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Learn how to use AI easily, for any role and any level of knowledge.

59paths
381courses

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Five complete paths, every chapter unlocked — no payment, no trial timer. Start learning AI today and earn a Certificate of Completion.

Free
AI Engineering Foundations
PractitionerEngineer
Core techniques — context, retrieval, structured outputs, fine-tuning, and multimodal
12 chapters ~4.5 hr
Earn a Certificate of Completion
Free
Claude Code
PractitionerEngineer
From first steps to power-user — master Claude Code inside and out
7 chapters ~2 hr
Earn a Certificate of Completion
Free
Copilot in Your M365 Apps
PractitionerNon-tech
Operational deep dives into Copilot inside the five M365 apps you use every day — Outlook, Word, Excel, PowerPoint, and Teams. Concrete prompts, daily moves, and the failure modes specific to each app, calibrated to Agent Mode (the default since April 2026)
6 chapters ~2 hr
Earn a Certificate of Completion
Free
Claude Cowork Foundations
FoundationsNon-tech
From your first delegated task to power-user flows — master Claude Cowork's desktop-agentic interface, pick the right tool between Cowork, Claude Code, and Chat, and configure the platform for a Team or Enterprise tenant
6 chapters ~2 hr
Earn a Certificate of Completion
Free
Why AI, Why Now, Why You
FoundationsNon-tech
For workers who hear 'AI' daily and aren't sure why — your soft skills are the moat and you don't have to wait for technical specialists anymore
6 chapters ~1.5 hr
Earn a Certificate of Completion
12 chapters
Explore the full AI Engineering Foundations path
AI Engineering Foundations: Intro
The map of the AI Engineering Foundations skill path — what each chapter teaches, how they fit together, and where to start
Free12 min
Prompt Engineering Craft
Write prompts that work like programs — structured, testable, and consistently effective
Free22 min
Context Engineering
Master the art and science of curating optimal context for AI agents
Free15 min
Structured Outputs
Constrained decoding, schema engineering, and type-safe AI pipelines
Free20 min
RAG Foundations: From Chat to Retrieval
Build the minimum viable RAG pipeline — chunk, embed, store, retrieve, augment, generate — in plain code
Free22 min
RAG Engineering
Take the retrieval backbone to production — embeddings, chunking strategies, hybrid retrieval, advanced patterns, and evaluation. Assumes RAG Foundations.
Free25 min
Fine-Tuning for AI Engineers
When to fine-tune vs RAG vs prompting — SFT, LoRA, dataset prep, and evaluation
Free25 min
Multimodal AI Engineering
Vision, document, PDF, and video processing — build with images and audio, not just text
Free22 min
Dataset Engineering
Build high-quality training and eval datasets — synthetic data, labeling, and curation pipelines
Free22 min
Prompt Caching & Inference Optimization
Prompt caching, KV-cache, batching, speculative decoding, and token budgeting
Free25 min
Context Engineering for Knowledge Systems
Architect knowledge bases that AI agents can navigate, retrieve from, and act upon
Free25 min
Post-Training: DPO, GRPO & RL
Pick the right post-training algorithm — DPO, GRPO, Dr-GRPO, DAPO, KTO, GiGPO — without drowning in research papers
Free22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Claude Code path
Claude Code: Start Here
A 12-minute orientation to the Claude Code skill path — why it exists, what you'll be able to do, how the chapters relate, and where to begin
Free12 min
CC Essentials
From zero to productive — master Claude Code fundamentals and start shipping with AI from day one
Free15 min
CC Pro Flows
Advanced workflows, custom commands, and power-user patterns that 10x your output
Free20 min
CC Plugins Essentials
Build your first Claude Code plugin — from zero to shareable
Free14 min
CC Plugins: Power User
Advanced plugin patterns — hooks, agents, MCP servers, and marketplaces
Free17 min
CC Memory Mastery
Master every persistence layer — CLAUDE.md, auto memory, rules, settings, and hooks — so Claude never forgets
Free22 min
CC Cost Control
Tame your AI agent spend — model tiers, thinking budgets, caching, and Claude Code settings that cut costs without cutting quality
Free22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
6 chapters
Explore the full Copilot in Your M365 Apps path
Per App: Start Here
A 12-minute orientation across the five-app M365 Copilot deep-dive set — Outlook, Word, Excel, PowerPoint, Teams. One grammar (Agent Mode + License/Graph/Labels + verify-before-trust); five surfaces; no required order. Pick the app where your day actually lives
Free12 min
Outlook Copilot Deep Dive
From 47 emails to 5 minutes — agent-mode triage, thread summarization that doesn't lose detail, on-brand drafting, natural-language rules, and the verification habits that keep Copilot honest in your inbox starting Tuesday morning
Free22 min
Word Copilot Deep Dive
From blank page to polished doc with Agent Mode (default since April 22, 2026) — prompt-first drafting grounded in your files, brand-voice rewrites that don't sound like a robot, long-form structure that survives partial regeneration, and the four-check verification that keeps Copilot honest in your memos and proposals starting Tuesday morning
Free25 min
Excel Copilot Deep Dive
From a 2,000-row export to a board-ready answer in 15 minutes — Agent Mode (default since April 22, 2026), the brand-new =COPILOT() cell function, Python in Excel via natural-language prompts, the seven reliable data cleanups, and the four-check verification habits that keep your numbers honest in spreadsheets starting Tuesday morning
Free22 min
PowerPoint Copilot Deep Dive
From a 9am brief to a 4pm board deck — Agent Mode (default since April 22, 2026), the Brand Kit + Template combo that fixes the 'why do my Copilot slides look generic' problem, exact-hex-and-template-name prompts, per-slide refinement that doesn't cascade, and the four-check verification habit that keeps your deck on-brand starting Tuesday morning
Free22 min
Teams Copilot Deep Dive
From eight hours of meetings to five minutes of catch-up — real-time mid-meeting questions, time-bounded prompts, action items with real owners (not fabricated), the Microsoft Tech Community v1.5 prompt for high-fidelity meeting analysis, and the four-check verification habit that keeps Copilot honest in your meetings starting Tuesday morning
Free22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
6 chapters
Explore the full Claude Cowork Foundations path
Claude Cowork: Start Here
The orientation chapter — what makes Cowork its own discipline, and how the rest of the skill path is laid out.
Free12 min
Cowork vs. Claude Code
Same model, three surfaces, three primary verbs — pick the right one for the task in front of you, and recognize the mid-task moment to switch.
Free18 min
Cowork Essentials
The day-one chapter — install Cowork, connect three apps, and ship your first delegated deliverable from your filesystem before your coffee gets cold.
Free22 min
Cowork Projects, Plugins & Skills
Three concentric rings of customization — Projects, Skills, Plugins — that turn the generic agent into a workspace shaped to one specific job.
Free24 min
Cowork Pro Flows
Five power features — Dispatch, /schedule, Claude in Chrome, Live Artifacts, and sub-agents — that take you from productive Cowork user to running Cowork like an analyst who automated their job.
Free22 min
The Admin's Cowork Console
The operating manual for the one person at a Team or Enterprise tenant who configures Cowork org-wide — plans, identity, Memory policy, plugin marketplace, audit and compliance.
Free22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
6 chapters
Explore the full Why AI, Why Now, Why You path
Why AI, Why Now, Why You: Start Here
Orientation across the five-chapter beginner path — why 2026 is the inflection point, why your soft skills are the moat, why you don't have to wait for technical specialists, what real companies are actually doing, and what to do this week
Free12 min
Why AI Matters Right Now
Why 2026 is the year AI quietly stopped being a side project for technical teams and became a daily tool for everyone else — and what doing nothing now actually costs
Free12 min
You Already Have the Right Skills
Judgment, communication, taste, domain expertise — the soft skills you've spent your career building are the moat. Walk through each one with concrete examples of it in action with AI
Free15 min
AI as Non-Technical Enabler
AI closes the gap between non-tech workers and the specialists you used to depend on — data analysts, designers, translators, legal reviewers. Concrete moves you can make without becoming a developer
Free15 min
Augmentation in Real Companies
Six to eight named companies, public numbers, and role-level stories — what Klarna, Shopify, Anthropic itself, and a marketer, salesperson, HR partner, and finance analyst actually did with AI in 2025–26
Free15 min
What to Do This Week
Pick one tool, three tasks, and a 4-question filter for when AI is the right call — the concrete plan you can start Monday morning, and the explicit handoff to AI Foundations as the next path
Free12 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate

AI by Role

Role-specific AI playbooks — the workflows, prompts, and tool stacks tuned to the daily work of sales, marketing, HR, CX, finance, legal, operations, and product management

