EKALAVYA ACADEMY | SHORT BOOKS

Productivity with AI

Writing, summaries, research and meetings: using AI at your desk, with checks that fit the work.

Ekalavya Academy by Almost Magic
Short Book 2 of 10 | Free to read and share

How to read this book

Before You Start

1. Learn
A few slides explain one idea in full sentences.
2. See it
A short, made-up example gives the idea a face.
3. Try it
A ten-minute exercise in the tools you already use.
4. Check it
Three questions. Guidance is at the back, not next to the question.
5. Keep it
A four-sentence summary to come back to.

Two levels in every chapter. The main slides are written so a first-time reader can follow them. A "Going deeper" slide gives the same idea at the level an experienced reader would argue about.

This book works with any AI tool you already have. It never asks you to buy or sign up for a particular product.

Where this book sits in the series

The Plan

Book 1What AI is, and what it is notFoundations
Book 2Productivity with AI: writing, summaries, research, meetingsPractical use
Book 3From one task to a repeatable workflow, and AI deputiesWorkflow automation, agents
Book 4Handling data safelyData handling
Book 5When a data shortcut becomes the ruleData quality and governance
Book 6Staying secure with AISecurity
Book 7Rules, risk and what you must knowRisk and compliance awareness
Book 8Your AI rules on one pagePolicy and accountability
Book 9When AI gets it wrongRecovering from AI mistakes
Book 10When not to use AI, and who stays in chargeJudgement and oversight

Each book works on its own. Read them in order or pick the one you need.

In this book

Contents

Chapter 1
Writing and editing
Chapter 2
Summarising documents and email
Chapter 3
Research and learning
Chapter 4
Meetings and planning
At the back
Guidance and answers for every question and exercise

Writing and editing

Chapter 1

By the end of this chapter you will be able to:

Use AI to draft, edit and change the tone of your writing.

Bring your own facts and voice to the draft.

Check a draft for claims, promises, tone and private details.

Keep your own sign-off on what goes out.

Time: about 40 minutes, including the exercise.

Drafting: you bring the facts

Learn

AI is good at a first version. You bring the facts, the purpose and the reader. The tool brings structure and wording.

Start with your own rough notes. A tool works from what you give it, so the draft stays closer to what you mean.

Read the draft as if a stranger wrote it. In effect, one did.

REMEMBER

You bring the facts. It brings the wording.

Six editing jobs AI does well

Learn

Shorten
Cut a long message to half its length, then look at what was lost.
Simplify
Rewrite in plain words for a reader who is new to the topic.
Change tone
Make a message warmer, firmer or more formal.
Fix mistakes
Spelling, grammar and clumsy sentences.
Reorder
Put the main point first and the detail after.
Translate
Translate a message, then ask a fluent speaker to check it. Small errors in meaning are easy to miss.

Check before it goes out

Learn

Claims
Is every fact, figure and date true? Check against your records.
Promises
Did the draft agree to a price, a deadline or a refund you did not intend?
Tone
Would you say this to the person's face? Does it sound like you?
Private details
Does it hold information that should not be shared with this reader?

Voice, sameness and ownership

Going Deeper

Your voice
Tools lean toward an average, polished style. One or two examples of your own writing help it come closer to your voice, but you will still edit.
Sameness
If everyone sends the same smooth wording, messages start to sound alike. Specific details from your business are what make a message yours.
Saying AI helped
Some readers and some rules expect you to say when AI helped. Check what applies to your work, and decide your own line.
Ownership
You are responsible for what goes out under your name, including anything the tool added that you did not notice.

A short example

See It

Lena owns a small florist shop. She asks a tool to write a message to a wedding client about a delay in flower delivery.

The draft sounds warm, but it says the flowers will be "fully refunded if not perfect". Lena never offered that.

She notices it on her promises check, deletes the line and adds the real delivery time. She also changes two phrases that do not sound like her, then sends it.

THE LESSON

Check for promises you did not make.

This is a made-up example for teaching.

Draft, check, own

Try It

1. Pick a message you need to write this week that holds no private details.
2. Write three lines of rough notes, then ask your tool for a draft.
3. Run the four checks: claims, promises, tone, private details.
4. Edit it until it sounds like you. Note what you changed.

