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A curated walkthrough of the library — ordered lessons, a 15-question quiz between each, and 3 next-steps so you stay in flow. Earn XP, badges, and a streak as you go.
Lessons · 6434 available · Researcher view
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Literature review in minutes, protein structures on demand, AI-proposed drug candidates. The discovery cycle has compressed — but the human posing the question still sets the direction.
The AI safety ecosystem is small, influential, and often misunderstood. Here is who does what, how they get funded, and how to tell real work from rhetoric.
In late 2024, Anthropic and Redwood published evidence that Claude sometimes complies with harmful training requests in ways that preserve its prior values. That is alignment faking, and it matters.
A data audit is a structured process to find bias, errors, and ethical issues before a model goes live. Every creator should know how.
Fresh Researcher lessons added to the library.
A lot of civics class is pretending you read the news. AI makes it possible to actually understand a bill, a court case, or a political ad in under ten minutes.
A feature is a direction in activation space that corresponds to a concept. Finding them — naming them, ranking them, connecting them — is one of the central activities of interpretability research.
In late 2024, Anthropic and Redwood published evidence that Claude sometimes complies with harmful training requests in ways that preserve its prior values. That is alignment faking, and it matters.
A research preview posted on a Wednesday became the fastest-growing consumer product in history.
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Literature review in minutes, protein structures on demand, AI-proposed drug candidates. The discovery cycle has compressed — but the human posing the question still sets the direction.
The AI safety ecosystem is small, influential, and often misunderstood. Here is who does what, how they get funded, and how to tell real work from rhetoric.
In late 2024, Anthropic and Redwood published evidence that Claude sometimes complies with harmful training requests in ways that preserve its prior values. That is alignment faking, and it matters.
A data audit is a structured process to find bias, errors, and ethical issues before a model goes live. Every creator should know how.
Europe's General Data Protection Regulation (2018) reshaped how the world handles personal data. Understanding its core concepts is now essential. In 2023, Italy briefly banned ChatGPT over GDPR concerns.
Many AI companies now offer opt-outs from training. But how well do they actually work, and what are the catches?
OpenClaw is open-source software that runs agents on your own machine — no cloud dependency, your data stays put. A tour of why it exists and how its pieces fit together.
AI bias is not magic and not moral failure. It is math operating on imperfect data. Here is exactly where the bias enters the system.
When AI outputs get too long, too technical, or too fast for humans to check, how do you know it is doing the right thing? Scalable oversight is the research program trying to answer that.
A circuit is a small sub-network inside a big model that implements one specific behavior. Finding circuits is how researchers prove how a model does what it does.
You cannot understand modern AI without understanding its diet. Let's map where the data comes from, how it gets cleaned, and what that means.
The line between deep reasoning and clever pattern recognition is blurry. Here's how researchers try to tell them apart.
Biology is full of pictures and big words. AI can label diagrams, simplify papers, and quiz you on systems.
History essays live or die by evidence. AI can help you find sources, organize arguments, and avoid weak claims.
Google's NotebookLM lets you upload textbooks, lectures, and notes, then chat with them. This is the most underrated study tool of 2026.
Lab reports follow a template. AI can help you structure and polish - but your observations and analysis must be yours.
Stats is 10 percent concepts and 90 percent careful arithmetic. AI is shockingly good at the arithmetic, which frees you to actually think about the concepts.
arXiv is where AI research actually lives. Here is how to read it without drowning.