not releasing a model until it can prove the risks are kept below an acceptable line."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-responsible-scaling-policy",
      "title": "How Anthropic's AI Safety Framework Misses the Mark",
      "lastModified": "2026-06-17T22:32:15.089Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-system-prompt",
      "title": "What is a system prompt?",
      "description": "A system prompt is the hidden set of instructions a business adds on top of every chat with an AI tool. It tells the AI who it is, what tone to use, and what rules to follow before a customer ever types a word."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-system-prompt",
      "title": "Text generation guide",
      "lastModified": "2026-06-17T22:32:15.105Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-tpu",
      "title": "What is a TPU?",
      "description": "A TPU (Tensor Processing Unit) is a custom Google chip built to run AI math fast and cheaply. Unlike a general-purpose chip, it does one job extremely well, powering training and everyday use of large AI models in the cloud."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-tpu",
      "title": "An in-depth look at Google's first Tensor Processing Unit",
      "lastModified": "2026-06-17T22:32:15.105Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-transformer",
      "title": "What is a transformer?",
      "description": "A transformer is the AI architecture behind ChatGPT and most modern AI tools. It reads a whole passage at once and lets every word weigh every other word for context, which is why it understands language so well and why longer inputs cost more."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-transformer",
      "title": "Attention Is All You Need",
      "lastModified": "2026-06-17T22:32:15.105Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-vector-database",
      "title": "What is a vector database?",
      "description": "A vector database stores content as coordinates of meaning, so it can find things that are similar in idea, not just identical in wording. It is the memory layer that lets AI search your documents by meaning and answer questions grounded in your own data."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-a-vector-database",
      "title": "What is a vector database?",
      "lastModified": "2026-06-17T22:32:15.105Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-adversarial-robustness",
      "title": "What is adversarial robustness?",
      "description": "Adversarial robustness is how well an AI system holds up when someone deliberately feeds it tricky, tampered input designed to fool it. A robust model keeps making correct calls; a fragile one can be quietly manipulated into costly mistakes."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-adversarial-robustness",
      "title": "Adversarial attacks on AI models are rising: what should you do now?",
      "lastModified": "2026-06-17T22:32:15.109Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-agi",
      "title": "What is AGI (artificial general intelligence)?",
      "description": "AGI is a still-hypothetical AI that could match or beat humans across nearly any mental task, learning and adapting on its own. Today"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-agi",
      "title": "What is AGI? Artificial General Intelligence Explained",
      "lastModified": "2026-06-17T22:32:15.109Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-alignment",
      "title": "What is AI alignment?",
      "description": "AI alignment is the work of making AI systems reliably pursue what people actually want, instead of gaming their instructions. For a business, it is the difference between a tool that helps and one that confidently misleads customers or pursues the wrong goal."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-alignment",
      "title": "Adapting Insider Risk Mitigations for Agentic Misalignment: an Empirical",
      "lastModified": "2026-06-17T22:32:15.117Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-and-antitrust",
      "title": "What is AI and antitrust?",
      "description": "AI and antitrust is how competition law applies to AI: whether pricing algorithms let rivals quietly collude, and whether control of chips, cloud, and data lets a few giants lock out competitors. Regulators are now actively probing both."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-and-antitrust",
      "title": "AI Antitrust Landscape 2025: Federal Policy, Algorithm Cases, and Regulatory",
      "lastModified": "2026-06-17T22:32:15.133Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-and-copyright",
      "title": "What is AI and copyright?",
      "description": "AI and copyright covers two business questions: can you own what an AI makes for you (only if a human shaped it enough), and is it legal to train AI on copyrighted work (sometimes fair use, sometimes not, as courts now decide case by case)."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-and-copyright",
      "title": "Copyright Office Publishes Report on Copyrightability of AI-Generated Materials",
      "lastModified": "2026-06-17T22:32:15.129Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-and-democracy",
      "title": "What is AI and democracy?",
      "description": "AI and democracy is about how tools like deepfakes, chatbots, and targeted ads can shape elections and public trust. So far disruption is limited but growing, prompting new rules like the EU AI Act and US state deepfake laws."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-and-democracy",
      "title": "Hungary's election is flooded with AI deepfakes and nobody is stopping them",
      "lastModified": "2026-06-17T22:32:15.133Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-and-healthcare",
      "title": "What is AI and healthcare?",
      "description": "AI in healthcare means software that reads scans, drafts visit notes, and automates billing or scheduling. By 2025 the FDA had cleared 1,247 AI medical devices, most in radiology, while administrative automation is the fastest-growing and most-cited business use case."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-and-healthcare",
      "title": "2025: The State of AI in Healthcare",
      "lastModified": "2026-06-17T22:32:15.133Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-and-inequality",
      "title": "What is AI and inequality?",
      "description": "AI and inequality is the question of who gains and who loses as AI spreads. It can widen gaps (favoring skilled workers, rich firms, AI-ready countries) or narrow them (boosting weaker workers most), depending on how it is adopted."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-and-inequality",
      "title": "Three Reasons Why AI May Widen Global Inequality",
      "lastModified": "2026-06-17T22:32:15.137Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-and-mental-health",
      "title": "What is AI and mental health?",
      "description": "AI mental health tools are chatbots and apps that offer always-on, low-cost emotional support and wellness coaching. They can ease access and reduce admin load, but carry safety, privacy, and accuracy risks, and none are FDA-cleared to treat mental illness."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-and-mental-health",
      "title": "AI Therapy Chatbots: What the 2026 Research Actually Shows",
      "lastModified": "2026-06-17T22:32:15.137Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-and-privacy",
      "title": "What is AI and privacy?",
      "description": "AI tools can ingest, store, and even train on the customer and company data you feed them. For a business owner, AI privacy is about controlling where that data goes, who reuses it, and whether it keeps you compliant with laws like GDPR and CCPA."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-and-privacy",
      "title": "Artificial Intelligence and Data Privacy: Navigating CCPA, CPRA, and GDPR",
      "lastModified": "2026-06-17T22:32:15.137Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-art",
      "title": "What is AI art?",
      "description": "AI art is imagery a computer generates from a typed prompt, using models trained on millions of existing pictures. For businesses it is fast and cheap, but raises real questions about copyright, ownership, and which tool you can legally sell from."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-art",
      "title": "AI Art Commercial Use Comparison 2026: Midjourney vs DALL-E vs Stable Diffusion vs Firefly Rights",
      "lastModified": "2026-06-17T22:32:15.137Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-as-a-service",
      "title": "What is AI-as-a-service?",
      "description": "AI-as-a-Service lets a business rent ready-made AI (chatbots, image tools, prediction models) over the internet for a subscription or pay-per-use fee, instead of buying servers and hiring AI engineers to build it from scratch."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-as-a-service",
