DC CAP Enterprise AI  ·  Week 1

Claude knows what you show it.
Nothing else.

Everything Claude gives you is built from what sits in front of it when you press send. That space is the context window, and managing it is the one skill this whole course builds.

Week 1 of 8 About 30 min · at your pace Nothing to turn in
Week 1 · the setup

Here's how Week 1 goes

Week 0 showed you a machine that predicts from patterns. This week covers the other half: the context you put in front of it, which is the half you control.

1See the window: what Claude can use, and what it can't
2Run the gate: know what never enters
3Pack it: one real task, briefed with a safe file
4Make it stick: write your instructions for Claude
The one line we avoid: individually identifying scholars or families. We can use DC CAP information and situational context to get real work done while scholars' records stay in our systems.
Move 1 · the idea

What Claude sees

Picture the folder you'd hand that eager intern from Week 0. Whatever is in the folder is the whole briefing; whatever stayed on your desk may as well not exist.

Toggle items in and out of the folder below and watch what comes back change. Then try the two at the bottom that most people assume are in there.

Your folder: tap to add or remove

The context window: what Claude can use
  • Claude's standing instructions (always here)

Tap items on the left. The window and the answer below update as you go.

Claude's reply to that ask

If it's not in the window, Claude doesn't know it.

Move 1 · the understanding

Two kinds of knowing

Claude draws on exactly two sources. Telling them apart is what separates people who use AI well from people who get burned by it.

Source 1 · what it learned

Patterns from training

General knowledge and fluent writing, fixed at a cutoff date. No current or reliable DC CAP specifics: it may have absorbed stale public facts about us, but it doesn't know our deadlines, our numbers, or how we write, and anything it seems to know needs checking.

Source 2 · what you show it

The context you load

Your situation, your files, your instructions. Current, specific, and entirely under your control.

A hallucination is usually a prediction running without context. The fix is usually the same: put the missing thing in the window. (Claude can also misread what you gave it — which is why you check the draft against the file either way.)

Spot the gap

You ask: "Summarize our partner retention results for the board." You attach nothing. What comes back reads beautifully. What's wrong with it?

Show what we noticed →

Every number in it is invented. Claude had patterns for "board summary about retention" and zero context about DC CAP's actual results, so it predicted plausible numbers. The same ask with the real one-pager attached comes back grounded in the file. Same Claude, different window.

Move 2 · the rules

The gate: what may enter

Governance is the check you run before anything goes in the folder, and you already signed the rules: the Governance Acknowledgment from Week 0. In the weekly flow it comes down to one question: could this point to one scholar or family?

The habit: describe the situation; the names and numbers stay in your files. Claude needs the situation, never the record.

Two ways to ask

The same task, two ways: re-engage a scholar who's gone quiet. Watch what each version puts into the window. (The scholar details below are invented for this example.)

Don't

"Maria G., GPA 2.1, SSN on file, hasn't logged in since Oct 3. Write her a re-engagement email."

Do

"I have a first-gen sophomore who's missed our last two check-ins and seems at risk of not re-enrolling. Draft a warm, low-pressure email inviting them to reconnect."

What's the difference?

Both get you a strong draft. Only one put a scholar's record into the window.

Show why it matters →

The safe version gave Claude the situation, which is all the prediction needed. Your read of the scholar's situation is what made the email work; the name and the GPA only added risk. The judgment stays with you, the situation goes in the window, the record stays in your files.

The trap worth knowing

You took the names off a small campus breakdown. Safe to share now?

Show the answer →

Not if the group is small. Outcomes for six scholars at one campus point back to real people even with no names attached, because anyone who knows that campus can work out who's who. When a group is small enough to re-identify, describe the pattern instead of sharing the rows. The data rules you signed cover this and every other case; two minutes to reread whenever you're unsure.

And one thing to know before you ever need it. If something identifying a scholar ever lands in a chat by accident:

  1. Delete that conversation right away.
  2. Tell the AI Governance Lead or Co-Owner — Preston Magouirk or Angela Cammack — within two hours. They take it from there.
Move 3 · the doing

Pack the window

A good prompt is a packing list: it puts into the window exactly what Claude needs, and nothing it doesn't. Five parts, straight from Week 0's chart.