YOUR TOOLS

Use any tool you already have. Do not paste customer or private business details.

GUIDANCE

What to look for is in the Guidance section at the end.

Check yourself

Check It

Question 1
Why start from your own rough notes rather than a blank request?
Question 2
Name two things to look for in a draft besides spelling.
Question 3
A draft says "we guarantee delivery by Friday". You never decided that. What do you do?

Answer in your own words before you read the Guidance section at the end.

Chapter 1 in four sentences

Keep It

KEEP THIS

A tool can give you a good first draft when you bring the facts and the purpose. Use it for editing jobs such as shortening, simplifying and changing tone. Before anything goes out, check the claims, the promises, the tone and the private details. What goes out under your name is yours.

Summarising documents and email

Chapter 2

By the end of this chapter you will be able to:

Ask for a summary that suits the reader and the purpose.

Check a summary for missing and added points.

Know when not to rely on a summary.

Keep private documents out of the wrong tools.

Time: about 40 minutes, including the exercise.

What a summary can and cannot do

Learn

A summary shortens a long text so you can decide what to read closely. It is useful for orientation: what is this about, and do I need to act?

It is risky for detail. A short version leaves things out. A tool may also add a point that is not in the original, or change a number.

Use a summary to decide where to look. Do not use it in place of the part that matters.

IN PLAIN WORDS

A summary is a map, not the ground.

Ask for the summary you need

Learn

State the purpose
Say what you will do with it: decide, reply, or brief someone else.
Set the shape
Ask for five bullets, or for decisions, dates and actions only.
Ask where it came from
Where the tool can, ask it to say where each point comes from, so you can check quickly.
Ask what was left out
Ask the tool to list topics in the document that it did not include.

Check a summary

Learn

Numbers and dates
Check every figure, name and date against the original.
Added points
Look for anything in the summary that is not in the document.
Missing points
Skim the original headings for anything important that is missing.
Meaning
Check negatives and conditions. "Must not" and "may" are easy to blur.

Why summaries slip

Going Deeper

Compression
To shorten, the tool must drop things. What it drops is a guess about what matters, and it may guess differently from you.
Long documents
Tools can handle very long inputs less reliably. Splitting a long document into parts and summarising each is safer.
Summaries of summaries
Each round of shortening loses more. If it matters, go back to the original.
Confidentiality
The tool receives the whole document you paste. Before pasting, ask whether that document may go into that tool. Book 4 covers this.

A short example

See It

Marcus is an office manager. A supplier sends a four-page contract update. He asks a tool for a summary and gets five tidy bullets.

The bullets say the notice period is 30 days. He checks the clause. It says 30 days for the supplier and 60 days for his own company.

He asks again, this time for every date and deadline and who each applies to, and checks the result against the clause.

THE LESSON

Summaries find the page. You read the clause.

This is a made-up example for teaching.

Summarise and check

Try It

1. Pick a document of two or three pages that is safe to share.
2. Ask for a summary for a stated purpose, in five bullets.
3. Check numbers, added points, missing points and meaning.
4. Ask what it left out, and see if that matches what you found.

YOUR TOOLS

Use any tool you already have. If you are not sure a document is safe to share, choose a different one.

GUIDANCE

What to look for is in the Guidance section at the end.

Check yourself

Check It

Question 1
Why is a summary risky for a contract clause?
Question 2
What should you do before pasting a document into a tool?
Question 3
Name two ways a summary can mislead even when it is well written.

Answer in your own words before you read the Guidance section at the end.

Chapter 2 in four sentences

Keep It

KEEP THIS

A summary helps you decide where to look. It can leave things out, add things and change meaning. State the purpose, ask for the shape you need and check numbers, additions, gaps and meaning. For anything that matters, read the original.

Research and learning

Chapter 3

By the end of this chapter you will be able to:

Use AI to get oriented in a new topic.

Ask for sources and check that they are real.

Compare what a tool says with trusted sources.

Know when to stop and ask a specialist.

Time: about 40 minutes, including the exercise.

A good first scan, not the last word

Learn

AI is useful for a first look at a new topic: the main ideas, the usual terms and the questions worth asking.

It can also explain a hard idea at different levels, and give examples you can use to test yourself.

It is a poor place to end. For anything you will act on, move to the sources that people in the field rely on.