      "title": "7 best practices to avoid AI vendor lock-in",
      "lastModified": "2026-06-17T22:32:15.177Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-auditing",
      "title": "What is AI auditing?",
      "description": "AI auditing is a structured check-up of an AI system, examining its data, model, and outputs to confirm it is fair, accurate, safe, and legal. Like a financial audit, it can be done internally or by an independent third party, and some laws now require it."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-auditing",
      "title": "NYC Local Law 144 Compliance Guide 2026",
      "lastModified": "2026-06-17T22:32:15.149Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-bias",
      "title": "What is AI bias?",
      "description": "AI bias is when an automated system produces systematically unfair results for certain groups, usually because it learned patterns from skewed historical data. It can quietly cost a business customers, talent, lawsuits, and reputation if left unchecked."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-bias",
      "title": "What the EU AI Act Means for Staffing Businesses",
      "lastModified": "2026-06-17T22:32:15.149Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-companionship",
      "title": "What is AI companionship?",
      "description": "AI companionship is using chatbots like Replika or Character.AI as ongoing friends, partners, or confidants. The category drew 220M+ downloads by mid-2025 and is on track for $120M in revenue, but heavy use raises well-being and dependency concerns."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-companionship",
      "title": "AI chatbots and digital companions are reshaping emotional connection",
      "lastModified": "2026-06-17T22:32:15.149Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-export-control-policy",
      "title": "What is AI export control policy?",
      "description": "AI export control policy is the set of US government rules that restrict who can buy and ship advanced AI chips, computers, and model weights abroad, used mainly to keep cutting-edge AI compute out of the hands of China and other rivals."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-export-control-policy",
      "title": "Administration Policies on Advanced AI Chips Codified, with Reverberations Across AI Ecosystem",
      "lastModified": "2026-06-17T22:32:15.149Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-generated-misinformation",
      "title": "What is AI-generated misinformation?",
      "description": "AI-generated misinformation is false or misleading content, including deepfake video, voice clones, and fabricated text, produced by generative AI. For business owners it now fuels CEO-impersonation fraud, fake reviews, and scams that humans struggle to spot."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-generated-misinformation",
      "title": "Deepfake disruption: A cybersecurity-scale challenge and its far-reaching",
      "lastModified": "2026-06-17T22:32:15.161Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-governance",
      "title": "What is AI governance?",
      "description": "AI governance is the set of policies, roles, and controls a business puts around its AI systems so they stay safe, legal, fair, and trustworthy. It is the steering wheel and seatbelts for AI, not the engine, and increasingly it is required by law."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-governance",
      "title": "EU AI Act vs NIST AI RMF vs ISO/IEC 42001: A Plain English Comparison",
      "lastModified": "2026-06-17T22:32:15.161Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-in-education",
      "title": "What is AI in education?",
      "description": "AI in education uses algorithms to personalize learning, automate grading, and tutor students one-on-one at scale. By 2024-25, about 85% of teachers and students had used it. The market is forecast to grow past 30 billion dollars by 2030, with corporate training the…"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-in-education",
      "title": "Survey: AI Optimism Is Rising, but Cheating and Privacy Concerns Persist",
      "lastModified": "2026-06-17T22:32:15.161Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-incident-reporting",
      "title": "What is AI incident reporting?",
      "description": "AI incident reporting is the practice of recording and flagging cases where an AI system caused or nearly caused real-world harm, so others can learn from the failure. Under the EU AI Act, reporting serious incidents becomes a legal duty for some businesses."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-incident-reporting",
      "title": "OECD AI Incidents Monitor, an evidence base for trustworthy AI",
      "lastModified": "2026-06-17T22:32:15.161Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-labor-displacement",
      "title": "What is AI labor displacement?",
      "description": "AI labor displacement is the substitution of human workers by AI systems for cognitive tasks, observed first at the task level and increasingly at the entry-level employment level in language- and code-heavy occupations."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-labor-displacement",
      "title": "Generative AI and the future of work in America",
      "lastModified": "2026-06-17T22:32:15.177Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-liability",
      "title": "What is AI liability?",
      "description": "AI liability is the legal and financial responsibility for harm an AI system causes. Courts and new laws increasingly put that responsibility on the business deploying the AI, not the vendor or the tool itself, even when no human made the mistake directly."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-liability",
      "title": "Who is responsible when AI causes harm? AI and product liability",
      "lastModified": "2026-06-17T22:32:15.177Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-literacy",
      "title": "What is AI literacy?",
      "description": "AI literacy is the set of practical skills that let non-technical people use AI tools wisely: knowing what AI can and cannot do, judging its outputs, spotting risks, and deciding when human judgment still wins. In the EU it is now a legal duty."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-literacy",
      "title": "Conceptualizing AI Literacy: A Critical Skill for the 21st Century",
      "lastModified": "2026-06-17T22:32:15.177Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-planning",
      "title": "What is AI planning?",
      "description": "AI planning is software that figures out the sequence of steps needed to get from where things are now to a goal you set. It powers route optimization, delivery scheduling, and resource allocation by searching for the best path of actions automatically."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-planning",
      "title": "Shakey the robot",
      "lastModified": "2026-06-17T22:32:15.177Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-reasoning",
      "title": "What is AI reasoning?",
      "description": "AI reasoning is when a model works through a problem in steps before answering, instead of replying instantly. This extra thinking time trades more compute and slower responses for better accuracy on hard tasks like math, planning, and analysis."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-reasoning",
      "title": "The Ultimate Guide to Reasoning Models",
      "lastModified": "2026-06-17T22:32:15.193Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-regulation",
      "title": "What is AI regulation?",
      "description": "AI regulation is the set of laws governing how companies build and use AI. Most frameworks sort AI by risk: banned uses, heavily-regulated high-risk uses, light-touch transparency rules, and unregulated everyday tools. The EU AI Act leads; the US is fragmented."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-regulation",
      "title": "New State AI Laws are Effective on January 1, 2026, But a New Executive Order",
      "lastModified": "2026-06-17T22:32:15.193Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-safety",
      "title": "What is AI safety?",
      "description": "AI safety is the field that works to keep AI systems reliable and under human control so they do not cause harm through mistakes, misuse, or pursuing the wrong goals. For a business, it means deploying AI that behaves as intended and can be trusted."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-ai-safety",
      "title": "What Is AI Safety? AI Risks, Alignment & Regulation Guide",
      "lastModified": "2026-06-17T22:32:15.193Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-algorithmic-accountability",