AI Adoption & Change Management
PractitionerNon-tech
Stage-by-stage operational playbook from pilot to scale — resistance patterns, adoption curves, embedding rituals, and the grassroots tactics that make AI stick
4 chapters ~1.5 hr
Earn a Certificate of Completion
Customer Experience at AI Speed
PractitionerNon-tech
The AI playbook for customer experience teams — ticket triage, reply drafting, knowledge base generation, voice of customer analysis, and the ethical anchor on deflection
7 chapters ~2 hr
Earn a Certificate of Completion
Data Work with AI
PractitionerNon-tech
Vendor-agnostic AI for analysts — no Copilot. Process and ideas, with Microsoft Excel as tool example. Better questions, cleaner data, exploratory analysis, narrative communication, reproducible patterns, rigor about hallucinations.
8 chapters ~3 hr
Earn a Certificate of Completion
Finance at AI Speed
PractitionerNon-tech
AI-assisted finance workflows — spreadsheet analysis, budgeting & forecasting, document extraction, management commentary, investor materials, and Copilot for finance
8 chapters ~2.5 hr
Earn a Certificate of Completion
People Ops, Reimagined
PractitionerNon-tech
AI as a decision-support partner for HR teams — recruiting, onboarding, performance, employee insights, policy drafting, and lightweight coding for HR workflows
10 chapters ~3.5 hr
Earn a Certificate of Completion
Leading in the AI Era
AdvancedNon-tech
The five decisions only executives can make — strategy, build/buy/partner, org design, risk governance, and change leadership for AI transformation
5 chapters ~1.5 hr
Earn a Certificate of Completion
The AI-Augmented Lawyer
PractitionerNon-tech
AI for in-house legal teams — contract review, drafting, legal research, privacy & DPA reviews, negotiation tracking, and the hallucination guardrails that keep it defensible
10 chapters ~3.5 hr
Earn a Certificate of Completion
The Modern Marketer
PractitionerNon-tech
The AI toolkit for marketers — pick the right tool per job, extract and protect brand voice, plan campaigns, master Generative Engine Optimization (GEO), build small marketing automations, recognize when AI is your thinking partner vs when it lies, and measure with judgment
8 chapters ~3 hr
Earn a Certificate of Completion
Operations at AI Speed
PractitionerNon-tech
Deploy AI across operational workflows — process mapping, helpdesk bots, no-code automation, reporting dashboards, vendor procurement, and frontline tools
7 chapters ~2 hr
Earn a Certificate of Completion
Building Product with AI
PractitionerNon-tech
AI-accelerated product management — specs & PRDs, user research synthesis, competitive analysis, roadmap comms, A/B test design, and coding-lite tools for PMs
7 chapters ~2 hr
Earn a Certificate of Completion
Selling at AI Speed
PractitionerNon-tech
The recipe book for non-technical sales practitioners — signal-based prospecting, outreach at scale with verified facts, pre-call dossiers, AI-assisted forecasting, polished proposals, lightweight coding for sales workflows, and Copilot inside CRM-grounded selling
2 chapters 39 min
Earn a Certificate of Completion
4 chapters
Explore the full AI Adoption & Change Management path
AI Adoption & Change Management
Why rollouts fail, how to make AI stick, and the operational playbook from pilot to scale
13 min
The AI Adoption Playbook
Stage-by-stage operational model from pilot to scale — the five adoption stages, resistance patterns, and the grassroots tactics that make AI stick
22 min
Building AI Champions
Find, enable, and sustain the grassroots layer — champion profiles, toolkits, burnout prevention, and rotation models
24 min
Measuring AI Adoption
Leading indicators, behavior-driving metrics, and when to declare success — the four metrics that matter and the four vanity metrics to kill
20 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Customer Experience at AI Speed path
AI for CX: Start Here
A 12-minute orientation across the AI-for-CX chapter — the four-layer operational ladder, the ethical anchor on deflection, and where to begin
12 min
Ticket Triage & Smart Routing
Build the AI triage layer that sits at the front of every CX queue — taxonomy, confidence scoring, and priority stacking
20 min
Reply Drafting with the Right Tone
AI-assisted CX replies that sound like your brand — tone presets, de-escalation, and the human-review matrix
20 min
Self-Service & Knowledge Base Generation
Build a knowledge base from real tickets, write findable articles, and maintain them on a cadence
20 min
Voice of Customer & Trend Analysis
Turn thousands of conversations into themes — sentiment taxonomy, churn-phrase watchlists, and multi-stakeholder distribution
20 min
When to Stop Deflecting
The ethical anchor — name the trap high deflection hides, separate good deflection from relationship-burning, and give leaders push-back language
20 min
Coding-Lite for CX
Build three recursive CX tools — self-updating FAQ, self-learning template factory, and continuous sentiment monitor
20 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
8 chapters
Explore the full Data Work with AI path
Data Analysts: Start Here
A 12-minute orientation to the Data Analysts skill path — why it exists, what you will be able to do, how the seven chapters relate, and where to begin
12 min
The Modern Analyst's AI Workflow
Map the complete AI-augmented analysis loop — from question to action — and build habits that make any LLM your daily thinking partner
22 min
Asking Better Questions of Data
Turn vague business requests into precise analytical sub-questions — use AI to decompose, challenge, and sharpen every question before you touch the data
22 min
Data Cleaning & Reshaping with AI
Reclaim the 60-80% of analysis time lost to messy data — use AI to detect anomalies, generate Microsoft Excel cleaning formulas, reshape structures, and validate transformations
24 min
Exploratory Analysis with AI
Let AI surface patterns, correlations, anomalies, and next questions from your data — spend less time staring at spreadsheets and more time finding what matters
22 min
Storytelling with Data + AI
Turn analytical findings into compelling narratives that drive decisions — using AI to draft chart titles, annotations, executive summaries, and slide structures
24 min
Reproducible Analysis Patterns with AI
Make every analysis repeatable, auditable, and hand-off-ready — using AI to document, template, and automate your analytical workflows
22 min
Bias, Errors & Hallucinations in Data Work
Recognize the three failure modes of AI-assisted analysis — systematic bias, wrong outputs, and confident fabrication — and build verification protocols that catch them before they reach stakeholders
24 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
8 chapters
Explore the full Finance at AI Speed path
AI for Finance: Start Here
The 12-minute orientation to the AI for Finance stack — 5 finance moments, 8 courses, and where to start
15 min
AI in Financial Spreadsheets
Master AI-powered workflows for NPV, IRR, and audit-trail spreadsheet analysis
20 min
Budgeting and Forecasting with AI
Master driver-based modeling, scenario planning, and high-stakes forecasting with AI
18 min
Document Extraction at Scale
Automate invoice, receipt, and bank statement processing with AI — from pilot to production
18 min
Management Commentary with AI
Transform variance data into strategic narrative — AI-assisted storytelling for CFOs
17 min
Investor Materials and Board Packs
AI-assisted investor updates, board decks, and earnings prep — CFO owns the message
17 min
Coding-Lite for Finance
Build finance mini-projects with Claude Code — variance commentary generator, invoice batch extractor, board pack assembler
19 min
Scenario Modeling with AI in Microsoft Excel
Build multi-case financial models that make uncertainty visible, stress-test assumptions with AI, and translate scenarios into board-ready decisions
25 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
10 chapters
Explore the full People Ops, Reimagined path
AI for HR: Start Here
Orient to the AI for HR stack — where AI helps, where guardrails matter, and where to begin
12 min
Onboarding & Internal Comms
Welcome bots, personalized onboarding paths, and tone-matched internal communications
20 min
Performance & Feedback with AI
360 synthesis, calibration support, feedback language, and OKR tracking
20 min
Employee Insights from Surveys
Theme extraction, sentiment beyond positive/negative, and risk signals
20 min
Policy & Handbook Drafting
AI drafts, legal verifies — policy templates, localization, and compliance
20 min
Coding-Lite for HR
Build feedback-loop systems for JD bias scoring, exit themes, and headcount tracking — no terminal required
20 min
Adopt Anthropos in HR
Skills mapping, verification with AI Simulations, and upskilling with Skill Paths — the platform loop for HR leaders
28 min
Internal Mobility and Talent Matching
Person-to-role and role-to-person matching at scale — surfacing opportunities employees never knew existed
25 min
Compensation Benchmarking with AI
Market data, internal equity, and comp-band signals — making defensible pay decisions at scale
22 min
Recruiting with AI Guardrails
Recruiting is the highest-risk AI use case in HR — the regulators have said so explicitly (EU AI Act Article 6 + Annex III §4(a); Illinois HB 3773 effective Jan 1 2026; EEOC Title VII liability). Master the doctrine (AI as triage layer, not gatekeeper), the 4 named guardrails (audit the dataset, blind protected variables, quarterly diverse calibration panel, human decision-maker with documented rationale), and the audit trail that an auditor or plaintiff's counsel expects to see — mapped to Articles 13, 14, 15, 26, 27 of the EU AI Act and the EEOC's 2023 technical assistance
26 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
5 chapters
Explore the full Leading in the AI Era path
Leading in the AI Era
The five decisions that determine whether you control your AI destiny—or vendors, competitors, and inertia control it for you
15 min
AI Strategy & Investment Thesis
Four strategic postures, ROI math for CFOs, bets that compound, and when to go all-in vs hedge
20 min
Build vs Buy vs Partner
The strategic framework that determines whether you control your AI destiny—or vendors control yours
20 min
AI Org Design & Talent
Where to place AI teams, what roles to create, how to allocate budget for reskilling
22 min
AI Risk for the Boardroom
The five board-level risks, disclosure obligations, and governance KPIs that separate leaders from laggards
24 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
10 chapters
Explore the full The AI-Augmented Lawyer path
AI for Legal: Start Here
5 legal moments, 3 hallucination danger zones, and the guardrails that keep AI defensible in legal work
12 min
Contract Review & Risk Spotting
NDA/MSA/SOW review, standard playbooks, and anomaly detection with AI
20 min
AI-Drafted NDAs, MSAs & Addenda
Playbook + AI pattern, localization, and quality gates for legal drafting
20 min
Legal Research with AI
Westlaw AI, Lexis+, Harvey, citation hallucination, and regulatory tracking
20 min
Privacy, DPA & Vendor Reviews
DPA review, GDPR/AI Act check, vendor questionnaire, and the 24h review SLA
20 min
Negotiation Tracking & Internal Advisory
Redline tracking, side-by-side comparison, and internal advisory memo generation
20 min
Coding-Lite for Legal
Clause comparator, redline tracker, and contract indexing — built with AI coding agents
20 min
Litigation Support & Discovery with AI
eDiscovery, TAR protocols, privilege detection, early case assessment, and narrative assembly — AI as force-multiplier for litigation
22 min
Regulatory Watch with AI
Horizon scanning, multi-jurisdiction tracking, compliance mapping, and the AI tools that keep your regulatory program ahead of the curve
22 min
Matter Management & Outside-Counsel Spend
AI-powered invoice review, spend analytics, budget forecasting, and panel management for in-house legal teams
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
8 chapters
Explore the full The Modern Marketer path
AI for Marketing: Start Here
Your map to the 7 marketing-specific AI capabilities — pick the right tool per job, extract brand voice, plan campaigns, master Generative Engine Optimization (GEO), build small automations, recognize when AI is your partner vs your trap, and measure with judgment. Orient through the chapter, see the stack-map (hub + 6 spokes), and pick a recommended starting course based on your role and current pain
12 min
The Marketer's AI Toolkit
Map the 8 marketing jobs onto the 4 AI tool families (chat agents, research surfaces, embedded AI, automation), learn the 4-question routing rubric, and assemble the small multi-tool stack that actually fits a marketer's week — the foundation for the rest of the chapter
22 min
Brand-Voice Prompts
Workshop the 3 operational moves of brand-voice work with AI — extract 5-7 voice rules from 3-5 sample documents, capture them as a persistent system prompt (Custom GPT, Claude Project + Skill, or Gemini Gem) so every chat starts on-voice, and recognize the 5 drift signals that say it's time to reseed before shipping
22 min
AI-Powered Campaign Planning
Recognize the 4 moments where AI genuinely changes campaign planning (cited audience research, message-variant generation, pre-launch red-team, pre-ship verification) and the 3 dangers where its fluency makes things worse (positioning judgment, stakeholder politics, budget trade-offs) — operational moves with a citation discipline that keeps invented buyers out of your dossier
22 min
Generative Engine Optimization (GEO)
GEO is not better SEO. Different game, different metrics. Master the 4 operational moves — JSON-LD structured data AI engines prefer, per-engine brand-mention saturation (ChatGPT, Perplexity, AI Overviews each cite from different sources), citation-worthy content formatting (the opening 200 words rule + 5 more), and the hybrid SEO/GEO playbook — plus how to measure visibility with Otterly / Profound
25 min
Coding-Lite for Marketing
Build 3 small marketing tools end-to-end with an AI coding agent (Claude Code as worked example; Cursor / Codex / Gemini CLI as escape hatches) — a competitor blog tracker from RSS feeds, a campaign data analyzer that turns HubSpot CSV exports into AI-narrated insights, and a content calendar generator that produces voice-matched multi-channel calendars. With the personal-stays-personal discipline that keeps these tools from becoming accidental products
22 min
AI as Thinking Partner — Marketing
The meta-skill that outlasts every tool churn — AI is useful for thinking, dangerous for deciding. 4 marketing cases (AI buyer personas, market sizing, competitive analysis, campaign ROI prediction) plus a 2-question decision rule (generate or adjudicate? if wrong, reversible or not?) that applies to any AI tool — including ones that don't exist yet
20 min
Measure & Iterate with AI
The chapter's analytical close — use AI to interpret analytics faster (compute outside AI, narrate with AI), design tighter A/B tests (hypothesis crispness + sample-size sanity + when to use multi-arm bandits), and recognize the 3 overclaim patterns AI is prone to (confounded variables, cherry-picked windows, vanity metrics) that turn fluent dashboards into bad decisions
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Operations at AI Speed path
AI for Operations: Start Here
The mental map for deploying AI in operational workflows — five process patterns, ROI frameworks, and the build-vs-buy-vs-AI decision tree
12 min
Process Intelligence
Extract tribal knowledge into structured workflows, find bottlenecks and drift, monitor processes over time, and document SOPs in 30 minutes
20 min
Internal Tools & Helpdesk
Decide what to botify, prepare the knowledge base, choose the right platform, and manage the system over time
20 min
No-Code Automation Mastery
Turn Zapier-style workflows into AI-assisted decision engines — AI-in-the-middle and confidence-gated human review
20 min
Vendor & Procurement with AI
Contract review, RFP comparison, vendor diligence, negotiation prep — AI surfaces, you verify, you decide
20 min
Copilot for Frontline Workers
Deploy AI assistance for deskless teams — mobile-first tools, voice workflows, and shift handoff automation
18 min
Coding-Lite for Operations
Use AI coding agents to build operational tools without learning to code — SOP generators, vendor dashboards, and data monitors
24 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Building Product with AI path
AI for PMs: Start Here
Six PM moments where AI accelerates your work — and three where it doesn't
15 min
Specs & PRDs That Engineers Love
From vague idea to eng-ready spec with AI
15 min
User Research Synthesis
Turn interview transcripts into actionable insights
20 min
Competitive & Market Analysis
Monitor competitors and synthesize market intelligence with AI
20 min
Roadmaps & Stakeholder Comms
Narrative roadmaps and updates that land with every audience
20 min
A/B Test Design & Read-Out
Design experiments and read results without falling into statistical traps
22 min
Coding-Lite for Product & PM
Build PM tools without writing code — using AI agents
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
2 chapters
Explore the full Selling at AI Speed path
AI for Sales: Start Here
Orientation across the AI for Sales stack — why AI is rewriting EVERY stage of the funnel in 2026, the seven-course map (five funnel-stage courses run linearly: prospecting → outreach → call prep → forecasting → proposals; plus two satellites — Coding-Lite for Sales and Microsoft Copilot for Sales — that cross-cut the funnel), the leverage map separating where AI is decisive (research speed, draft scaffolding, signal ranking, summarization) from where the human stays decisive (judgment, trust-building, accountability, verification), the concrete capabilities at stack end, and the pick-by-pain table that picks your starting course (default: sales-prospecting)
13 min
Coding-Lite for Sales
Bridge from knowledge-worker AI use to AI engineering for sales — reframe the "I'm not a developer" mental block (the new floor: reps who can ship a small custom tool are 10× more leveraged than reps who can't), install a coding agent once (Claude Code as the worked example with explicit escape hatch to Cursor / Codex CLI / Gemini CLI), learn the describe-codes-run-fix loop, ship three running mini-projects in your actual workflow (pipeline report extending sales-pipeline-forecasting, custom lead score extending sales-prospecting, outreach personalizer extending sales-outreach-scale Tier 2) with the EXACT reproducible prompts, recognize when NOT to use a coding agent (native CRM/Apollo feature exists, data too sensitive, silently-wrong-numbers in a board deck), and walk away with a coding-lite system — folder structure, three running tools, weekly cadence
26 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate

AI Engineering: Foundations

Build AI systems — foundational techniques, agent frameworks, specialized archetypes, and edge deployment

Agent Engineering
PractitionerEngineer
Agent primitives — tool use, memory, skills, MCP, retrieval, and failure recovery
8 chapters ~2.5 hr
Earn a Certificate of Completion
Agent Infrastructure
AdvancedEngineer
The runtime substrate — sandboxing, interop protocols, memory backends, and orchestration primitives that production agents depend on
3 chapters 54 min
Earn a Certificate of Completion
Agent Frameworks
PractitionerEngineer
Master the APIs and agent frameworks from OpenAI and Anthropic — from raw API calls to production agent systems
9 chapters ~3 hr
Earn a Certificate of Completion
Free
AI Engineering Foundations
PractitionerEngineer
Core techniques — context, retrieval, structured outputs, fine-tuning, and multimodal
12 chapters ~4.5 hr
Earn a Certificate of Completion
Run an LLM on Your Own Machine
FoundationsEngineer
Run a capable LLM on the computer you already own — pick a tool, fit a model to your hardware, serve it to real projects, and upgrade smartly when you outgrow it.
7 chapters ~2 hr
Earn a Certificate of Completion
On-Device & Edge AI
AdvancedEngineer
Ship AI where the user is — Apple Foundation Models, Gemini Nano, MLX, distillation, and edge deployment patterns
4 chapters ~1.5 hr
Earn a Certificate of Completion
Specialized Agents
AdvancedEngineer
Production-ready agent archetypes — deep research, browser and computer use, voice, and scheduled autonomous ops
5 chapters ~1.5 hr
Earn a Certificate of Completion
8 chapters
Explore the full Agent Engineering path
Agent Engineering: Start Here
A 12-minute orientation to the Agent Engineering skill path — primitives for tool use, memory, skills, retrieval, and failure recovery
12 min
Your First AI Agent
Build the smallest possible agent — one model, one tool, one memory slot — and see exactly what makes the loop tick
22 min
Agentic Patterns
Tool use, ReAct loops, multi-agent orchestration, and guardrails for reliable agent systems
22 min
Agent Memory & State
Design memory systems that give AI agents continuity across sessions
22 min
MCP with Claude Code
Connect Claude to your tools using the Model Context Protocol
18 min
Mastering Agent Skills
Master the art and science of building Agent Skills — reusable instruction packages that teach AI agents your workflows
24 min
Agentic RAG
Build agents that plan, retrieve, self-correct, and route across knowledge sources
20 min
Agent Failure & Recovery
Build agents that survive tool failures, runaway loops, and cascading errors — with retry, circuit breakers, and human escalation
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
3 chapters
Explore the full Agent Infrastructure path
Agent Infrastructure: Start Here
A 12-minute orientation to the Agent Infrastructure skill path — the substrate beneath production agents and the two protocols you have to get right
12 min
Agent Interop with A2A & MCP
Build agents that talk to other agents — A2A, signed agent cards, secure delegation, and multi-framework bridges
22 min
Sandboxed Agent Execution
Pick the right isolation primitive — E2B, Modal, or Daytona — for agents that run untrusted code
20 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
9 chapters
Explore the full Agent Frameworks path
Agent Frameworks: Start Here
A 12-minute orientation to the Agent Frameworks skill path — what each chapter teaches, how they relate, and where to start
12 min
Agent Frameworks: The Landscape
Navigate the API-to-agent stack across OpenAI and Anthropic — understand the layers before you build
18 min
OpenAI API Mastery
Master both the Responses API and Chat Completions — understand when to use each and how to migrate
22 min
Anthropic API & SDK
Master the Messages API, tool use, extended thinking, and prompt caching — build with Claude from first principles
22 min
OpenAI Agents SDK
Build multi-agent systems with guardrails, handoffs, and tracing — OpenAI's framework for autonomous AI
22 min
Claude Agent SDK
Build autonomous agents with Anthropic's framework — the same engine that powers Claude Code, as a library you control
22 min
Production Agent Workflows
Ship multi-agent systems that integrate with real tools, scale in containers, and verify their own work
24 min
Agent Testing & Evaluation
Mock tools, trace decisions, build golden datasets, and run agent tests in CI/CD — testing for non-deterministic AI systems
20 min
LangGraph & Multi-Framework Agents
Read, debug, and ship across LangGraph, CrewAI, and AutoGen — the three frameworks you'll meet in customer code
20 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
12 chapters
Explore the full AI Engineering Foundations path
AI Engineering Foundations: Intro
The map of the AI Engineering Foundations skill path — what each chapter teaches, how they fit together, and where to start
Free12 min
Prompt Engineering Craft
Write prompts that work like programs — structured, testable, and consistently effective
Free22 min
Context Engineering
Master the art and science of curating optimal context for AI agents
Free15 min
Structured Outputs
Constrained decoding, schema engineering, and type-safe AI pipelines
Free20 min
RAG Foundations: From Chat to Retrieval
Build the minimum viable RAG pipeline — chunk, embed, store, retrieve, augment, generate — in plain code
Free22 min
RAG Engineering
Take the retrieval backbone to production — embeddings, chunking strategies, hybrid retrieval, advanced patterns, and evaluation. Assumes RAG Foundations.
Free25 min
Fine-Tuning for AI Engineers
When to fine-tune vs RAG vs prompting — SFT, LoRA, dataset prep, and evaluation
Free25 min
Multimodal AI Engineering
Vision, document, PDF, and video processing — build with images and audio, not just text
Free22 min
Dataset Engineering
Build high-quality training and eval datasets — synthetic data, labeling, and curation pipelines
Free22 min
Prompt Caching & Inference Optimization
Prompt caching, KV-cache, batching, speculative decoding, and token budgeting
Free25 min
Context Engineering for Knowledge Systems
Architect knowledge bases that AI agents can navigate, retrieve from, and act upon
Free25 min
Post-Training: DPO, GRPO & RL
Pick the right post-training algorithm — DPO, GRPO, Dr-GRPO, DAPO, KTO, GiGPO — without drowning in research papers
Free22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Run an LLM on Your Own Machine path
Run an LLM on Your Own Machine: Start Here
The map of this path — why running models locally is worth it, how the six chapters build on each other, and where to begin.
13 min
Why Run an LLM Locally
The model on your own machine is weaker than the frontier — and that trade is worth making more often than you'd think.
16 min
The Tools That Run Models
Four friendly front doors, one shared engine underneath — so the choice is about comfort, not capability.
17 min
Hardware & Quantization Reality
One number decides whether a model runs on your machine — and one trick lets you bend it.
18 min
Pick Your Local Model
Your hardware already narrowed the field — now choose by the job and read the license before you commit.
18 min
Serve a Model to Your App
Local models speak the same language as the cloud — so wiring one into your code is mostly changing a single line.
18 min
Build a Better Home Machine
Outgrew your hardware? The upgrade is one number — grow the right kind of memory, and a whole model class opens up.
18 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
4 chapters
Explore the full On-Device & Edge AI path
On-Device & Edge AI: Start Here
A 12-minute orientation to the On-Device & Edge AI skill path — the three platforms where your model can run without a cloud round-trip, and how to pick yours
12 min
Apple Foundation Models for Swift Developers
Ship a capable ~3B LLM inside your iOS app — guided generation, tool calling, and when to still reach for Claude
22 min
Gemini Nano and AICore on Android
Ship on-device AI to 140M+ Android devices — AICore as a shared system service, ML Kit GenAI APIs, and Gemma 4 agentic intelligence
22 min
MLX in Practice: Local Inference on Apple Silicon
Run arbitrary open models on your Mac — unified memory, JANG quantization, Ollama + MLX, and the honest limits of a single-user inference node
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
5 chapters
Explore the full Specialized Agents path
Specialized Agents: Start Here
A 12-minute orientation to the Specialized Agents skill path — four agent archetypes, when to pick each, and what makes them fail
12 min
Deep Research Agents
Master the plan-execute-synthesize archetype behind ChatGPT, Gemini, Perplexity, and Claude deep research — and know when not to use it
22 min
Computer Use & Browser Agents
Build AI agents that see, click, and control desktop environments
22 min
Voice & Conversational AI
Real-time voice agents — streaming audio, turn-taking, telephony, and emotion-aware delivery
25 min
Scheduled & Remote AI Agents
Architect always-on agents that run on cron schedules, fire on webhooks, and execute autonomously with human gates
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate

AI Engineering: Reliability & Trust

Ship, validate, and govern AI systems — production ops, code + E2E testing, evals, red-teaming, and compliance