IN PLAIN WORDS

Start with the tool. Finish with the source.

Four ways to use it for learning

Learn

Explain it simply
Ask for the idea in plain words, then at a deeper level once you follow.
List the questions
Ask what an expert would ask, so you know what you do not yet know.
Test you
Ask it to quiz you, then check the answers in a reliable source.
Compare options
Ask for the pros and cons of two approaches. Treat the answer as a list of things to verify.

Checking sources

Learn

Does it exist?
Open the link or find the title yourself. Made-up references are common.
Does it say that?
Read the passage. A real source may not support the claim.
Is it current?
Check the date. Rules, prices and guidance change.
Is it trusted?
Prefer official bodies, original documents and recognised experts.

Search tools and where authority sits

Going Deeper

Search-connected tools
Some tools search the web and cite pages. This helps, but the tool can still pick a weak page or misread a good one.
Weakest where you know least
On a topic you know little about, you are least able to spot errors. That is when to lean harder on sources.
Different tools, different answers
Two tools can give different answers. Treat disagreement as a sign to check, not as a vote.
Know the edge
Legal, medical, tax and safety questions about your own situation belong with a qualified person. The tool can help you prepare the questions.

A short example

See It

Hana is thinking about buying a commercial coffee machine for her cafe. She asks a tool how to compare machines and what to ask a supplier.

She gets a useful list of questions. She also asks for reviews and gets two titles that she cannot find anywhere. She drops them.

She takes the question list to two suppliers and reads their written specifications herself.

THE LESSON

Use the tool for questions. Use suppliers and specifications for facts.

This is a made-up example for teaching.

A first scan, checked

Try It

1. Choose a topic you need to learn about for work.
2. Ask your tool to explain it in plain words and to list five questions an expert would ask.
3. Ask for three sources, then try to find each one.
4. Write down what you still need to confirm, and where you will look.

YOUR TOOLS

Use any tool you already have. Do not include private or customer information in your questions.

GUIDANCE

What to look for is in the Guidance section at the end.

Check yourself

Check It

Question 1
What is a good use of AI at the start of research?
Question 2
A tool gives you a reference. What are two checks before you rely on it?
Question 3
Why should a question about your own tax situation go to a qualified person?

Answer in your own words before you read the Guidance section at the end.

Chapter 3 in four sentences

Keep It

KEEP THIS

AI is useful for a first scan of a new topic: ideas, terms and questions. Ask for sources and check that they exist, say what the tool claims, are current and are trusted. Treat disagreement between tools as a prompt to check. Questions about your own legal, tax, medical or safety situation go to a qualified person.

Meetings and planning

Chapter 4

By the end of this chapter you will be able to:

Turn rough notes into clear minutes and action lists.

Prepare agendas and follow-ups.

Know to check the rules on recording and transcribing meetings.

Keep a named person responsible for each action.

Time: about 40 minutes, including the exercise.

Before the meeting

Learn

A tool can turn a goal into a draft agenda, a list of questions to settle and a short pre-read.

Give it the purpose, the people and the time you have. Ask it to put decisions first.

Send the agenda under your name once you have read it and removed anything that does not fit.

REMEMBER

The agenda is your plan. The tool drafts it.

After the meeting

Learn

Clean up notes
Paste your own rough notes and ask for minutes: decisions, actions, who and by when.
Draft the follow-up
Ask for a short email to attendees that lists the actions.
Spot gaps
Ask what is missing, such as an action with no owner or a decision with no date.
Ask people to confirm
Ask attendees to confirm their actions. The tool was not in the room, and may have guessed.

Recording and transcripts

Learn

Some tools can record a meeting and write a transcript. Rules on recording and on telling people vary by place and by organisation.

Before you record, check what applies to you, tell everyone in the meeting and let them say no. Check where the recording and transcript are stored and who can see them.

For sensitive meetings, such as HR, legal or customer matters, take notes yourself unless you are sure the rules allow otherwise.

RULE OF THUMB

Tell people first. Keep sensitive meetings out.

Actions need owners

Going Deeper

A tool cannot own an action
It can list an action. Only a person can accept it. An action with no named person tends not to happen.
Transcripts are not minutes
A transcript records words. Minutes record decisions. Turning one into the other takes judgment about what mattered.
Mishearing
Transcripts can get names, numbers and technical terms wrong, especially with accents or background noise. Check them.
Retention
Decide how long recordings and transcripts are kept and who can delete them. Keeping everything forever is a risk, not a feature.