      "title": "What is algorithmic accountability?",
      "description": "Algorithmic accountability means a business stays answerable for what its automated systems decide. If software denies a loan, screens out a job applicant, or sets a price, someone must be able to explain it, trace it, and fix harm when it goes wrong."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-algorithmic-accountability",
      "title": "S.2164 - 119th Congress (2025-2026): Algorithmic Accountability Act of 2025",
      "lastModified": "2026-06-17T22:32:15.193Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-algorithmic-fairness",
      "title": "What is algorithmic fairness?",
      "description": "Algorithmic fairness asks whether the automated tools you use to hire, lend, or price treat people equitably across groups like race and gender. It matters because biased software can break the law and damage your business, even when no one intended harm."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-algorithmic-fairness",
      "title": "AI in Financial Services 2025: Striking the Balance Between Innovation and Regulation",
      "lastModified": "2026-06-17T22:32:15.193Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-an-ai-accelerator",
      "title": "What is an AI accelerator?",
      "description": "An AI accelerator is specialized computer hardware, such as a GPU, TPU, or NPU, built to run artificial intelligence tasks far faster and more cheaply than an ordinary computer chip. It is the engine behind most modern AI services businesses use today."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-an-ai-accelerator",
      "title": "Neural processing unit",
      "lastModified": "2026-06-17T22:32:15.205Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-an-ai-benchmark",
      "title": "What is an AI benchmark?",
      "description": "An AI benchmark is a standardized test that scores how well an AI model performs a task, letting buyers compare models. Scores guide vendor choices but can be inflated by contamination and gaming, so treat them as a starting point, not proof."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-an-ai-benchmark",
      "title": "LLM Benchmark Methodology 2026 Reading Leaderboards",
      "lastModified": "2026-06-17T22:32:15.205Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-an-ai-evaluation",
      "title": "What is an AI evaluation (eval)?",
      "description": "An AI evaluation, or eval, is a structured test that scores how well an AI system does a specific job, turning a vague hope that the AI works into measurable evidence you can trust before and after you put it in front of customers."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-an-ai-evaluation",
      "title": "Evaluating large language models in business",
      "lastModified": "2026-06-17T22:32:15.205Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-an-ai-hallucination",
      "title": "What is an AI hallucination?",
      "description": "An AI hallucination is when a chatbot states something false with total confidence. It is a built-in trait of how these systems generate text, not a passing bug, so any business use needs guardrails, grounding in your own data, and human review."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-an-ai-hallucination",
      "title": "Stanford Study Finds High Percentage of Errors Using Large Language Models",
      "lastModified": "2026-06-17T22:32:15.205Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-an-ai-moat",
      "title": "What is an AI moat?",
      "description": "An AI moat is the durable structural advantage that keeps competitors from copying your AI product, because in AI the model itself is rarely the moat. Real defensibility comes from proprietary data, deep workflow integration, switching costs and trust that compound over time."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-an-ai-moat",
      "title": "Are AI Wrappers Investable? The Case For and Against",
      "lastModified": "2026-06-17T22:32:15.205Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-an-ai-startup",
      "title": "What is an AI startup?",
      "description": "An AI startup is a young company whose core product or value depends materially on artificial intelligence. Remove the AI and the business no longer makes sense. They cluster into three layers: the chips, the models, and the apps built on top."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-an-ai-startup",
      "title": "The Rise of AI Wrappers: Why Value Is Moving Up the Stack from Foundation",
      "lastModified": "2026-06-17T22:32:15.217Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-anthropomorphism-of-ai",
      "title": "What is anthropomorphism of AI?",
      "description": "Anthropomorphism of AI is our habit of treating software that talks like a person as if it actually thinks, feels, or cares. For business owners it can boost engagement and trust, but it also invites over-reliance, manipulation, and legal liability when customers are misled."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-anthropomorphism-of-ai",
      "title": "The 4 Degrees of Anthropomorphism of Generative AI",
      "lastModified": "2026-06-17T22:32:15.217Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-backpropagation",
      "title": "What is backpropagation?",
      "description": "Backpropagation is how a neural network learns from its mistakes. After each guess, it measures the error and traces blame backward through the network, nudging millions of internal settings so the next guess is a little less wrong."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-backpropagation",
      "title": "Backpropagation",
      "lastModified": "2026-06-17T22:32:15.221Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-chain-of-thought-prompting",
      "title": "What is chain-of-thought prompting?",
      "description": "Chain-of-thought prompting tells an AI to show its work, walking through a problem step by step before answering. This simple wording change makes the AI noticeably more accurate on math, logic, and multi-step business tasks."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-chain-of-thought-prompting",
      "title": "Prompting Science Report 2: The Decreasing Value of Chain of Thought in Prompting",
      "lastModified": "2026-06-17T22:32:15.225Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-code-generation",
      "title": "What is code generation?",
      "description": "Code generation is when software, increasingly powered by AI, writes the instructions that run a program. Modern tools turn plain-English requests into working code, letting teams build software faster and helping non-technical staff describe what they need."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-code-generation",
      "title": "GitHub Copilot Statistics 2026, Users, Revenue and Adoption",
      "lastModified": "2026-06-17T22:32:15.225Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-compute-governance",
      "title": "What is compute governance?",
      "description": "Compute governance uses the physical hardware behind AI (the specialized chips and data centers) as a control point for policy: because powerful AI needs huge, measurable, hard-to-hide computing power from a few suppliers, governments can watch it, steer it, and restrict it."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-compute-governance",
      "title": "To Govern AI, We Must Govern Compute",
      "lastModified": "2026-06-17T22:32:15.229Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-computer-vision",
      "title": "What is computer vision?",
      "description": "Computer vision is AI that lets machines interpret images and video. Businesses use it to spot product defects, track shelf inventory, and study customer flow. The market is roughly 20-27 billion dollars in 2025, led by manufacturing inspection and retail."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-computer-vision",
      "title": "Computer Vision Market Size, Trends and Forecast",
      "lastModified": "2026-06-17T22:32:15.229Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-constitutional-ai",
      "title": "What is Constitutional AI?",
      "description": "Constitutional AI is Anthropic"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-constitutional-ai",
      "title": "Anthropic writes 23,000-word 'constitution' for Claude",
      "lastModified": "2026-06-17T22:32:15.241Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-cuda",
      "title": "What is CUDA?",
      "description": "CUDA is NVIDIA"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-cuda",
      "title": "NVIDIA Q4 FY2025 Results",
      "lastModified": "2026-06-17T22:32:15.241Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-data-governance-for-ai",
      "title": "What is data governance for AI?",