LLM Evaluation
AdvancedEngineer
Evaluation as a discipline — from your first eval to LLM-as-judge rigor, eval suites at scale, and CI gating for production AI
5 chapters ~1.5 hr
Earn a Certificate of Completion
Adversarial AI
AdvancedEngineer
Defend and red-team your AI — prompt-injection foundations, defense-in-depth, attack taxonomy, automated jailbreak tooling, and context poisoning for production systems
5 chapters ~1.5 hr
Earn a Certificate of Completion
AI Governance & Compliance
AdvancedNon-tech
Operationalize trust — EU AI Act, model cards, audit trails, alignment regression testing, and incident response
7 chapters ~2.5 hr
Earn a Certificate of Completion
Code Testing for Agentic Dev
PractitionerEngineer
Static analysis, coverage, mutation, AI-driven test generation, pre-commit hooks, and property-based testing — the feedback loops that keep Claude Code and Codex honest
7 chapters ~2.5 hr
Earn a Certificate of Completion
E2E & Multimodal AI Testing
PractitionerEngineer
Test what users experience — Playwright, agentic browser QA, LLM-powered visual and audio testing, and test infrastructure at scale
6 chapters ~2 hr
Earn a Certificate of Completion
Production AI
PractitionerEngineer
Ship and operate — testing, security, cost, streaming, system design, and UX
11 chapters ~4 hr
Earn a Certificate of Completion
5 chapters
Explore the full LLM Evaluation path
Advanced Evals & LLM Judges: Start Here
A 12-minute orientation to the Advanced Evals skill path — judges, suites, and gates: the three layers that turn eval-by-vibes into a discipline that ships
12 min
Eval Foundations: Your First LLM Eval in 30 Minutes
Stop checking outputs by vibes — build a runnable eval with a golden dataset, deterministic scorer, and LLM judge, and read the result like an engineer
22 min
LLM-as-Judge: Rubrics, Bias, and Reliability
Design judges that survive CALM biases, calibrate against humans, and earn a place in your CI gate
22 min
Inspect AI: Production Eval Suites at Scale
Author, run, and visualize frontier-grade eval suites with UK AISI's open-source framework
22 min
Eval Gating in CI: Blocking Bad Merges
Wire per-PR evals into GitHub Actions, pick thresholds that survive flakiness, and decide when a gate belongs on main
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
5 chapters
Explore the full Adversarial AI path
Adversarial AI: Start Here
Orientation across the four-chapter Adversarial AI skill path — defender → threat-surface → offense → program — covering everything from your first prompt-injection patch to running an internal red-team practice
12 min
Prompt Injection Defense Foundations
Why prompt injection exists, how attackers exploit it, and the layered defense every LLM-powered feature needs before shipping
22 min
Context Poisoning & Indirect Injection
Map and defend the agent-era attack surface — RAG poisoning, document-borne payloads, memory poisoning, and tool-output hijacking that direct-injection defenses don't reach
22 min
Automated Jailbreak Tooling
Stand up automated offensive tooling for AI red-teaming — DeepTeam, PyRIT, Mindgard; attacker LRMs and BYO-attacker pattern; PAIR, TAP, GCG algorithms; and trajectory caching that turns expensive discovery into cheap CI gates
22 min
AI Red Teaming & Adversarial Evaluation
Run a red-team program for production AI — taxonomy, the finding lifecycle, runtime monitoring, alignment regression, and the internal playbook
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full AI Governance & Compliance path
AI Governance & Compliance: Start Here
A 12-minute orientation to the AI Governance & Compliance skill path — the rules, the evidence, and the response that turn "we should be compliant" into a program regulators accept
12 min
EU AI Act in Practice: GPAI Obligations
Ship compliant general-purpose AI before 2 Aug 2026 — scope, tech docs, copyright, systemic risk, and the Code of Practice shortcut
22 min
Model Cards and Audit Trails That Survive Regulators
Produce audit-ready model cards and signed, immutable logs that tie every output to its source, model version, and policy
22 min
AI Incident Response: From Detection to Recovery
Handle the 3am page — detect AI failures, contain blast radius, file Article 62 reports on time, and turn post-mortems into hardening
22 min
US AI Compliance Survey
Navigate the fragmented US AI regulatory landscape — NIST AI RMF, state-level laws, post-EO federal posture, and enforcement actions that set precedent
22 min
UK and Global AI Compliance
Map the compliance terrain beyond the EU and US — UK AISI, OECD AI Principles, ISO/IEC 42001 certification, and the frameworks shaping AI governance worldwide
22 min
Industry-Specific AI Compliance
Comply with sector regulators — HIPAA for healthcare AI, FDA for medical devices, FINRA for financial services, and PCI-DSS for payment systems
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Code Testing for Agentic Dev path
Code Testing for Agentic Dev: Start Here
A 12-minute orientation to the Code Testing skill path — the five feedback layers that keep Claude Code and Codex honest, and the order to learn them in
12 min
Testing Foundations
Test strategy, the testing trophy, and writing automated tests that actually catch bugs
18 min
Static Analysis for Agentic Development
Wire Ruff, Biome, Pyrefly, ty, Semgrep, and CodeQL as sub-second feedback sources for Claude Code and Codex
20 min
Pre-Commit Guardrails for AI Agents
Wire format, lint, type-check, and test into a layered hook stack that forces Claude Code and Codex to fix before they commit
20 min
Coverage & Mutation Testing
The two-tool feedback loop — coverage shows where tests are missing, mutation shows whether the tests you have actually catch bugs
22 min
AI-Driven Test Generation
From one-shot prompts to feedback-driven loops — drive, supervise, and review the systems that now write your tests
28 min
Property-Based & Fuzz Testing
Move past hand-picked examples — specify invariants, let generators hunt counterexamples, and pair the discipline with agents that propose the properties you missed
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
6 chapters
Explore the full E2E & Multimodal AI Testing path
E2E & Multimodal AI Testing: Start Here
A 12-minute orientation to the E2E & Multimodal Testing skill path — the four senses QA needs when agents ship multimodal products, and the order to learn them in
12 min
Playwright Essentials
Master browser testing with Playwright — locators, assertions, debugging, and cross-browser automation
20 min
Agentic AI Testing
AI agents that browse, click, and test — Playwright MCP, Test Agents, and autonomous QA workflows
22 min
Visual AI Testing
Screenshots meet LLM vision — semantic visual QA, vibe checks, design fidelity, and intelligent visual regression
20 min
Voice & Audio Testing
Test what users hear — voice bot QA, audio quality analysis, speech pipeline testing, and multimodal CI
22 min
Test Infrastructure at Scale
CI/CD pipelines, sharding, test observability, and AI-powered orchestration for production-grade testing
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
11 chapters
Explore the full Production AI path
Production AI: Intro
The map of the Production AI skill path — what each chapter teaches, how they fit together, and where to start
12 min
AI Testing & Evals
Build eval suites, catch regressions, and ship AI features with confidence
20 min
LLMOps in Production
Deploy, monitor, and operate AI systems that stay reliable at scale
22 min
AI Observability & Agent Tracing
Instrument, debug, and optimize multi-step AI agents in production
22 min
AI Security & Guardrails
Protect AI applications — from prompt injection defense to EU AI Act compliance
22 min
AI Cost & Model Strategy
Master token economics, model routing, and budget governance to run AI sustainably
20 min
Streaming & Real-Time AI
SSE, WebSockets, partial JSON parsing, streaming tool calls, and responsive AI interfaces
22 min
AI System Design
Architect reliable, scalable AI-native applications for production
22 min
AI UX Patterns
Design AI features users actually trust — confidence indicators, graceful failures, and human-in-the-loop
22 min
Model Migration & Multi-Provider
Prepare for model deprecations, build abstraction layers, and route across providers with confidence
22 min
Load Testing AI Systems
Why k6 and Locust lie about streaming LLMs — TTFT, ITL, goodput, GPU saturation, and SLO-gated load tests that actually predict production
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate

AI for Business Professionals

Orient to the AI space and master the tools — literacy, vocabulary, daily workflows with Copilot, ChatGPT, and Claude, and building digital products with AI as your team