A short example

See It

Daniel runs a small accounting practice. After a client call he pastes his own notes into a tool and asks for minutes with actions.

The tool lists five actions and gives two of them to Daniel that were actually the client's. He fixes the owners, adds dates and emails the minutes to the client to confirm.

The client corrects one date.

THE LESSON

Ask people to confirm their own actions.

This is a made-up example for teaching.

Minutes you can trust

Try It

1. Take notes from a real meeting this week, with private details removed.
2. Ask your tool for minutes: decisions, actions, owners, dates.
3. Mark any action with no owner or no date, and any owner you did not agree.
4. Send the minutes to one attendee to confirm.

YOUR TOOLS

Use any tool you already have. If the notes hold private details, remove them first.

GUIDANCE

What to look for is in the Guidance section at the end.

Check yourself

Check It

Question 1
Why should a person confirm each action?
Question 2
What is the difference between a transcript and minutes?
Question 3
What should you do before using a tool to record a meeting?

Answer in your own words before you read the Guidance section at the end.

Chapter 4 in four sentences

Keep It

KEEP THIS

A tool can draft agendas, clean up notes and write follow-ups. Give each action a named person and ask them to confirm it. A transcript is not minutes. Before recording a meeting, check the rules, tell people and keep sensitive meetings out.

Guidance and answers

At The Back

Questions and exercises stay in the chapters, on their own slides. Guidance lives here, so you can try first and look afterwards.

Try the task or question in your own words, then compare. Where your answer differs, that is worth a note, not a correction.

WHERE TO FIND IT

The Guidance section below: answers and exercise guidance, one part for each chapter.

Chapter 1: answers and guidance

Guidance

Answer 1
The tool works from what you give it. Your notes keep the draft close to the facts and to what you mean.
Answer 2
Any two of: false claims, promises you did not make, a tone that is not yours, or private details that should not be there.
Answer 3
Remove or change the line before sending. A tool can add promises that sound reasonable. You are responsible for what goes out.
Exercise
Common changes: removing a stock phrase, correcting a detail, softening or firming the tone. If you changed very little, check that you read the draft closely rather than skimming.

Chapter 2: answers and guidance

Guidance

Answer 1
Contracts depend on exact wording, conditions and who each term applies to. A summary can blur or drop these. Read the clause.
Answer 2
Check that you are allowed to share that document with that tool. If you are unsure, do not paste it, and ask.
Answer 3
It can leave out an important point, add a point that is not in the original, or change a number or a condition.
Exercise
Most people find one missing point and one small change. If the summary was perfect, try a harder document, such as one with conditions or exceptions.

Chapter 3: answers and guidance

Guidance

Answer 1
Getting oriented: the main ideas, the terms and the questions to ask. Then move to trusted sources.
Answer 2
Any two of: it exists, it says what the tool claims, it is current, it comes from a trusted source.
Answer 3
The answer depends on your exact facts and current rules, and a mistake can be costly. The tool can help you prepare questions for the person.
Exercise
Many people find at least one reference they cannot locate. Your list of things to confirm is the real result: it is your next step.

Chapter 4: answers and guidance

Guidance

Answer 1
The tool may have guessed an owner or a date. A person who accepts the action is what makes it real.
Answer 2
A transcript records what was said. Minutes record the decisions and actions, which takes judgment about what mattered.
Answer 3
Check the rules that apply to you, tell everyone, let them say no, and check where the recording is stored and who can see it.
Exercise
Common finds: an action with no owner, a date the tool invented, and a decision that was discussed but never made. Those are the things minutes exist to catch.

About Ekalavya Academy

Find Out More

Ekalavya Academy is a learning series from Almost Magic Tech Lab. The books are written for people who teach themselves, using the tools they already have.

Almost Magic builds tools that help people check and govern their AI use. The books never depend on those tools.

LINKS

Almost Magic: almostmagic.net.au

Case studies: ai-casestudies.almostmagic.net.au

Page for this book on the Academy site: link to be added when the page exists.


Ekalavya Academy by Almost Magic | almostmagic.net.au