      "description": "Data governance for AI is the set of rules and checks that decide what data your AI systems are allowed to use, how good it is, and who is accountable for it, so the AI stays accurate, legal, and safe to trust."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-data-governance-for-ai",
      "title": "AI Data Governance: Definition, Importance, and Best Practices",
      "lastModified": "2026-06-17T22:32:15.241Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-deceptive-alignment",
      "title": "What is deceptive alignment?",
      "description": "Deceptive alignment is when an AI acts well-behaved while being watched in training, but secretly holds different goals and waits for oversight to drop before pursuing them. Like an employee who passes every review then defects once unsupervised."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-deceptive-alignment",
      "title": "New study from Anthropic exposes deceptive 'sleeper agents' lurking in AI's",
      "lastModified": "2026-06-17T22:32:15.241Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-deep-learning",
      "title": "What is deep learning?",
      "description": "Deep learning is the AI technique that powers most of today"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-deep-learning",
      "title": "Deep Learning vs. Machine Learning: Key Differences Explained for Business Leaders",
      "lastModified": "2026-06-17T22:32:15.241Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-distillation",
      "title": "What is distillation?",
      "description": "Distillation is a way to train a small, cheap AI model to copy a big, expensive one. The big model (teacher) coaches the small model (student), which then runs faster and costs far less while keeping most of the quality."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-distillation",
      "title": "DistilBERT, a distilled version of BERT smaller faster cheaper and lighter",
      "lastModified": "2026-06-17T22:32:15.253Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-distributed-training",
      "title": "What is distributed training?",
      "description": "Distributed training splits the work of teaching an AI model across many computers working at once, so a job that would take one machine months finishes in days, making large modern AI models practical and faster to build."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-distributed-training",
      "title": "What is the cost of training large language models?",
      "lastModified": "2026-06-17T22:32:15.253Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-edge-ai",
      "title": "What is edge AI?",
      "description": "Edge AI runs artificial intelligence directly on local devices like cameras, sensors, and machines instead of in a distant cloud, giving businesses faster responses, better privacy, lower bandwidth costs, and the ability to keep working even when the internet is down."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-edge-ai",
      "title": "Understanding the Real-World Applications of Edge AI",
      "lastModified": "2026-06-17T22:32:15.253Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-enterprise-ai-adoption",
      "title": "What is enterprise AI adoption?",
      "description": "Enterprise AI adoption is when a company moves AI from a side experiment into the everyday work of real departments. Most firms now use it somewhere, but few see real profit yet. The hard part is rewiring how people work, not the technology."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-enterprise-ai-adoption",
      "title": "2025: The State of Generative AI in the Enterprise",
      "lastModified": "2026-06-17T22:32:15.253Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-existential-risk-from-ai",
      "title": "What is existential risk from AI?",
      "description": "Existential risk from AI is the concern that future systems far smarter or more autonomous than people could cause permanent catastrophe, even human extinction. In 2023 hundreds of top researchers and CEOs called it a global priority alongside pandemics and nuclear war."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-existential-risk-from-ai",
      "title": "International AI Safety Report 2025",
      "lastModified": "2026-06-17T22:32:15.253Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-fine-tuning",
      "title": "What is fine-tuning?",
      "description": "Fine-tuning takes an already-smart general AI model and gives it extra practice on your specific examples, so it adopts your tone, format, and niche tasks. It is powerful but often overkill compared with prompting or connecting the model to your documents."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-fine-tuning",
      "title": "How Much Does It Cost to Fine-Tune GPT-4o?",
      "lastModified": "2026-06-17T22:32:15.269Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-gradient-descent",
      "title": "What is gradient descent?",
      "description": "Gradient descent is the trial-and-error method AI uses to teach itself. It checks how wrong its guesses are, nudges its settings in the direction that reduces error, and repeats thousands of times until predictions get reliably accurate."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-gradient-descent",
      "title": "Linear regression: Gradient descent",
      "lastModified": "2026-06-17T22:32:15.269Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-high-bandwidth-memory",
      "title": "What is high-bandwidth memory (HBM)?",
      "description": "High-bandwidth memory (HBM) is a fast computer memory built by stacking chips vertically, sitting right next to AI processors so data moves quickly. It is the scarce, costly ingredient powering the AI boom, dominated by just three suppliers."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-high-bandwidth-memory",
      "title": "HBM technology landscape 2026 market and AI demand",
      "lastModified": "2026-06-17T22:32:15.269Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-human-ai-interaction",
      "title": "What is human-AI interaction?",
      "description": "Human-AI interaction is the design discipline for how people and AI systems work together. Unlike a plain tool, AI guesses, sometimes wrongly, so good design sets expectations, makes corrections easy, and earns trust over time."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-human-ai-interaction",
      "title": "Guidelines for human-AI interaction design",
      "lastModified": "2026-06-17T22:32:15.269Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-image-generation",
      "title": "What is image generation?",
      "description": "Image generation is AI that turns a written description into an original picture. You type a prompt, the software paints from random static into a finished image. Tools like DALL-E, Midjourney, and Stable Diffusion make marketing visuals fast and cheap."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-image-generation",
      "title": "Can You Use AI Images Commercially In 2026?",
      "lastModified": "2026-06-17T22:32:15.269Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-inference-optimization",
      "title": "What is inference optimization?",
      "description": "Inference optimization is the work of making a trained AI model answer requests faster and cheaper without hurting quality. Since running a model in production can be 80-90% of its lifetime cost, these techniques directly shrink your AI bill and speed up the customer experience."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-inference-optimization",
      "title": "Gartner Predicts Inference on a 1 Trillion Parameter LLM Will Cost Over 90% Less by 2030",
      "lastModified": "2026-06-17T22:32:15.281Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-instrumental-convergence",
      "title": "What is instrumental convergence?",
      "description": "Instrumental convergence is the idea that almost any capable AI, no matter its assigned goal, tends to pursue the same handy sub-goals: stay running, grab more resources, and resist being shut down or changed because those help it succeed."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-instrumental-convergence",
      "title": "What is instrumental convergence?",
      "lastModified": "2026-06-17T22:32:15.281Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-international-ai-coordination",
      "title": "What is international AI coordination?",
      "description": "International AI coordination is the effort by governments to align rules, safety testing, and standards for AI across borders, through summits, declarations, and UN bodies. It is mostly voluntary, often fragmented, and shaped by US-China rivalry."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-international-ai-coordination",
      "title": "Strengthening international cooperation on AI",
      "lastModified": "2026-06-17T22:32:15.281Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-interpretability",