RoleWho Claude should be
ContextThe situation, described, no records
TaskExactly what you want
ExampleOne line showing the tone
FormatWhat done looks like

Files are the other half of packing: a grounded file beats a beautiful guess every time. Two habits when you attach:

  1. Open the file first and check what's in it. Nothing that points to one scholar or family goes in; describe those situations instead.
  2. Tell Claude what to do with it. "Pull the three numbers a funder would ask about" gets more than attaching in silence.
Watch, then try
You[Attached: scholar retention one-pager, aggregates only] You're a DC CAP program lead writing to our Success Coach team. Using the attached numbers, draft a short, warm update: name the win first, then point us at renewal season. Match "real progress, next push" energy. Under 150 words.
ClaudeSubject: Retention results are in: take the win

Team: the numbers are yours. 85% of the class of 2024 came back for year two, and seven partner cohorts have reached 100% retention in recent years. That's coaching showing up in the data. Renewal season is the next push, so let's get ahead of it this month. I'll bring the details Friday.

[Your name]

Every part of the window did work, and nothing in it points at any one scholar. (Those two results are real DC CAP figures, unlike the invented examples elsewhere on this page.)

[Attach one safe file; check what's in it first.] [Role: who Claude should be.] [Context: your situation in general terms, no names or records.] [Task: exactly what you want from the file, plus any limits.] [Example: one line showing the tone.] [Format: what done looks like.]
Your turn:
  1. Pick one real task that touches a document: a summary you owe, a draft to tighten, numbers to explain.
  2. Open the document and check it: nothing pointing to one scholar or family.
  3. Click Copy above, paste into Claude, and fill the brackets. Attach the file with the + at the left of the message box (or drag it in), then send.
  4. Read the draft against what you gave it. Something off? Add the missing context and send again.
That last step is the loop you'll run forever: notice the gap, feed the window, get a better answer.
Move 4 · the setup

Context that sticks

When a chat ends, its window empties, and memory may carry a few highlights forward without you picking which. Settings has a field called Instructions for Claude; whatever you write there rides along in every new chat, guaranteed.

A strong first set of instructions
Example

I'm a Success Coach at DC CAP, a college-access nonprofit in Washington, DC. I work with first-generation college students at our partner universities. Keep drafts warm and plain, under 200 words unless I ask for more, and give me one clear next step. Never use real scholar names, even if I slip and include one.

Notice the last line

Your instructions enter every window, so the gate applies to them too.

Show the two rules →

First, describe your role and audience, never specific scholars: standing context is no place for anything that identifies a scholar. Second, you can make Claude part of your own safety net: a line like "never use real scholar names" means the window itself pushes back if a name slips in.

Set yours now; three lines is plenty

In Claude, click your initials in the corner, choose Settings, and open Instructions for Claude. Write your role, your usual audience, and one taste. Every chat for the rest of this course starts smarter.

Your instructions are the smallest member of a family you'll build all course long: write the context once, and stop paying for it every morning:

NowYour instructionsA few lines, every chat
Week 3A ProjectStanding context for one lane of work
Week 4A SkillA method your team reuses
Your win

What you can do now

You can see the window, guard it, and pack it. The four habits you just practiced have names: Anthropic's 4Ds, the framework this program runs on:

Delegation

You chose what to hand over: the task, and the folder that travels with it.

Description

You wrote the window: situation, task, example, format.

Discernment

You read the answer against what Claude actually had, and spotted where it guessed.

Diligence

You ran the gate: checked everything before it entered, and nothing identifying a scholar got through.

This is your own check that the week landed. It stays in your browser — nobody else sees it.

Every week stays open — move at your pace.

Keep the daily reps going: one real task a day, packed the way you practiced. Stuck on one? Bring it to Preston's office hours, 9–10 AM ET any weekday.

What's nextWeek 2 · Pack the window across a whole conversation
Start Week 2 →
Optional

Under the hood

Skip it and lose nothing.  Four questions people usually ask about the window.

Doesn't Claude have memory?

Where memory is available in our workspace, Claude keeps short notes about your recurring work and may bring some into a new chat. Treat it like a colleague's recollection of last week: welcome when it surfaces, too spotty to build on. The window is the only context you fully control, so anything that matters goes in by your hand: attach it, paste it, or write it into your instructions.

How big is the window?

Large (hundreds of pages of text) but finite. A long conversation slowly fills it, and details from far back can fade from Claude's attention even before the window is technically full. That's why a fresh, focused chat often beats one giant thread, and Week 2 turns that into a set of working habits: when to continue, when to start over, and how to carry the important parts forward.

What exactly is the system prompt?

The standing instructions Anthropic places at the front of every window: how Claude should behave, what tools it can use, where its limits are. You don't see it in the chat (Anthropic publishes claude.ai's), but it's why Claude has consistent manners, and your instructions ride in the window alongside it.

Where do my files and chats go?

DC CAP's Claude Enterprise workspace is set up so your inputs aren't used to train the model, and activity is auditable under the governance standards you signed. A personal AI account has none of that, and consumer tools may use what you type to train, so DC CAP work stays in the Enterprise workspace.