What Are AI Agents?
FoundationsNon-tech
A non-technical introduction to AI agents — what they are, how they work, where you already use them, when they fail, and how to work alongside them effectively.
6 chapters ~1.5 hr
Earn a Certificate of Completion
AI Coding for Beginners
FoundationsNon-tech
The bridge from knowledge-worker AI use to building real things with AI — custom assistants, automations, vibe-coding, and the failure modes you'll meet, no developer experience required
7 chapters ~2.5 hr
Earn a Certificate of Completion
AI Digital Product Building
PractitionerNon-tech
Build digital products with AI as your team — restructure development around AI, ship features in hours, run agentic pipelines, and operate at startup-scale output as a one-person product empire.
5 chapters ~1.5 hr
Earn a Certificate of Completion
AI Foundations
FoundationsNon-tech
Orient, understand, and use AI — vocabulary, mechanism, judgment, daily-practice habits, and prompt persistence that make AI useful in real work, regardless of your role
8 chapters ~2.5 hr
Earn a Certificate of Completion
Copilot for Business
PractitionerNon-tech
Master Microsoft Copilot across M365 — from first steps to power-user workflows for non-technical teams
5 chapters ~1.5 hr
Earn a Certificate of Completion
Your Daily AI Toolkit
FoundationsNon-tech
The daily AI toolkit for knowledge workers — pick your tool stack, run document and deck workflows, master email and meeting comms, conduct cited research, and route every job to the surface where it actually belongs
6 chapters ~2 hr
Earn a Certificate of Completion
Open-Source AI Models: Literacy & Landscape
FoundationsNon-tech
Read the open-weight AI model market like a strategist — who leads, what the licenses really permit, how to access them, and who to bet on.
7 chapters ~2 hr
Earn a Certificate of Completion
Free
Why AI, Why Now, Why You
FoundationsNon-tech
For workers who hear 'AI' daily and aren't sure why — your soft skills are the moat and you don't have to wait for technical specialists anymore
6 chapters ~1.5 hr
Earn a Certificate of Completion
6 chapters
Explore the full What Are AI Agents? path
What Are AI Agents? Start Here
A 10-minute orientation across the five-chapter beginner path — what agents are, how they work, where you already use them, when they fail, and how to work alongside them
10 min
From Chatbot to Agent: What Changed
The mental model shift from AI that answers questions to AI that does work — explained through everyday workplace scenarios, no code required
16 min
The Building Blocks: Tools, Memory, and Goals
The three ingredients that turn a chatbot into an agent — tools it can use, memory it can draw on, and goals it can pursue — explained through workplace analogies
17 min
Agents You're Already Using
A tour of AI agents you probably already encounter at work — Microsoft Copilot, customer service bots, scheduling assistants, and more — with the exact moment each one stops being a chatbot
18 min
When Agents Fail (and Why That's Normal)
An honest look at agent limitations — hallucination chains, confident mistakes, and loops — framed as normal challenges with practical responses, not reasons to panic
16 min
Working Alongside Agents: Your New Skill
Practical guidance for working with AI agents daily — writing good instructions, knowing when to intervene, reviewing output, and building your personal agent playbook
18 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full AI Coding for Beginners path
AI Coding for Beginners: Start Here
Orient through the chapter — name the four artifact families a non-coder can build with AI (custom assistants, single-file artifacts, full prototypes, end-to-end coding-agent workflows), see the skill-path map of the six chapters and how they relate, recognize the concrete capabilities at chapter end, and pick the recommended starting path (CLI-comfortable: 5.1.2; no-CLI starter: 5.1.3)
14 min
Claude Code for Beginners
Get Claude Code on your Mac, learn how to brief it, give it a project memory with CLAUDE.md, capture repeated work as Skills, run a hands-on first project, and keep token spend honest — explained without jargon for non-coders
25 min
Agents for Beginners
Understand AI agents from the ground up — distinguish them from chatbots and Claude Code, learn the agent loop, see how tools turn thinking into doing, recognize when an agent is the right shape, and have Claude Code build your first customer-research agent end-to-end
22 min
Custom Assistants Without Code
Stop re-pasting context every chat — package your prompts, files, and tone as reusable assistants on ChatGPT (Custom GPTs), Claude (Projects + Skills), and Gemini (Gems), with the four levers, sharing patterns, and when a saved prompt would do better
17 min
Your First Personal Build
From a messy CSV to a single-file HTML dashboard you can email — paste data, brief the dashboard, iterate without breaking sections, share, and recognize where this approach fits (single-stakeholder snapshots) vs where it does not (live data, multi-user, regulated)
22 min
Your First Prototype with Lovable & Claude Design
From a small-tool idea to a clickable demo at a URL — pick the right design-first surface (Lovable for working app, Claude Design for polished + hand-off-ready), brief in experience-language not implementation, iterate without breaking the prototype, and recognize the 80% wall that signals time to hand off to Claude Code for real implementation
24 min
When Coding Agents Get Stuck
Recognize the five predictable failure modes when AI coding agents stop cooperating (loop, context overflow, silent regression, phantom imports, configuration drift), apply the matching recovery move (interrupt, redirect, restart), and know when to escalate to a real developer instead of pushing the agent further
24 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
5 chapters
Explore the full AI Digital Product Building path
AI Digital Product: Start Here
A 12-minute orientation to the AI Digital Product Building skill path — restructure your build process around AI, ship features in hours not days, run agentic product pipelines, and operate at startup-scale output with AI as your team.
12 min
AI-First Product Development
Restructure your entire build process around AI — from idea to ship, with AI as the primary collaborator across every stage of product development.
22 min
AI-Assisted Building
Ship features in hours, not days — with AI as your copilot at every step from spec to PR.
22 min
Agentic Product Pipelines
Build autonomous workflows where AI agents handle end-to-end product tasks — design, code, ship, monitor — with humans in the supervisory loop.
22 min
The One-Person Product Empire
Operate at startup-scale output — with AI as your entire team. The playbook for solo founders and indie product builders running multi-product portfolios.
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
8 chapters
Explore the full AI Foundations path
AI Foundations: Start Here
Orientation across the AI Foundations skill path — vocabulary, mechanism, judgment, daily-practice habits, and prompt persistence, with judgment-depth chapters on reading and building AI benchmarks, plus five paths through based on where you're starting from
12 min
AI Concepts Decoded
A decoder ring for every AI concept — what it means, which shelf it goes on, and the next question to ask
25 min
How AI Actually Works (For Curious Humans)
The machine under the magic — tokens, embeddings, attention, and prediction, explained without math
22 min
Your First Week with AI
Five patterns, four surfaces, and a 7-day plan that turns ChatGPT or Claude into a daily co-worker by the end of week one
22 min
AI Judgment: When to Trust, When to Verify
Spot the three failure modes, run a 30-second verify, and build the daily habit that keeps AI useful instead of dangerous
22 min
Your Modern Prompt Stack
Stop retyping the same context every chat — configure ChatGPT Custom Instructions, Claude Projects, and Gemini Gems as your persistent prompt library, and recognize when a long chat has stopped serving you
18 min
Understanding AI Benchmarks
Decode the percentages every vendor cites — what they measure, what they hide, and how to read a model report card without an engineering degree
16 min
Does AI Work For Your Job? Measure It
Design and run a mini-benchmark on your own data to decide whether AI is really ready for a real task — no code required
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
5 chapters
Explore the full Copilot for Business path
Copilot for Business: Start Here
Orientation across the four-chapter Copilot skill path — beginner-to-power-user user ladder for daily M365 work, plus the citizen-builder branch (Copilot Studio) for teams ready to build their own agents
12 min
Copilot: First Steps
From 'I have it but don't use it' to confident daily use across Word, Excel, Outlook, and Teams
18 min
Copilot at Work: Daily Mastery
Advanced prompting, cross-app workflows, and the habits that turn Copilot into your daily engine
22 min
Copilot Power User
Advanced techniques, multi-AI workflows, and the path from individual mastery to organizational impact
22 min
Copilot Studio: Build Your Own Agents
From Copilot user to agent builder — what Studio is, when to use it (vs Power Automate or custom code), the five-step build flow, the trust boundaries (environment, auth, DLP), and what it takes to keep a citizen-built agent alive past the demo
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
6 chapters
Explore the full Your Daily AI Toolkit path
Your Daily AI Toolkit: Start Here
A 12-minute orientation across the five-chapter Daily AI Toolkit — name the four AI tool families that the foundation chapter teaches, see how the three daily-surface chapters (docs/decks, email/meetings, research) apply that framework, recognize the ecosystem-routing chapter as the meta-decision overlay, and pick the right starting chapter based on which surface is biting hardest
12 min
Your AI Tool Stack
Map the four AI tool families, build a default stack of three or four tools that fits your week, and learn the meta-skill of evaluating any new tool that lands
22 min
AI for Documents & Decks
From a pile of messy inputs to a polished document and a stakeholder-ready deck — one repeatable 4-step pattern, executed across M365, Workspace, or hybrid stacks
24 min
AI for Email, Meetings & Comms
Triage your inbox in minutes, capture meetings cleanly with the right notetaker, and run the post-meeting chain (transcript → summary → actions → per-person follow-up) so nothing falls out — with the privacy and consent layer that keeps it professional
24 min
AI for Research
Replace 12 browser tabs with cited answers in minutes — name the four research surfaces, brief deep-research runs that compress 4 hours of manual work into 25 minutes of yours, decide when a browser agent earns the click delegation, and apply the 3-source rule that keeps fabricated facts out of your work
26 min
Pick Your Productivity Stack
Diagnose whether you are M365-native, Workspace-native, or hybrid — then route every AI task with rules that fit the ecosystem you actually live in, and know when to leave Chapter 2.1 for the deep dives (Copilot Mastery, future Workspace AI, AI Coding for Beginners)
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Open-Source AI Models: Literacy & Landscape path
Open-Source AI Models: Start Here
A 12-minute orientation to reading the open-weight model market like a strategist — what each chapter gives you, how they connect, and where to begin.
12 min
Open Source vs Open Weight
The word "open" hides two very different deals — and the one that decides what you can legally ship is the license, not the label.
18 min
The 2026 Open-Model Leaders
A working map of who leads the open-weight field right now — and the bigger story of where the lead has moved.
18 min
Reading Open-Model Benchmarks
The leaderboards that rank open models, the self-reported numbers that flatter them, and how to read an open-vs-open comparison without being fooled.
18 min
What Open Models Cost
Two cost worlds — renting by the token and running it yourself — and why "free weights" lands you in the more expensive one more often than people expect.
18 min
How to Access Open Models
The providers that serve open models for you, the aggregator that hands you all of them through one door, and how to pick — by price, speed, and where your data may go.
18 min
Who to Bet On
A durability framework for picking an open-model vendor that will still be strong and supported next year — and how to hedge so no single bet can sink you.
18 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
6 chapters
Explore the full Why AI, Why Now, Why You path
Why AI, Why Now, Why You: Start Here
Orientation across the five-chapter beginner path — why 2026 is the inflection point, why your soft skills are the moat, why you don't have to wait for technical specialists, what real companies are actually doing, and what to do this week
Free12 min
Why AI Matters Right Now
Why 2026 is the year AI quietly stopped being a side project for technical teams and became a daily tool for everyone else — and what doing nothing now actually costs
Free12 min
You Already Have the Right Skills
Judgment, communication, taste, domain expertise — the soft skills you've spent your career building are the moat. Walk through each one with concrete examples of it in action with AI
Free15 min
AI as Non-Technical Enabler
AI closes the gap between non-tech workers and the specialists you used to depend on — data analysts, designers, translators, legal reviewers. Concrete moves you can make without becoming a developer
Free15 min
Augmentation in Real Companies
Six to eight named companies, public numbers, and role-level stories — what Klarna, Shopify, Anthropic itself, and a marketer, salesperson, HR partner, and finance analyst actually did with AI in 2025–26
Free15 min
What to Do This Week
Pick one tool, three tasks, and a 4-question filter for when AI is the right call — the concrete plan you can start Monday morning, and the explicit handoff to AI Foundations as the next path
Free12 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate

AI Coding Agents

Master the AI coding agents that are reshaping development — Claude Code, OpenAI Codex, Google Gemini CLI, Cursor, and the workflow craft that makes them effective