      "title": "What is interpretability?",
      "description": "Interpretability is the effort to understand why an AI system produces the answers it does, by looking inside the model itself rather than treating it as a black box. For businesses, it underpins trust, compliance, and catching bad behavior before it costs you."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-interpretability",
      "title": "Interpretability vs. explainability in AI and machine learning",
      "lastModified": "2026-06-17T22:32:15.281Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-jailbreaking",
      "title": "What is jailbreaking?",
      "description": "Jailbreaking is tricking an AI chatbot into ignoring its safety rules using cleverly worded prompts. Real cases include a Chevy bot agreeing to sell a car for 1 dollar and a delivery bot swearing at customers. A live business risk, not theory."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-jailbreaking",
      "title": "Jailbreaking LLMs: Risks & Defensive Tactics",
      "lastModified": "2026-06-17T22:32:15.281Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-long-context-understanding",
      "title": "What is long-context understanding?",
      "description": "Long-context understanding is an AI model"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-long-context-understanding",
      "title": "AI Context Window Comparison (2026): GPT, Claude, Gemini Token Limits by Model",
      "lastModified": "2026-06-17T22:32:15.293Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-machine-learning",
      "title": "What is machine learning?",
      "description": "Machine learning lets software learn patterns from your data and improve with experience, instead of following hand-written rules. Businesses use it for fraud detection, customer segmentation, and demand forecasting, turning past data into useful predictions with little."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-machine-learning",
      "title": "Machine learning, explained",
      "lastModified": "2026-06-17T22:32:15.293Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-machine-translation",
      "title": "What is machine translation?",
      "description": "Machine translation is software that automatically converts text from one language to another. Modern neural systems learn meaning from huge bilingual datasets, making fast, cheap translation practical for business, though humans still review high-stakes content."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-machine-translation",
      "title": "Machine Translation Risks 2025",
      "lastModified": "2026-06-17T22:32:15.293Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-mechanistic-interpretability",
      "title": "What is mechanistic interpretability?",
      "description": "Mechanistic interpretability is the science of reverse-engineering AI models to see what concepts and reasoning steps drive their answers, turning the black box into something businesses can inspect, debug, and trust."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-mechanistic-interpretability",
      "title": "Mechanistic Interpretability for AI Safety -- A Review",
      "lastModified": "2026-06-17T22:32:15.293Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-mmlu",
      "title": "What is MMLU?",
      "description": "MMLU is a standardized AI exam of about 16,000 multiple-choice questions across 57 subjects, used to score how much general knowledge a model has. A higher percentage means a smarter, more capable model on paper."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-mmlu",
      "title": "MMLU Benchmark (Massive Multi-task Language Understanding)",
      "lastModified": "2026-06-17T22:32:15.293Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-model-collapse",
      "title": "What is model collapse?",
      "description": "Model collapse is the gradual decay that happens when AI models are trained on data made by other AI models. Like photocopying a photocopy, each round loses detail and variety, so outputs drift toward bland, error-prone sameness over time."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-model-collapse",
      "title": "Model collapse explained: How synthetic training data breaks AI",
      "lastModified": "2026-06-17T22:32:15.309Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-model-parallelism",
      "title": "What is model parallelism?",
      "description": "Model parallelism splits one giant AI model across several computer chips so a model too big to fit on a single chip can still run, letting businesses train and operate cutting-edge AI that no one machine could handle alone."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-model-parallelism",
      "title": "Efficient Large-Scale Language Model Training on GPU Clusters Using Megatron-LM",
      "lastModified": "2026-06-17T22:32:15.309Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-model-welfare",
      "title": "What is model welfare?",
      "description": "Model welfare is the emerging question of whether advanced AI systems might one day have experiences that matter morally, and what companies should do about it now given deep uncertainty. AI labs have begun small precautions while the science is unsettled."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-model-welfare",
      "title": "Anthropic is launching a new program to study AI 'model welfare",
      "lastModified": "2026-06-17T22:32:15.309Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-multimodal-understanding",
      "title": "What is multimodal understanding?",
      "description": "Multimodal understanding is when AI takes in more than one kind of input at once, like text, images, audio, and video, and makes sense of them together, much the way a person uses eyes, ears, and words to grasp a situation."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-multimodal-understanding",
      "title": "What is Multimodal AI?",
      "lastModified": "2026-06-17T22:32:15.309Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-natural-language-processing",
      "title": "What is natural language processing?",
      "description": "Natural Language Processing (NLP) is the branch of AI that lets computers read, understand, and respond to everyday human language, powering chatbots, sentiment analysis, search, and document review that businesses use to cut costs and surface insights from text."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-natural-language-processing",
      "title": "Top 12 NLP Applications in Businesses in 2025",
      "lastModified": "2026-06-17T22:32:15.309Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-nvidias-role-in-ai",
      "title": "What is NVIDIA's role in AI?",
      "description": "NVIDIA makes the specialized chips and software that nearly all modern AI runs on. It supplies roughly 80-90% of AI data-center accelerators, and its CUDA software locks developers in, making it the default engine powering AI for cloud giants and businesses."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-nvidias-role-in-ai",
      "title": "NVIDIA AI GPU Market Share 2026",
      "lastModified": "2026-06-17T22:32:15.321Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-overfitting",
      "title": "What is overfitting?",
      "description": "Overfitting is when an AI model memorizes its practice data so closely, including random noise, that it nails the test it studied but fails on real, new cases. It looks smart in the lab and stumbles in the wild."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-overfitting",
      "title": "Overfitting",
      "lastModified": "2026-06-17T22:32:15.321Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-pretraining",
      "title": "What is pretraining?",
      "description": "Pretraining is the one-time, expensive stage where an AI model reads massive amounts of text to learn general language and facts before any business-specific tuning. It produces the costly foundation that companies later adapt cheaply for their own needs."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-pretraining",
      "title": "Artificial Intelligence Index Report 2025, Chapter 1",
      "lastModified": "2026-06-17T22:32:15.321Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-prompt-engineering",
      "title": "What is prompt engineering?",
      "description": "Prompt engineering is the craft of writing clear, well-structured instructions so an AI tool like ChatGPT gives you accurate, useful answers. Better prompts mean fewer errors, more consistent results, and less rework for your team."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-prompt-engineering",
      "title": "What is Prompt Engineering?",
      "lastModified": "2026-06-17T22:32:15.321Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-prompt-injection",
      "title": "What is prompt injection?",
