Prompt kit · MD
Prompt design & verification kit
A reusable task brief, evidence table, and output-review checklist.
Licence: CC BY 4.0
OPEN PRACTICE / LIBRARY
The open stacks.
Open templates, sample data, code starters, and visual assets. Download, adapt, and build. One entry per resource, with handbook and practice-pack formats grouped together. All resources below are original platform materials licensed CC BY 4.0.
No paywalls. No registration required to download. Give credit, mark changes, and inspect code before running it. The expense dataset is fictional.
55 resources · download formats grouped together
Dataset · CSV
Fictional expenses dataset
A small CSV with known totals for practising spreadsheet formulas.
Licence: CC BY 4.0
Worksheet · MD
Cloud provider evaluation worksheet
Check allowed use, quotas, data handling, model access, and failures before integration.
Licence: CC BY 4.0
Template · MD
Practical project build log
Document acceptance tests, evidence, limitations, and the next improvement.
Licence: CC BY 4.0
Code starter · HTML
Offline quote calculator starter
A self-contained HTML calculator with labelled fields and basic validation.
Licence: CC BY 4.0
Checklist · MD
Approval-first automation checklist
Map inputs, permissions, retries, duplicate protection, and the emergency stop.
Licence: CC BY 4.0
Visual asset · SVG
Build → test → improve
Reusable original SVG diagram for your learning notes, projects, and presentations.
Preview the downloadable diagram
Licence: CC BY 4.0
Visual asset · SVG
Keep your AI keys out of exports
Reusable original SVG diagram for your learning notes, projects, and presentations.
Preview the downloadable diagram
Licence: CC BY 4.0
Visual asset · SVG
Take your learning offline
Reusable original SVG diagram for your learning notes, projects, and presentations.
Preview the downloadable diagram
Licence: CC BY 4.0
Build path resources · MD + ZIP
AI, without the guesswork
Write a reliable research brief. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Your first business assistant
Build a customer-reply prompt kit. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Make messy data useful
Create a checked expense summary. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
From idea to working page
Publish a useful one-page tool. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Automate the boring bit—safely
Design an approval-first workflow. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Understand the AI plumbing
Build an endpoint evaluation checklist. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
A cloud lab someone else can rerun
Ship a reproducibility bundle with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Direct an illustration with a measurable brief
Deliver an approved visual pack with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Build a prediction and an honest baseline
Ship a model card and test record with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Compare generations without moving the goalposts
Publish a comparison with limits with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Make a document assistant that knows when to stop
Hand off a bounded assistant with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Turn records into a tested Python report
Package a script another learner can inspect with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Test one AI claim in the real world
Keep an evidence-based verdict with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Build an FAQ assistant with a human exit
Ship a conversation playbook with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Build a report that reconciles to its source
Deliver an auditable report pack with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Measure an algorithm instead of guessing
Ship a correctness and complexity note with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Plan a timetable that obeys its constraints
Deliver a verified planning sandbox with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
See a gradient step succeed—and fail
Ship an inspectable optimisation notebook with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Connect an AI API without trusting every response
Ship an integration with a teardown note with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Augment training data without contaminating the test
Deliver a leakage audit with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Classify feedback with an uncertainty bucket
Ship an annotation and error guide with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Report uncertainty instead of fake precision
Deliver a cautious quantitative brief with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Make a reversible stock-planning decision
Deliver a planning dashboard with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Build a small project plan you can verify
Deliver a plan and retrospective template with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Repair dirty records without inventing facts
Ship a repair kit and audit trail with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Fit a regression and inspect its residuals
Ship a supervised experiment record with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Build a preprocessing step that cannot see the future
Ship a leakage-resistant pipeline contract with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Audit a tool with evidence, not an ethics slogan
Deliver a reviewable risk record with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Measure whether a workflow actually saves time
Deliver a measured recommendation with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Join two datasets without multiplying the truth
Deliver a wrangling pipeline with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Use a pipeline and a genuinely held-out set
Ship a versioned experiment bundle with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Make cleaning decisions testable with Pandas
Ship tests with the cleaner with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Create a campaign pack without invented performance
Deliver a campaign evidence pack with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Make charts that tell the checked truth
Deliver a chart and decision brief with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Find clusters—and show why they are not facts
Ship a clustering exploration note with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Build path resources · MD + ZIP
Make Mula: useful work, honest offers
Decide from actual evidence with inputs, tests and a reproducible handoff.. Includes the complete handbook and a practice pack with inputs, reference outputs and test fixtures.
Licence: CC BY 4.0
Guided activity collection · ZIP
Prompt craft — five-activity visual practice pack
Five full activity handbooks, fictional inputs, illustrated covers, four-stage visual guides and an evidence ledger.
Licence: CC BY 4.0
Guided activity collection · ZIP
Learning & reasoning — five-activity visual practice pack
Five full activity handbooks, fictional inputs, illustrated covers, four-stage visual guides and an evidence ledger.
Licence: CC BY 4.0
Guided activity collection · ZIP
Data & structures — five-activity visual practice pack
Five full activity handbooks, fictional inputs, illustrated covers, four-stage visual guides and an evidence ledger.
Licence: CC BY 4.0
Guided activity collection · ZIP
Vision & image editing — five-activity visual practice pack
Five full activity handbooks, fictional inputs, illustrated covers, four-stage visual guides and an evidence ledger.
Licence: CC BY 4.0
Guided activity collection · ZIP
Creative production — five-activity visual practice pack
Five full activity handbooks, fictional inputs, illustrated covers, four-stage visual guides and an evidence ledger.
Licence: CC BY 4.0
Guided activity collection · ZIP
Assistants & workflows — five-activity visual practice pack
Five full activity handbooks, fictional inputs, illustrated covers, four-stage visual guides and an evidence ledger.
Licence: CC BY 4.0
Guided activity collection · ZIP
Research & evidence — five-activity visual practice pack
Five full activity handbooks, fictional inputs, illustrated covers, four-stage visual guides and an evidence ledger.
Licence: CC BY 4.0
Guided activity collection · ZIP
Workplace writing — five-activity visual practice pack
Five full activity handbooks, fictional inputs, illustrated covers, four-stage visual guides and an evidence ledger.
Licence: CC BY 4.0
Guided activity collection · ZIP
Design & decisions — five-activity visual practice pack
Five full activity handbooks, fictional inputs, illustrated covers, four-stage visual guides and an evidence ledger.
Licence: CC BY 4.0
Guided activity collection · ZIP
Verify before you trust — five-activity visual practice pack
Five full activity handbooks, fictional inputs, illustrated covers, four-stage visual guides and an evidence ledger.
Licence: CC BY 4.0