Build & Ship with Claude Code (No Coding Needed)
FoundationsNon-tech
Go from non-coder to a real web app running live on your own server and domain — by talking to Claude Code
6 chapters ~1.5 hr
Earn a Certificate of Completion
Free
Claude Code
PractitionerEngineer
From first steps to power-user — master Claude Code inside and out
7 chapters ~2 hr
Earn a Certificate of Completion
Claude Code: Agents Orchestration
AdvancedEngineer
Multiply yourself across many Claude Code agents — subagents, worktrees, background sessions, agent teams, and dynamic workflows, and the judgment to pick the right one for the work in front of you
6 chapters ~2 hr
Earn a Certificate of Completion
New
Designing with Claude Design
PractitionerNon-tech
Design real, on-brand product UI by talking to Claude — import your design system, skip Figma, and ship it for real with Claude Code.
7 chapters ~2 hr
Earn a Certificate of Completion
OpenAI Codex
PractitionerEngineer
Master OpenAI's coding agent — CLI, desktop app, IDE extension, and cloud tasks
5 chapters ~1.5 hr
Earn a Certificate of Completion
Coding Agent Craft
PractitionerEngineer
The cross-vendor patterns and craft that make any coding agent — Claude Code, Codex, Gemini — produce reliable, mergeable output
10 chapters ~3.5 hr
Earn a Certificate of Completion
Coding Agents Landscape
FoundationsEngineer
A 2026 survey of every major AI coding agent — Claude Code, OpenAI Codex, Gemini CLI, GitHub Copilot, Cursor — with side-by-side comparison and decision frame for picking your stack.
7 chapters ~2.5 hr
Earn a Certificate of Completion
Cursor
PractitionerEngineer
Cursor IDE mastery — AI-native code editing, multi-file context, agent mode, and integration with your development workflow.
7 chapters ~2.5 hr
Earn a Certificate of Completion
Gemini CLI
PractitionerEngineer
Master Google's terminal AI coding agent — 1M-token context, subagents, extensions, and the Jules async bridge
5 chapters ~1.5 hr
Earn a Certificate of Completion
GitHub Copilot
PractitionerEngineer
Master GitHub Copilot end-to-end — chat, inline, edits, Workspace, PR review, custom instructions, extensions, memory, and enterprise governance
6 chapters ~2 hr
Earn a Certificate of Completion
6 chapters
Explore the full Build & Ship with Claude Code (No Coding Needed) path
Build & Ship: Start Here
Meet your five-chapter path from blank screen to live website — no coding skills required.
10 min
Workshop Setup
Your beginner installation guide to VS Code and Claude Code
17 min
Build Your First Site
Turn a plain-English brief into a live local website — then reshape it by conversation, not code.
16 min
Save Your Work
Named save points for your whole project, plus a free online backup the deploy step needs — all handled by Claude.
16 min
Get a Server
Rent an always-on computer the world can reach — and collect the three things the deploy step needs.
16 min
Push It Live
Hand Claude Code your server and a domain name — then watch your site go live on the real internet.
16 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Claude Code path
Claude Code: Start Here
A 12-minute orientation to the Claude Code skill path — why it exists, what you'll be able to do, how the chapters relate, and where to begin
Free12 min
CC Essentials
From zero to productive — master Claude Code fundamentals and start shipping with AI from day one
Free15 min
CC Pro Flows
Advanced workflows, custom commands, and power-user patterns that 10x your output
Free20 min
CC Plugins Essentials
Build your first Claude Code plugin — from zero to shareable
Free14 min
CC Plugins: Power User
Advanced plugin patterns — hooks, agents, MCP servers, and marketplaces
Free17 min
CC Memory Mastery
Master every persistence layer — CLAUDE.md, auto memory, rules, settings, and hooks — so Claude never forgets
Free22 min
CC Cost Control
Tame your AI agent spend — model tiers, thinking budgets, caching, and Claude Code settings that cut costs without cutting quality
Free22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
6 chapters
Explore the full Claude Code: Agents Orchestration path
Agents Orchestration: Start Here
A 12-minute orientation to the orchestration skill path — why it exists, what you'll be able to do, how the five chapters relate, and where to begin.
12 min
Subagent Delegation
The cheapest way to multiply yourself in Claude Code — a worker with its own context, tools, and model that hands back only the answer.
20 min
Parallel Worktrees
The git substrate that lets many Claude sessions edit the same repo at once without ever clobbering each other's files.
18 min
Background Agents
Hand whole tasks off to Claude sessions that run without you, and watch them all from one board you only touch when a row needs you.
20 min
Agent Teams
The first surface where the workers talk to each other — a lead that holds the plan, teammates who share a task list and message directly.
22 min
Dynamic Workflows
When orchestration outgrows a conversation, hand the plan to a script — and let it cross-check its own work before it answers you.
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Designing with Claude Design path
Claude Design: Start Here
Six chapters from first prompt to shipped product: the map, the sequence, and where to begin.
12 min
The Workflow Shift
When going Claude Design to Claude Code beats the Figma-and-handoff pipeline, and when it doesn't.
18 min
Your First Design
Run the full core loop once, then master all three refinement modes without burning usage.
20 min
Import Your Design System
Connect your existing design tokens, components, and brand guidelines so Claude Design enforces them automatically.
18 min
Prototypes and Presentations
Turn a Claude Design project into interactive prototypes, presentation decks, and shareable exports without rebuilding anything.
16 min
Build It for Real
Hand a Claude Design project to Claude Code, implement it against your real component library, and ship it — the payoff of the whole pipeline.
20 min
Role Playbooks
Concrete Monday-morning recipes for PMs, designers, and IT teams — pick your role and run it.
18 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
5 chapters
Explore the full OpenAI Codex path
Codex Skill Path: Intro
Orientation to the Codex skill path — what it is, how the four chapters fit together, and where to start
12 min
Codex Essentials
From zero to productive — master OpenAI's coding agent across CLI, app, IDE, and cloud
22 min
Codex Pro Flows
Skills, subagents, cloud tasks, and power-user patterns that maximize your Codex output
22 min
Codex Cost Control
Govern Codex spend across CLI and Cloud — model routing, reasoning effort, ChatGPT tiers, per-task pricing, and caching that actually pays off
22 min
Codex Memory Mastery
Design persistence for Codex across CLI, IDE, desktop, and Cloud — every layer that decides what survives between tasks
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
10 chapters
Explore the full Coding Agent Craft path
Coding Agent Craft: Start Here
Orientation to the Coding Agent Craft skill path — the cross-vendor patterns that make any coding agent reliable, and where to start based on your current pain
18 min
AI-Assisted Dev Workflows
Architect your codebase and workflow for maximum AI collaboration
26 min
Git Power Moves
Advanced git techniques for AI engineers — worktrees, bisect, reflog — each with agent workflows
20 min
Agent-Native Repositories & Cross-Vendor Standards
Make one file work across Claude Code, Codex, Gemini CLI, Cursor, and Copilot — the cross-vendor spec, hierarchy, and migration audit for agent-native repositories
20 min
Pick Your Coding Agent: Claude Code vs Codex vs Gemini CLI
Honest, benchmark-cited decision guide for picking — and switching between — the three terminal coding agents reshaping dev work in 2026
22 min
Spec-Driven Development with Coding Agents
Make the spec your source of truth — run the Spec Kit pipeline across Claude Code, Codex, and Gemini CLI and regenerate code from evolving specs
20 min
Debugging with Coding Agents
Frame bugs, read errors, bisect regressions, and find root causes fast — with any coding agent as your debugging partner
20 min
Multi-Session Coding Agent Patterns
Coordinate multiple coding-agent sessions as peers — shared tasks, mailboxes, and the decision tree for picking teams vs subagents vs parallel sessions
15 min
Coding Agent Business Engines
Wire any coding agent into CI/CD and ops — automated pipelines, scheduled jobs, and business workflows end-to-end
22 min
Coding Agents for Teams
Roll out coding agents across a team — pilot to org, SSO patterns, cost governance, shared conventions, sandboxing, and enterprise graduation. Cross-vendor.
24 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Coding Agents Landscape path
Coding Agents Landscape: Start Here
A 12-minute orientation to five coding agents whose feature lists have converged near 1M context — so the real decision is fit, not capability.
20 min
Claude Code Overview
Anthropic's terminal-native coding agent — architecture, 1M-token context, permissions, cost model, and honest trade-offs for engineering managers evaluating their options.
20 min
OpenAI Codex Overview
OpenAI's async-first coding agent — CLI and cloud task architecture, sandboxed execution, permissions model, cost structure, and honest trade-offs for engineering managers evaluating their options.
20 min
Gemini CLI Overview
Google's open-source terminal agent — being sunset for consumer, Pro, and Ultra users on 18 June 2026 in favor of the closed-source Antigravity CLI.
20 min
GitHub Copilot Overview
Microsoft/GitHub's IDE-native coding assistant ecosystem — surfaces, architecture, context handling, permissions, cost model, and honest trade-offs for engineering managers evaluating their options.
20 min
Cursor Overview
The AI-native IDE that forks VS Code and weaves multiple models into every editing surface — architecture, context handling, permissions, cost model, and honest trade-offs for engineering managers evaluating their options.
20 min
Picking the Right Agent
A decision framework for engineering managers evaluating coding agents — dimensions that matter, team archetypes, multi-agent strategies, and rollout playbook.
20 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Cursor path
Cursor: Start Here
A 12-minute orientation to the Cursor skill path — what it is, what you'll be able to do, how the chapters relate, and where to begin.
20 min
Cursor Team Rules & Pro Flows
Project rules, team rules, AGENTS.md, skills, hooks, and the pro workflows that make Cursor a team-wide platform.
20 min
Cursor Admin & Compliance
Privacy mode, SOC 2, SSO, SCIM provisioning, usage analytics, model governance, and enterprise deployment patterns.
20 min
Cursor Codebase Indexing & Context
How Cursor understands your entire codebase — indexing, @-mentions, .cursorignore, and the context window budget.
20 min
Cursor Essentials — Tab Completion & Chat
Master the two features you'll use every minute — Tab's predictive edits and Chat's contextual Q&A.
20 min
Cursor Extensions & MCP
Connect Cursor to external tools via the Model Context Protocol (MCP) — databases, APIs, browsers, and custom integrations.
20 min
Cursor Composer & Edit Flows
Multi-file generation, Agent execution, checkpoints, and the edit workflows that turn ideas into shipped code.
20 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
5 chapters
Explore the full Gemini CLI path
Gemini CLI Skill Path: Intro
Orientation to the Gemini CLI skill path — what it is, how the chapters fit together, and where to start
12 min
Gemini CLI Essentials
Master Google's open-source terminal AI coding agent — auth, approval modes, Plan Mode, and GEMINI.md
22 min
Gemini CLI Pro Flows
Subagents, extensions, worktrees, and the Jules handoff — the April 2026 power-user toolkit for Gemini CLI
24 min
Gemini CLI Cost Control
Govern Gemini spend across CLI, Vertex, AI Studio, Code Assist, and Jules — 1M-context economics, Pro vs Flash routing, billing-surface choices, and budget governance
22 min
Gemini CLI Memory Mastery
Design persistence for Gemini across CLI, parallel subagents, and Jules — GEMINI.md hierarchy, 1M-context strategies, Vertex AI Memory Bank, and async-task continuity
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
6 chapters
Explore the full GitHub Copilot path
GitHub Copilot: Start Here
A 12-minute orientation to the GitHub Copilot skill path — what each chapter teaches, how they connect, and where to begin
12 min
GitHub Copilot Essentials — Chat, Inline, Edits
Master the three core interaction modes every GitHub Copilot user needs — inline completions, Chat panel, and Edits mode
22 min
GitHub Copilot Workspace & PR Review
From issue to merged PR — master the platform-level AI flows that extend Copilot beyond the editor
22 min
GitHub Copilot Pro Flows — Custom Instructions, Skills, Extensions
Configure Copilot for your team, extend it with MCP and Extensions, and unlock agent mode, multi-model selection, and vision
22 min
GitHub Copilot Memory & Context Files
Master every persistence layer — copilot-instructions.md, path-level .instructions.md, prompt files, knowledge bases, and context references — so Copilot learns your codebase permanently
22 min
GitHub Copilot Admin & Compliance
Govern Copilot at enterprise scale — policies, content exclusion, IP indemnity, audit logs, license management, and the compliance posture that lets legal say yes
24 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate

Claude Cowork Mastery

Master Claude Cowork end-to-end — from your first delegated task to vertical workflows in finance, sales, marketing, and legal