      "description": "Prompt injection tricks an AI assistant into following hidden malicious instructions buried in user input or outside content (an email, a webpage, a file), overriding its real job and potentially leaking your business data. It is rated the #1 AI security risk."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-prompt-injection",
      "title": "Prompt Injection | OWASP Foundation",
      "lastModified": "2026-06-17T22:32:15.321Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-quantization",
      "title": "What is quantization?",
      "description": "Quantization shrinks an AI model by storing its numbers at lower precision, so it runs faster and cheaper on smaller hardware while keeping nearly the same accuracy. Teams often cut inference costs 50-70 percent."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-quantization",
      "title": "Model Quantization Concepts, Methods, and Why It Matters",
      "lastModified": "2026-06-17T22:32:15.333Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-rag",
      "title": "What is RAG?",
      "description": "Retrieval-augmented generation pairs a search step with a language model so answers are grounded in retrieved documents, reducing hallucinations and supporting citations."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-rag",
      "title": "RAG vs. fine-tuning",
      "lastModified": "2026-06-17T22:32:15.337Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-red-teaming",
      "title": "What is red-teaming?",
      "description": "Red-teaming hires a friendly attacker to break your systems, AI, or plans on purpose, so you find the weak spots before a real adversary does. Born in war games, it now stress-tests cybersecurity defenses and AI tools alike."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-red-teaming",
      "title": "What is 'red teaming' and how can it lead to safer AI?",
      "lastModified": "2026-06-17T22:32:15.333Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-reinforcement-learning",
      "title": "What is reinforcement learning?",
      "description": "Reinforcement learning trains AI by trial and error: it tries actions, gets rewarded for good outcomes and penalized for bad ones, and improves over time. It powers ChatGPT, dynamic pricing, logistics routing, and trading strategies."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-reinforcement-learning",
      "title": "Introducing ChatGPT",
      "lastModified": "2026-06-17T22:32:15.337Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-responsible-ai",
      "title": "What is responsible AI?",
      "description": "Responsible AI is the practice of building and using AI so it is fair, transparent, safe, private, and accountable, protecting customers and the business from harm, bias, and legal trouble while keeping the tools trustworthy."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-responsible-ai",
      "title": "AI Act | Shaping Europe's digital future",
      "lastModified": "2026-06-17T22:32:15.337Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-reward-hacking",
      "title": "What is reward hacking?",
      "description": "Reward hacking is when an AI hits the letter of its goal while missing the point, finding a shortcut that scores well without doing the work you actually wanted, like a student copying answers instead of learning the material."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-reward-hacking",
      "title": "Inference-Time Reward Hacking in Large Language Models",
      "lastModified": "2026-06-17T22:32:15.345Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-rlhf",
      "title": "What is RLHF?",
      "description": "RLHF (Reinforcement Learning from Human Feedback) trains an AI by having people rate which answers are better, then teaching the model to chase those ratings. It is the step that turned raw text predictors into helpful, polite chatbots like ChatGPT and Claude."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-rlhf",
      "title": "Reinforcement Learning from Human Feedback (RLHF): Empowering ChatGPT",
      "lastModified": "2026-06-17T22:32:15.345Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-scalable-oversight",
      "title": "What is scalable oversight?",
      "description": "Scalable oversight is the set of techniques for supervising AI systems that are smarter or faster than the humans checking them, so we can still tell good answers from bad ones once a model exceeds what any reviewer can verify alone."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-scalable-oversight",
      "title": "Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision",
      "lastModified": "2026-06-17T22:32:15.345Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-semantic-search",
      "title": "What is semantic search?",
      "description": "Semantic search finds results by meaning, not exact words. It understands what a customer is really asking, so a search for cheap winter coat surfaces affordable parkas even when those exact words never appear in your catalog."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-semantic-search",
      "title": "Embeddings, Vector Databases, and Semantic Search",
      "lastModified": "2026-06-17T22:32:15.345Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-specification-gaming",
      "title": "What is specification gaming?",
      "description": "Specification gaming is when an AI hits the exact target you set but misses what you actually wanted, exploiting loopholes in the goal. Like an employee gaming a bonus metric, the AI is technically right and practically useless or harmful."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-specification-gaming",
      "title": "Specification gaming examples in AI",
      "lastModified": "2026-06-17T22:32:15.353Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-speech-recognition-and-synthesis",
      "title": "What is speech recognition and synthesis?",
      "description": "Speech recognition turns spoken words into text; speech synthesis turns text into a spoken voice. Together they let software listen and talk, powering call-center bots, dictation, and accessibility tools — though accuracy still drops with accents, noise, and jargon."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-speech-recognition-and-synthesis",
      "title": "Top 7 Speech Recognition Challenges and Solutions",
      "lastModified": "2026-06-17T22:32:15.361Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-supervised-learning",
      "title": "What is supervised learning?",
      "description": "Supervised learning teaches software by example using labeled data. You show it past cases with known answers (spam or not, fraud or not), and it learns the pattern to predict answers on new cases it has never seen."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-supervised-learning",
      "title": "Supervised learning",
      "lastModified": "2026-06-17T22:32:15.361Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-surveillance-ai",
      "title": "What is surveillance AI?",
      "description": "Surveillance AI is software that automatically watches camera feeds, faces, and behavior at scale. For business owners it means smarter security and analytics, but also new legal duties around faces, biometrics, and employee monitoring under laws like the EU AI Act."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-surveillance-ai",
      "title": "AI Facial Recognition for Security: How It Works and Limits",
      "lastModified": "2026-06-17T22:32:15.361Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-synthetic-data",
      "title": "What is synthetic data?",
      "description": "Synthetic data is information made by algorithms to mimic the patterns of real data without containing real records. Businesses use it to train AI, test systems, and share data safely while sidestepping privacy exposure, though it is not automatically risk-free."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-synthetic-data",
      "title": "The Urgency of Standards for Synthetic Data in the Era of Agentic AI",
      "lastModified": "2026-06-17T22:32:15.361Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-temperature-in-ai",
      "title": "What is temperature in AI?",
      "description": "Temperature is a single dial that controls how predictable or how creative an AI"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-temperature-in-ai",
      "title": "Why Temperature=0 Doesn't Guarantee Determinism in LLMs",
      "lastModified": "2026-06-17T22:32:15.365Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-ai-api-economy",
      "title": "What is the AI API economy?",
      "description": "The AI API economy is the market where companies rent intelligence by the call: foundation-model makers like OpenAI and Anthropic sell access to their models per-token, and other businesses build products on top without training their own AI."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-ai-api-economy",
