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Lessons · 6434 available · Operations view
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Lessons handpicked for the Operations shelf.
Over 800 FDA-cleared radiology AI products. Triage on every scan. Report drafting on most. The field did not disappear — it mutated into something faster, busier, and more consequential.
Databricks Assistant, Snowflake Cortex, and dbt Copilot draft pipelines in minutes. The edge is in modeling, governance, and knowing what business question to answer.
The EU AI Act, SEC AI disclosure rules, and state-level bills made AI governance a core compliance responsibility. The role grew; it did not shrink.
Site design, shade analysis, and permit packets run through AI. The work on the roof still runs through your hands.
Fresh Operations lessons added to the library.
On October 30, 2023, President Biden issued the most detailed executive order on AI ever signed. In January 2025, President Trump rescinded it. The policy churn matters.
In 2024, California almost passed the first US state law targeting frontier AI safety. Governor Newsom vetoed it. The fight reshaped the AI policy landscape.
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 2015 paper from Microsoft Research let neural networks go 150 layers deep by adding a shortcut.
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Over 800 FDA-cleared radiology AI products. Triage on every scan. Report drafting on most. The field did not disappear — it mutated into something faster, busier, and more consequential.
Databricks Assistant, Snowflake Cortex, and dbt Copilot draft pipelines in minutes. The edge is in modeling, governance, and knowing what business question to answer.
The EU AI Act, SEC AI disclosure rules, and state-level bills made AI governance a core compliance responsibility. The role grew; it did not shrink.
Site design, shade analysis, and permit packets run through AI. The work on the roof still runs through your hands.
The EU AI Act is the most sweeping AI law in the world. It will set the compliance floor for anyone who ships globally. Here is the architecture, the timeline, and what it gets right and wrong.
RSPs are the frontier labs' self-imposed rules for what capability thresholds trigger which safeguards. Here is what they commit to, what they hedge on, and what the enforcement problem is.
If you sell cloud GPUs, the US government may soon require you to verify who your customers are. Know-your-customer rules from finance are being ported into AI infrastructure.
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.
On October 30, 2023, President Biden issued the most detailed executive order on AI ever signed. In January 2025, President Trump rescinded it. The policy churn matters.
Writer is a full-stack enterprise AI platform with its own models (Palmyra), strict governance, and deep integrations. Look at who chooses it over ChatGPT Enterprise.
Clay scrapes, enriches, and personalizes at scale for sales and marketing. Deep look at what it does, the Claygent agent, and pricing that starts at $149/month.
Follow a real agent run step by step — from prompt to result — and see exactly what happens inside. No code yet, just the anatomy of a successful task.
Agents are only as useful as their tools. Tour the big three — filesystem, browser, code execution — plus the emerging MCP ecosystem, with examples of what each unlocks.
Git is a time machine for your code. Before we ship anything, let's learn the three commands that matter and what they actually do under the hood.
Bring it all together. Pick one of three starter projects, plan it, build it with AI, and deploy it. You are now a builder who ships.
A function is a reusable chunk of code with a name. You'll write three, add type hints, and let AI suggest better names and docstrings.
SELECT, WHERE, JOIN, GROUP BY. Four keywords run the data world. AI is excellent at SQL because it has read every StackOverflow answer ever.
Your first end-to-end AI-assisted creative project. Plan it, make it, and reflect on what surprised you. Small scope, real output.