Free
Claude Cowork Foundations
FoundationsNon-tech
From your first delegated task to power-user flows — master Claude Cowork's desktop-agentic interface, pick the right tool between Cowork, Claude Code, and Chat, and configure the platform for a Team or Enterprise tenant
6 chapters ~2 hr
Earn a Certificate of Completion
Finance Operations with Cowork
PractitionerNon-tech
Run month-end close, invoice reconciliation, variance analysis, and audit-ready workpapers through Claude Cowork — built around Anthropic's official Finance plugin and the multi-entity workflows controllers actually live in
5 chapters ~1.5 hr
Earn a Certificate of Completion
Legal Practice with Cowork
PractitionerNon-tech
Automate contract review, NDA triage, and vendor compliance with Anthropic's official Legal plugin — the lead vertical for Cowork, with playbooks that encode your team's standard positions and distribute across counsel
5 chapters ~1.5 hr
Earn a Certificate of Completion
Marketing & Agency with Cowork
PractitionerNon-tech
Run a marketing team or digital agency on Cowork — brand-tuned content, SEO audits, campaign planning, and client-ready performance dashboards, anchored on Anthropic's official Marketing plugin
5 chapters ~1.5 hr
Earn a Certificate of Completion
Sales Pipeline with Cowork
PractitionerNon-tech
Replace your weekly pipeline review and your forecast-call gut feelings — run Cowork against Salesforce or HubSpot with Anthropic's official Sales plugin, from call summaries to weighted forecast to Chrome-paired prospecting
5 chapters ~1.5 hr
Earn a Certificate of Completion
6 chapters
Explore the full Claude Cowork Foundations path
Claude Cowork: Start Here
The orientation chapter — what makes Cowork its own discipline, and how the rest of the skill path is laid out.
Free12 min
Cowork vs. Claude Code
Same model, three surfaces, three primary verbs — pick the right one for the task in front of you, and recognize the mid-task moment to switch.
Free18 min
Cowork Essentials
The day-one chapter — install Cowork, connect three apps, and ship your first delegated deliverable from your filesystem before your coffee gets cold.
Free22 min
Cowork Projects, Plugins & Skills
Three concentric rings of customization — Projects, Skills, Plugins — that turn the generic agent into a workspace shaped to one specific job.
Free24 min
Cowork Pro Flows
Five power features — Dispatch, /schedule, Claude in Chrome, Live Artifacts, and sub-agents — that take you from productive Cowork user to running Cowork like an analyst who automated their job.
Free22 min
The Admin's Cowork Console
The operating manual for the one person at a Team or Enterprise tenant who configures Cowork org-wide — plans, identity, Memory policy, plugin marketplace, audit and compliance.
Free22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
5 chapters
Explore the full Finance Operations with Cowork path
Finance with Cowork: Start Here
An orientation across the close-cycle ladder — how Cowork holds the calendar, runs the parallel ledger reviews, and gates every GL touch with a human checkpoint.
12 min
Invoice Reconciliation
The canonical Cowork-for-finance workflow — invoice data across entities and currencies becomes a JE upload sheet a controller can sign off in five minutes.
22 min
Reconciliations Week
The close-cycle week where bank, GL-to-subledger, and intercompany recs all hit at once — and Cowork holds the workpaper trail your auditor will eventually ask to see.
20 min
Variance & FP&A Reporting
The Tuesday-morning variance pack reframed as a Live Artifact that refreshes on open — five-bar waterfall, sourced commentary, no invented narrative.
22 min
Close Orchestration
The capstone — one Cowork Project stitches all four close workstreams into a five-workday calendar with parallel ledger reviews and a named human gate before every GL touch.
24 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
5 chapters
Explore the full Legal Practice with Cowork path
Legal with Cowork: Start Here
An orientation across the contract-lifecycle ladder — from NDA triage to the playbook substrate every command reads.
12 min
NDA Triage
Pre-screen incoming NDAs into standard-approval, counsel-review, or full-review buckets with /triage-nda — clause-level flags and recommended redlines.
18 min
Contract Review
Drive /review-contract clause-by-clause against your negotiation playbook — green/yellow/red flag output with specific redline suggestions for counsel.
22 min
Vendor Compliance
Run /vendor-check, /brief, and /respond for vendor agreements, daily briefings, incident response, and templated DSAR responses across the EU footprint.
20 min
Authoring Playbooks
Author a holding-scale legal playbook for Cowork — standard positions, fallbacks, deal-breakers, per-entity overrides — packaged as a private legal plugin.
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
5 chapters
Explore the full Marketing & Agency with Cowork path
Marketing with Cowork: Start Here
An orientation across the marketing ladder — brand voice into content, SEO audits, multi-channel campaigns, and agency mode at scale.
12 min
Brand-Tuned Content
Drive /draft-content against your brand voice — generate blog posts, social variants, email, and landing copy that pass /brand-review on the first cut.
22 min
SEO Audits & Optimization
Run /seo-audit end-to-end — produce a site audit, expand keyword strategy, and ship SEO-optimized long-form content with H1, meta, FAQ, and internal-link maps.
22 min
Campaigns & Email Sequences
Plan multi-channel campaigns with /campaign-plan and /email-sequence — objectives, channel mix, content calendars, success metrics, and full nurture flows in one session.
22 min
Agency Mode at Scale
Run a digital agency on Cowork — per-client brand-voice Projects, scheduled monthly performance reports as Live Artifacts, and a private plugin marketplace that distributes house style.
24 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
5 chapters
Explore the full Sales Pipeline with Cowork path
Sales with Cowork: Start Here
An orientation across the deal-lifecycle ladder — call summary, pipeline review, weighted forecast, and Chrome-paired prospecting on one page.
12 min
Call Summary & CRM Logging
The day-one Cowork-for-sales workflow — every call ends with a structured summary, an action list with owners, and an activity logged to the right deal in your CRM.
18 min
Pipeline Review & Hygiene
Run /pipeline-review every Monday — flag stale deals, surface missing next steps, and ship a Live Artifact dashboard that beats your manager's spreadsheet.
20 min
Weighted Forecasting
Generate weighted revenue forecasts on demand — drive /forecast against live CRM data and walk into your forecast call with numbers instead of gut feelings.
20 min
Chrome + Cowork Prospecting
The capstone sales workflow — Chrome gathers from LinkedIn and target sites, Cowork builds the account-research brief, logs it to the CRM, and drafts outreach.
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate

Microsoft Copilot Mastery

From M365 daily-use to Copilot Studio agents and enterprise governance. The full Copilot surface for users, builders, and IT.

Copilot for Admins & IT
Advanced
Govern Microsoft Copilot at enterprise scale — DLP, sensitivity labels, license management, Microsoft Graph optimization, EU AI Act compliance, and adoption metrics.
6 chapters ~2 hr
Earn a Certificate of Completion
Copilot for Business Analysts
AdvancedNon-tech
Advanced Copilot workflows for Business Analysts in large enterprises — requirements elicitation, process mapping, stakeholder communication, data exploration, change impact analysis, and enterprise governance.
7 chapters ~2.5 hr
Earn a Certificate of Completion
Copilot Foundations
FoundationsNon-tech
Non-technical guide to how Microsoft Copilot actually works inside an organization — the license tier you have and what it unlocks, the Microsoft Graph and Semantic Index that ground its answers, and the sensitivity labels that decide what it can see and say
4 chapters ~1 hr
Earn a Certificate of Completion
Free
Copilot in Your M365 Apps
PractitionerNon-tech
Operational deep dives into Copilot inside the five M365 apps you use every day — Outlook, Word, Excel, PowerPoint, and Teams. Concrete prompts, daily moves, and the failure modes specific to each app, calibrated to Agent Mode (the default since April 2026)
6 chapters ~2 hr
Earn a Certificate of Completion
Copilot Studio
PractitionerNon-tech
Build custom Copilot agents with Microsoft Copilot Studio — knowledge sources, connectors, actions, governance, and the publishing lifecycle.
4 chapters ~1.5 hr
Earn a Certificate of Completion
Power Platform AI
PractitionerNon-tech
Microsoft Power Platform AI: Power Automate AI Builder, Power Apps Copilot, Power BI Copilot, Dataverse for AI agents, governance.
6 chapters ~2 hr
Earn a Certificate of Completion
6 chapters
Explore the full Copilot for Admins & IT path
Microsoft Graph Optimization for Copilot
How Graph data quality, Semantic Index behavior, and permission architecture determine whether Copilot gives your org useful answers or confident noise.
20 min
Copilot for Admins and IT: Start Here
A 12-minute orientation to the five domains an IT administrator owns when their organization deploys Microsoft 365 Copilot — and how this path connects them.
20 min
DLP and Sensitivity Labels at Tenant Scope
How Data Loss Prevention policies and sensitivity labels interact with Microsoft 365 Copilot, where the protection model works, and where it quietly fails.
20 min
Audit and EU AI Act for Copilot
Where Microsoft 365 Copilot lands in the EU AI Act risk tiers, what deployer obligations actually require, and how to build an audit-ready posture with the tools Microsoft provides and the gaps they l
20 min
License Management at Scale
Master Microsoft 365 Copilot license tiers, assignment strategies, consumption monitoring, and cost governance for enterprise IT.
20 min
Adoption Metrics and Measurement
What Microsoft's built-in analytics actually measure, where they mislead, and how to build a measurement practice that tells leadership whether Copilot is working.
20 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Copilot for Business Analysts path
Copilot for Business Analysts: Start Here
A 12-minute orientation across the six-chapter BA skill path — from requirements elicitation to enterprise governance, the complete Copilot toolkit for advanced business analysis
12 min
Requirements Elicitation with Copilot
Turn messy stakeholder inputs into structured BRDs, user stories, and acceptance criteria using M365 Copilot in Word, Loop, and Teams — with enterprise-scale context priming.
22 min
Process Mapping & Gap Analysis
Use M365 Copilot in Visio, Whiteboard, and Excel to accelerate process documentation, build as-is/to-be comparison matrices, and surface cross-departmental inefficiencies.
22 min
Stakeholder Communication & Alignment
Translate technical BA findings into audience-adapted communications using PowerPoint, Outlook, Loop, and Teams — managing competing interests and preserving precision across enterprise stakeholder levels.
22 min
Data Exploration Without Code
Use Excel Copilot, Python in Excel, and Power BI Copilot to pivot, clean, analyze, and visualize enterprise data exports — building stakeholder-ready insights from messy CSVs without writing SQL or Python manually.
24 min
Change Impact & Dependency Mapping
Trace how proposed changes ripple through systems, teams, and processes — building impact matrices, risk registers, and readiness assessments that synthesize technical and organizational dependencies for complex enterprise change programs.
22 min
Copilot in Enterprise Governance
Navigate sensitivity labels, DLP policies, data residency constraints, and audit requirements to remain productive with Copilot inside heavily regulated enterprise environments — from financial services Chinese walls to cross-border data boundaries.
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
4 chapters
Explore the full Copilot Foundations path
Copilot Foundations: Start Here
A 12-minute orientation across the three-rung Copilot Foundations skill path — License (what you have) → Graph (what it sees) → Labels (what it's allowed to use). The mental model that explains every Copilot answer you'll ever read
12 min
Understanding Your Copilot License
Your org just turned Copilot on. Figure out which one you have, what it can actually do for you, and what to ask IT to fix the gap between 'I have a license' and 'it works for my job'
18 min
The Microsoft Graph & Semantic Index
How Copilot actually grounds its answers in your org's data — what it sees, what it can't see, and why answers sometimes miss. The same physics as ChatGPT Enterprise's knowledge feature or Claude Projects, but private to your tenant
22 min
Sensitivity Labels & Permission Inheritance
Of everything in your Graph, what is Copilot actually allowed to use? Sensitivity labels, the EXTRACT usage right, label inheritance into generated content, and the seven-question checklist for your compliance team
22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
6 chapters
Explore the full Copilot in Your M365 Apps path
Per App: Start Here
A 12-minute orientation across the five-app M365 Copilot deep-dive set — Outlook, Word, Excel, PowerPoint, Teams. One grammar (Agent Mode + License/Graph/Labels + verify-before-trust); five surfaces; no required order. Pick the app where your day actually lives
Free12 min
Outlook Copilot Deep Dive
From 47 emails to 5 minutes — agent-mode triage, thread summarization that doesn't lose detail, on-brand drafting, natural-language rules, and the verification habits that keep Copilot honest in your inbox starting Tuesday morning
Free22 min
Word Copilot Deep Dive
From blank page to polished doc with Agent Mode (default since April 22, 2026) — prompt-first drafting grounded in your files, brand-voice rewrites that don't sound like a robot, long-form structure that survives partial regeneration, and the four-check verification that keeps Copilot honest in your memos and proposals starting Tuesday morning
Free25 min
Excel Copilot Deep Dive
From a 2,000-row export to a board-ready answer in 15 minutes — Agent Mode (default since April 22, 2026), the brand-new =COPILOT() cell function, Python in Excel via natural-language prompts, the seven reliable data cleanups, and the four-check verification habits that keep your numbers honest in spreadsheets starting Tuesday morning
Free22 min
PowerPoint Copilot Deep Dive
From a 9am brief to a 4pm board deck — Agent Mode (default since April 22, 2026), the Brand Kit + Template combo that fixes the 'why do my Copilot slides look generic' problem, exact-hex-and-template-name prompts, per-slide refinement that doesn't cascade, and the four-check verification habit that keeps your deck on-brand starting Tuesday morning
Free22 min
Teams Copilot Deep Dive
From eight hours of meetings to five minutes of catch-up — real-time mid-meeting questions, time-bounded prompts, action items with real owners (not fabricated), the Microsoft Tech Community v1.5 prompt for high-fidelity meeting analysis, and the four-check verification habit that keeps Copilot honest in your meetings starting Tuesday morning
Free22 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
4 chapters
Explore the full Copilot Studio path
Publishing, Governance & Lifecycle
Ship agents safely — master the publishing flow, channel matrix, DLP governance, environment promotion, and the full dev-to-production lifecycle in Copilot Studio.
20 min
Studio vs Per-App Copilot vs Custom Code
A decision framework for choosing the right AI surface — Microsoft 365 Copilot per-app, Copilot Studio agents, or custom code — based on control, audience, cost, and team capability.
20 min
Your First Custom Agent in Copilot Studio
Build your first working agent — understand what Studio agents are, how topics route intent, where generative AI fills gaps, and what happens when you hit Publish.
20 min
Knowledge Sources, Connectors & Actions
How Copilot Studio agents access enterprise data, ground answers with RAG, call external services through connectors, and where the platform's integration layer falls short.
20 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
6 chapters
Explore the full Power Platform AI path
Power Platform AI: Start Here
A 12-minute orientation to the Power Platform AI skill path — why it exists, what you will be able to do, how the five chapters relate, and where to begin
12 min
Power Automate AI Builder
What AI Builder is, what it can actually do inside Power Automate, and where it wins versus where you graduate to Azure AI Services
20 min
Power Apps Copilot
What Copilot in Power Apps is, what it can actually build from natural language, and where it wins versus where hand-coding is still needed
22 min
Power BI Copilot
What Copilot in Power BI is, how it turns natural language into reports, narratives, and DAX queries, and where it wins versus where it misleads
24 min
Dataverse for AI Agents
How Microsoft Dataverse serves as the knowledge, memory, and action layer for AI agents built on Power Platform — and where it hits its ceiling
24 min
Power Platform AI Governance
How IT admins and compliance officers govern AI Builder, Copilot features, and generative AI across the enterprise Power Platform estate — DLP, capacity, environment controls, audit logging, and EU AI Act compliance
24 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate

Creative AI

Creative production with AI end-to-end — foundations and the 2026 creative stack, image generation for production, video and motion pipelines, and running a multi-platform creative studio.

Creative Foundations with AI
FoundationsNon-tech
The creative workflow with AI — building a personal creative library, briefs and moodboards, the 2026 creative stack, and the rights/provenance layer (C2PA).
6 chapters ~2 hr
Earn a Certificate of Completion
Creative Pipelines, Assets & Decks
PractitionerNon-tech
Run a creative studio pipeline end-to-end — asset systems, multi-platform content engines, slide decks beyond template fills, QA/brand safety/approval loops, and storytelling at scale.
7 chapters ~2.5 hr
Earn a Certificate of Completion
Images with AI
PractitionerNon-tech
Image generation for production — product imagery and mockups, marketing visuals, illustration in brand style, photo editing, and going from one image to an asset set.
7 chapters ~2.5 hr
Earn a Certificate of Completion
Video & Motion with AI
PractitionerNon-tech
Video generation pipelines — the 2026 video landscape, short-form social, product demos, storyboards and pre-viz, voice/music/sound design, captions and localization.
7 chapters ~2.5 hr
Earn a Certificate of Completion
6 chapters
Explore the full Creative Foundations with AI path
Creative Work with AI: Start Here
Your orientation to creative AI foundations — landscape, inputs, collaboration, rights, and compound systems
20 min
The Creative Brain + The AI Brain
Collaboration patterns that make human-AI creative work better than either alone
20 min
Building Your Personal Creative Library
Build a creative asset system that compounds — every project makes the next one faster and better
20 min
Rights, Provenance & Attribution
Navigate ownership, Content Credentials, and the C2PA standard for AI-generated creative work
20 min
The 2026 Creative Stack
A clear-eyed map of AI creative tools in 2026 — what works, what is hype, and how to think about a stack that changes every quarter
20 min
Briefs, References & Moodboards with AI
How to prepare the inputs that determine whether AI creative tools produce magic or mediocrity — structured briefs, curated references, and living moodboards
20 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Creative Pipelines, Assets & Decks path
Asset Systems: Variants, Sizes, Formats, Languages
Master the combinatorial challenge of managing creative assets across the full matrix of variants, sizes, formats, and languages at production scale.
20 min
Creative Pipelines, Assets & Decks
The mental map for running studio-grade AI creative production -- from designing the factory to governing what it ships.
20 min
Multi-Platform Content Engines
Design the system that turns one idea into platform-native content across every channel -- without duplicating effort or diluting quality.
20 min
QA, Brand Safety & Approval Loops
Ensure everything your AI creative pipeline produces meets quality, brand, and safety standards before it reaches audiences.
20 min
Storytelling Frameworks at Production Scale
Maintain genuine narrative quality and emotional resonance when producing content at volume with AI creative systems.
20 min
Slides & Decks Beyond Template Fills
Use AI for presentation design that starts with narrative structure and audience needs -- not clip art on steroids.
20 min
Designing Your Studio Pipeline
Architect the concept-to-delivery pipeline that turns AI-assisted creative ops from ad-hoc experiments into repeatable studio-grade production.
20 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Images with AI path
From One Image to a Whole Asset Set
Turn a single approved image into a complete multi-format, multi-channel asset library using AI-powered adaptation, outpainting, and batch generation workflows.
20 min
Image Generation for Marketing
Turn brand briefs into production-ready campaign visuals using AI image generators — hero images, social assets, and ad creative at the speed of thought.
20 min
Images with AI: Start Here
A practitioner's map of the Images with AI skill path — from your first marketing visual to a production asset pipeline.
20 min
Product Imagery & Mockups with AI
Generate studio-quality product shots, lifestyle scenes, and packaging mockups without a physical studio — master the tools and workflows that turn a single product photo into an entire e-commerce vis
20 min
Illustration & Brand Style with AI
Make AI image generators produce illustration that looks like YOUR brand, not generic AI art.
20 min
Photo Editing, Retouching & Cleanup with AI
Transform existing photographs with AI-powered removal, replacement, enhancement, and correction — the other half of the creative workflow.
20 min
Editorial & Storytelling Imagery with AI
Use AI image generation to create narrative-driven visuals that support articles, reports, and content series with emotional coherence and editorial intent.
20 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Video & Motion with AI path
Editing, Captions & Localization with AI
The post-production layer — text-based editing, auto-captioning, multi-platform export, and localization workflows that turn one video into 10 variants
20 min
Storyboards, Animatics & Pre-viz with AI
From static frames to motion previews — the AI-accelerated pre-production workflow that tests ideas before you commit budget
20 min
Voice, Music & Sound Design with AI
The audio layer of AI video production — voiceover, music, and sound effects that don't sound like a robot made them
20 min
The 2026 Video Generation Landscape
What AI video tools exist, how they work, what they cost, and where each wins
20 min
Short-Form Social Video with AI
From concept to 30 variants in a day — the production workflow that turns AI video tools into a repeatable social content engine
20 min
Video & Motion with AI: Path Overview
The production map — from landscape to post-production, what you'll master and how the six chapters connect
20 min
Product Demos & Explainers with AI
Script-to-video workflows, avatar presenters, screen recording enhancement, and the quality bar for when AI-generated is good enough
20 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate

ML Engineering

Build models from scratch — classical machine learning with sklearn, then deep learning with PyTorch and TensorFlow. The model-building track, complement to the agent-systems work in AI Engineering.

Deep Learning
AdvancedEngineer
Deep learning in production — DL frameworks (PyTorch + TensorFlow), training techniques, vision tasks and CNNs, building from scratch vs transfer learning, and modern architectures.
7 chapters ~2.5 hr
Earn a Certificate of Completion
Machine Learning
PractitionerEngineer
Classical machine learning fundamentals — algorithm selection, data preprocessing, exploratory analysis, feature engineering, model selection, and the sklearn algorithm families.
7 chapters ~2.5 hr
Earn a Certificate of Completion
7 chapters
Explore the full Deep Learning path
DL Frameworks: PyTorch and TensorFlow
A decision guide to the two dominant deep learning frameworks — their philosophies, ecosystems, and the practical factors that should drive your choice.
20 min
Building from Scratch vs Transfer Learning
The first strategic decision after choosing deep learning: train a new network from zero or stand on the shoulders of pretrained giants.
20 min
DL vs ML: When Depth Wins
A decision framework for choosing between Deep Learning and classical Machine Learning — based on your data, compute, timeline, and interpretability needs.
20 min
Deep Learning: Start Here
A 12-minute orientation to the Deep Learning skill path — why it exists, what you will build, how the six chapters connect, and where to begin.
20 min
Vision Task Types
Image classification, object detection, and segmentation — pick the right computer vision task before you pick an architecture.
20 min
Training Techniques for Deep Learning
The full toolkit for training neural networks — batch size, learning rates, loss functions, activations, optimizers, regularization, and early stopping.
20 min
CNNs (Convolutional Neural Networks)
Design, train, and interpret the architecture that powers modern computer vision — from first convolution to production deployment.
20 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate
7 chapters
Explore the full Machine Learning path
Data Splitting — Train / Validation / Test the Right Way
Learn why a three-way split is non-negotiable, how to choose ratios, preserve structure, respect time, and prevent the leakage that makes models look great in notebooks but fail in production.
20 min
Best Practices for Model Selection — Match Algorithm to Data + Objective
Learn the systematic process for choosing the right ML algorithm: baseline first, match to data characteristics, validate with cross-validation, and know when to ship.
20 min
Machine Learning: Start Here
The orientation map for the Machine Learning path — why these six chapters live together, what you will be able to do after completing them, and where to begin.
20 min
Algorithm Overview — sklearn Families, When to Reach for Each
Map each ML problem type to the concrete algorithm families in scikit-learn — linear models, trees, SVMs, ensembles, and more — so you pick the right tool before you write a line of code.
20 min
Data Cleaning & Feature Engineering
Missing values, outliers, scaling, encoding, and pipeline assembly — turn raw EDA findings into model-ready features.
20 min
Exploratory Data Analysis — Distributions, Correlations, Anomalies
Master the systematic investigation of datasets before modeling — distributions reveal shape, correlations reveal signal, and anomalies reveal what needs fixing.
20 min
ML Problem Types — Classification, Regression, Clustering
Learn to identify whether your business question demands a classifier, a regressor, or a clustering algorithm — the decision that shapes every downstream choice.
20 min
Certificate
Certificate of mastery
Complete all chapters to earn your certificate