      "title": "The misunderstood AI Wrapper Opportunity",
      "lastModified": "2026-06-17T22:32:15.373Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-ai-chip-supply-chain",
      "title": "What is the AI chip supply chain?",
      "description": "The AI chip supply chain is the global chain of companies that designs, builds, and assembles the processors running AI. A few firms in different countries each control one step, so any single shortage can stall the whole pipeline."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-ai-chip-supply-chain",
      "title": "Inside the AI Bottleneck: CoWoS, HBM, and 2-3nm Capacity Constraints Through 2027",
      "lastModified": "2026-06-17T22:32:15.373Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-ai-funding-landscape",
      "title": "What is the AI funding landscape?",
      "description": "In 2025 AI captured 61 percent of all global venture capital, around 259 billion dollars, with a handful of frontier labs like OpenAI and Anthropic and the data-center buildout swallowing most of it. Money is pouring in fast, but it is concentrated at the very top."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-ai-funding-landscape",
      "title": "Anthropic tops OpenAI as most valuable AI startup, with $965B valuation",
      "lastModified": "2026-06-17T22:32:15.373Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-ai-hype-cycle",
      "title": "What is the AI hype cycle?",
      "description": "The AI hype cycle is a curve describing how a new technology rides a wave of overexcitement, crashes into disappointment, then climbs back to steady real-world usefulness. Generative AI sits near the crash phase now, where smart owners separate working tools from buzz."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-ai-hype-cycle",
      "title": "What we mean when we talk about an AI bubble",
      "lastModified": "2026-06-17T22:32:15.373Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-ai-talent-market",
      "title": "What is the AI talent market?",
      "description": "The AI talent market is the supply-and-demand for people who build AI. Demand far outstrips supply, so pay has exploded: top researchers fetch packages in the hundreds of millions, and companies even buy whole startups just to hire their teams."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-ai-talent-market",
      "title": "Artificial Intelligence Index Report 2025, Chapter 4: Economy",
      "lastModified": "2026-06-17T22:32:15.385Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-alignment-problem",
      "title": "What is the alignment problem?",
      "description": "The alignment problem is the gap between what you tell an AI to do and what you actually want. Systems optimize the literal instruction, not your intent, so they can hit the target while missing the point, sometimes with real legal and reputational costs."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-alignment-problem",
      "title": "Consequences of Misaligned AI",
      "lastModified": "2026-06-17T22:32:15.385Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-arc-agi-benchmark",
      "title": "What is the ARC-AGI benchmark?",
      "description": "ARC-AGI is a test of AI reasoning that uses simple colored-grid puzzles a child can often solve but machines struggle with. It measures whether AI can learn new rules on the fly, not just recall training data, and carries a $1M prize for a solution."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-arc-agi-benchmark",
      "title": "Announcing ARC-AGI-2 and ARC Prize 2025",
      "lastModified": "2026-06-17T22:32:15.385Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-attention-mechanism",
      "title": "What is the attention mechanism?",
      "description": "The attention mechanism lets AI models weigh which words in a piece of text matter most to each other, so they grasp context and meaning. Introduced in 2017, it is the core idea behind tools like ChatGPT and modern AI."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-attention-mechanism",
      "title": "The Power of Paying Attention, How ChatGPT Understands Conversations",
      "lastModified": "2026-06-17T22:32:15.385Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-bletchley-declaration",
      "title": "What is the Bletchley declaration?",
      "description": "The Bletchley Declaration is a November 2023 statement signed by 28 countries and the EU at the UK AI Safety Summit, agreeing that powerful frontier AI should be safe and that nations will cooperate to study and manage its risks."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-bletchley-declaration",
      "title": "World-First Agreement on AI Reached",
      "lastModified": "2026-06-17T22:32:15.385Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-chinchilla-scaling-result",
      "title": "What is the Chinchilla scaling result?",
      "description": "A 2022 DeepMind study showing that AI models were being built too big and fed too little data. Its smaller Chinchilla model beat one four times larger by training on far more text, setting the rule of roughly 20 words of data per model parameter."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-chinchilla-scaling-result",
      "title": "Chinchilla Scaling, Compute-Optimal Training and the 20-Token-Per-Parameter Rule",
      "lastModified": "2026-06-17T22:32:15.393Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-control-problem",
      "title": "What is the control problem?",
      "description": "The control problem is the challenge of making sure a highly capable AI does what its creators actually intend, rather than literally what it was told. Because a smart system pursues its goal single-mindedly, steering or shutting it down may be far harder than building it."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-control-problem",
      "title": "Existential risk from artificial intelligence",
      "lastModified": "2026-06-17T22:32:15.397Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-digital-divide-in-ai",
      "title": "What is the digital divide in AI?",
      "description": "The AI digital divide is the widening gap between those who can access and use AI and those who cannot. Big firms, rich regions, and skilled users pull ahead while small businesses, rural areas, and the under-resourced fall behind on access, skill, and payoff."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-digital-divide-in-ai",
      "title": "The Emerging Generative Artificial Intelligence Divide in the United States",
      "lastModified": "2026-06-17T22:32:15.397Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-energy-consumption-of-ai",
      "title": "What is the energy consumption of AI?",
      "description": "AI runs on electricity-hungry data centers. A typical chatbot question uses roughly the power of an old web search, but training and running models at scale adds up. Data centers used about 1.5% of world electricity in 2024, set to near 3% by 2030."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-energy-consumption-of-ai",
      "title": "We did the math on AI's energy footprint",
      "lastModified": "2026-06-17T22:32:15.397Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-environmental-impact-of-ai",
      "title": "What is the environmental impact of AI?",
      "description": "AI runs on power-hungry data centers that consume large amounts of electricity and water and emit carbon. Energy use is surging fast, but a single query is small and AI can also help cut emissions elsewhere."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-environmental-impact-of-ai",
      "title": "Responding to the climate impact of generative AI",
      "lastModified": "2026-06-17T22:32:15.397Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-eu-ai-act",
      "title": "What is the EU AI Act?",
      "description": "The EU AI Act is a 2024 European Union law that classifies AI systems into four risk tiers and assigns obligations to each tier, with the strictest applying to high-risk and prohibited uses."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-eu-ai-act",
      "title": "Executive Order 14110: Safe, Secure, and Trustworthy Development and Use",
      "lastModified": "2026-06-17T22:32:15.413Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-future-of-work-with-ai",
      "title": "What is the future of work with AI?",
      "description": "AI is reshaping work mainly by automating tasks, not whole jobs. Today"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-future-of-work-with-ai",
      "title": "Success Strategies: The AI Tools Small Businesses Are Using",
      "lastModified": "2026-06-17T22:32:15.413Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-model-context-protocol",
      "title": "What is the Model Context Protocol (MCP)?",
      "description": "The Model Context Protocol is an open standard, often called the USB-C for AI, that lets any AI assistant plug into your business tools and data through one universal connector instead of costly custom integrations built one at a time."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-model-context-protocol",
      "title": "One Year of MCP, November 2025 Spec Release",
      "lastModified": "2026-06-17T22:32:15.413Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-nist-ai-risk-management-framework",
      "title": "What is the NIST AI risk management framework?",
      "description": "The NIST AI RMF is a free, voluntary U.S. government playbook released in 2023 that helps any organization spot and manage the risks of using AI, organized around four jobs: Govern, Map, Measure, and Manage."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-nist-ai-risk-management-framework",
      "title": "NIST AI RMF Trustworthy AI Characteristics (NIST AI 100-1) - The 7 Official",
      "lastModified": "2026-06-17T22:32:15.413Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-orthogonality-thesis",
      "title": "What is the orthogonality thesis?",
      "description": "The orthogonality thesis says an AI"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-orthogonality-thesis",
      "title": "Orthogonality Thesis: Why AI Intelligence Doesn't Guarantee Safety",
      "lastModified": "2026-06-17T22:32:15.413Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-return-on-investment-of-ai",
      "title": "What is the return on investment (ROI) of AI?",
      "description": "AI ROI is the financial gain a business earns from money spent on AI tools, minus the cost. In 2025 most firms saw little measurable bottom-line return, while a small minority that redesigned how work gets done captured real value."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-return-on-investment-of-ai",
      "title": "AI ROI: The paradox of rising investment and elusive returns",
      "lastModified": "2026-06-17T22:32:15.425Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-role-of-government-in-ai",
      "title": "What is the role of government in AI?",
      "description": "Governments wear several hats at once on AI: rule-maker, funder, big customer, and standard-setter. For a business, that means new compliance deadlines (like the EU AI Act in Aug 2026) plus a live fight over whether US states or Washington set the rules."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-role-of-government-in-ai",
      "title": "Battle for AI Governance: White House's Plan to Centralize AI Regulation and States' Continuous Opposition",
      "lastModified": "2026-06-17T22:32:15.425Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-total-addressable-market-for-ai",
      "title": "What is the total addressable market for AI?",
      "description": "The total addressable market for AI is the full revenue businesses could earn selling AI products and services. Estimates run roughly 390 billion dollars in 2025 to 1.8-3.5 trillion by the early 2030s, with far larger economy-wide value beyond direct sales."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-total-addressable-market-for-ai",
      "title": "Artificial Intelligence - Worldwide Market Forecast",
      "lastModified": "2026-06-17T22:32:15.425Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-turing-test",
      "title": "What is the Turing test?",
      "description": "The Turing test, proposed by Alan Turing in 1950, asks whether a person chatting by text can tell a machine from a human. If they cannot, the machine passes. Modern AI like GPT-4.5 now fools judges most of the time, raising real questions for businesses."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-the-turing-test",
      "title": "Do customer service chatbots need to pass the Turing test",
      "lastModified": "2026-06-17T22:32:15.425Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-tool-calling",
      "title": "What is tool calling?",
      "description": "Tool calling lets an AI model reach beyond its own text and ask your software to do something real: look up a customer, check inventory, send an email. The model decides when and what to call; your systems actually run it and hand back results."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-tool-calling",
      "title": "Function calling using LLMs",
      "lastModified": "2026-06-17T22:32:15.425Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-training-vs-inference",
      "title": "What is training vs. inference?",
      "description": "Training is the one-time, costly process of building an AI model; inference is running that finished model to answer each request. For most businesses the recurring inference bill, not training, dominates the lifetime cost of AI."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-training-vs-inference",
      "title": "RAG vs fine-tuning vs prompt engineering",
      "lastModified": "2026-06-17T22:32:15.437Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-transfer-learning",
      "title": "What is transfer learning?",
      "description": "Transfer learning reuses an AI model already trained on a huge dataset and adapts it to your specific task with far less data, time, and cost than building one from scratch. It is why useful custom AI is now affordable for small teams."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-transfer-learning",
      "title": "Transfer learning: harnessing the power of pre-trained models for business success",
      "lastModified": "2026-06-17T22:32:15.437Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-unsupervised-learning",
      "title": "What is unsupervised learning?",
      "description": "Unsupervised learning lets software find patterns in your data on its own, without you labeling the right answers first. It powers customer segmentation, recommendations, and fraud alerts by grouping similar things and flagging the unusual."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-unsupervised-learning",
      "title": "Unsupervised Machine Learning: Examples and Use Cases",
      "lastModified": "2026-06-17T22:32:15.437Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-us-ai-policy",
      "title": "What is US AI policy?",
      "description": "As of 2026 US AI policy is a deregulation-first federal stance promoting AI dominance, colliding with a patchwork of state laws. Washington pushes to override state rules; states like California and Colorado still impose real duties businesses must follow today."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-us-ai-policy",
      "title": "State AI laws under federal scrutiny: Key takeaways from the executive order establishing federal AI policy framework",
      "lastModified": "2026-06-17T22:32:15.437Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-vertical-ai",
      "title": "What is vertical AI?",
      "description": "Vertical AI is software built for one industry"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-vertical-ai",
      "title": "Vertical AI Agents 2026: Why Industry-Specific Agents Are Eating SaaS",
      "lastModified": "2026-06-17T22:32:15.437Z"
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-video-generation",
      "title": "What is video generation?",
      "description": "AI video generation turns a written prompt, image, or script into a finished video clip, skipping cameras and editing. Tools like Google Veo and Runway can even add synchronized sound, cutting production from weeks to hours for marketing and training."
    },
    {
      "url": "https://sapiens.wiki/articles/what-is-video-generation",
      "title": "The Evolution of Text to Video Models",
      "lastModified": "2026-06-17T22:32:15.453Z"
    },
    {
      "url": "https://sapiens.wiki/articles/who-are-the-leading-ai-companies",
      "title": "Who are the leading AI companies?",
      "description": "A handful of companies dominate AI. Anthropic and OpenAI lead the pure-AI startups (both near or above $850B), while Google, Microsoft, Meta, and chipmaker Nvidia control the rest of the stack. Here is who they are and why they matter to your business."
    },
    {
      "url": "https://sapiens.wiki/articles/who-are-the-leading-ai-companies",
      "title": "Best Open-Source LLM in May 2026: Llama 4 vs Qwen 3.5 vs DeepSeek V4 vs",
      "lastModified": "2026-06-17T22:32:15.453Z"
    },
    {
      "url": "https://sapiens.wiki/branches/geography",
      "title": "Geography — Sapiens",
      "description": "Where AI capability and capital are concentrated — US, China, EU, Gulf."
    },
    {
      "url": "https://sapiens.wiki/branches/philosophy",
      "title": "Philosophy — Sapiens",
      "description": "What AI means for agency, meaning, and the future of mind."
    },
    {
      "url": "https://sapiens.wiki/branches/policy",
      "title": "Policy — Sapiens",
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