Fix Educators Page Content Against Syllabus
Implement the following plan:
Fix Educators Page Content Against Syllabus
Context
The educators page (content/educators.mdx) has several factual inaccuracies when compared against the syllabus (content/spring2026/syllabus.mdx). The user flagged two: credits and audience description. A full cross-reference reveals additional discrepancies.
Discrepancies Found
1. Credits: "one-credit seminar" → three credits
- Educators page (line 2): "It's a one-credit seminar"
- Syllabus (line 16): "3 credit hours, letter graded"
- Fix: Change to "three-credit course"
2. Audience: "non-CS students" → non-technical students
- Educators page (line 2): "for non-CS students"
- Syllabus (line 83+): "designed for students with no programming or technical background", "No programming or technical background required"
- Fix: Change to "for non-technical students" (broader and more accurate)
3. Meeting frequency: "twice a week for 14 weeks — 28 meetings" → 75-minute sessions
- Educators page (line 74): "meets twice a week for 14 weeks — 28 meetings total"
- Syllabus (line 23): "Two 75-minute sessions per week" with specific breakdown: 14 exploratory + 8 lab + 6 discussion = 28
- This is actually correct, though we could add the 75-minute detail
4. Assessment description is outdated
- Educators page (lines 80-81): "no exams, no problem sets, and no essays. Assessment is entirely through the conversational assessments and class participation."
- Syllabus (lines 109-115): Lab/discussion exercises 50%, CBTF quizzes 35%, final project 10%, final video 5%
- Fix: Update to reflect actual assessment structure (quizzes exist, plus final project/video)
5. Course number/format: "seminar" is inaccurate
- The syllabus describes a structured course with labs, discussions, exploratory sessions, quizzes, and a final project — not a seminar
- Fix: Drop "seminar" language
File to modify
content/educators.mdx
Changes
Line 1-2: Fix credits, audience, and format
Before: "It's a one-credit seminar for non-CS students — no technical prerequisites, no programming." After: "It's a three-credit course for non-technical students — no prerequisites, no prior programming experience."
Lines 80-82: Fix assessment description
Before:
There are no exams, no problem sets, and no essays.
Assessment is entirely through the conversational assessments and class participation.
The course is designed for students who will _use_ AI systems throughout their careers but won't build them — which is most people.
After:
There are no problem sets and no essays.
Assessment combines conversational assessments, bi-weekly quizzes, lab and discussion participation, a final project, and a final video reflection.
The course is designed for students who will _use_ AI systems throughout their careers but won't build them — which is most people.
Verification
- Read the updated educators page and confirm all facts match the syllabus
- Check the page renders in the browser
If you need specific details from before exiting plan mode (like exact code snippets, error messages, or content you generated), read the full transcript at: ~/.claude/projects/-Users-challen-www-usingandunderstanding-ai/6e9393ae-47d1-438b-8867-109f7f0f4057.jsonl
Let me read the educators page to make the planned changes.
Now I'll make both changes.
Continue.
Both changes are done. Let me verify the final state of the file.
Both changes are applied:
- Line 2: "one-credit seminar for non-CS students" → "three-credit course for non-technical students"
- Lines 80-81: Removed "no exams" claim; updated assessment description to reflect the actual structure (quizzes, participation, final project, final video)
Your task
First, run git status, git diff, and git log --oneline -10 to understand the current state.
Then add and commit all modified files with a descriptive message. Break the changes into multiple commits if appropriate. If there are untracked files, ask if they should be added or added to the appropriate .gitignore file. The user may also want to take over at this point, so provide an abort option as well. Always check changes for unnecessary debugging statements or logging that might have been accidentally included. Prompt the user if you find any, and offer to remove each one by one. Do not use interactive git staging (git add -p) as it does not work.
No debug statements. Two logical commits: the educators content fix and the version bump.
Two commits:
- Fix educators page facts to match syllabus — credits, audience, assessment description
- Bump version to 2026.2.20
Your task
First, run git status, git diff, and git log --oneline -10 to understand the current state.
Then add and commit all modified files with a descriptive message. Break the changes into multiple commits if appropriate. If there are untracked files, ask if they should be added or added to the appropriate .gitignore file. The user may also want to take over at this point, so provide an abort option as well. Always check changes for unnecessary debugging statements or logging that might have been accidentally included. Prompt the user if you find any, and offer to remove each one by one. Do not use interactive git staging (git add -p) as it does not work.
Just a version bump from 2026.2.20 → 2026.2.21. No debug statements.
Done — bumped to 2026.2.21.
A few notes on the educators page. Each lab does not have a converational assessment. Mention that, after giving students some practice with the format, we'll begin using conversational assessment in our computer-based testing facility (CBTF, add link) later in the course.
Updated. The lab meetings bullet now explains the progression: practice with conversational assessments in early labs, then transition to proctored CBTF sessions later in the course.
Let's just move that bit out of the lab meetings into a new "Proctored assessments" section.
Now I need to find the right place to add the new section. It fits naturally after the Conversational Assessment section.
No, sorry. Add it to course structure.
Added the proctored assessment detail to the Course Structure section, right after the meeting types and before the assessment summary.
Sorry, as a new bullet.
Done — added as a fourth bullet in the meeting types list.
Let's say move to our.
Done.
Your task
First, run git status, git diff, and git log --oneline -10 to understand the current state.
Then add and commit all modified files with a descriptive message. Break the changes into multiple commits if appropriate. If there are untracked files, ask if they should be added or added to the appropriate .gitignore file. The user may also want to take over at this point, so provide an abort option as well. Always check changes for unnecessary debugging statements or logging that might have been accidentally included. Prompt the user if you find any, and offer to remove each one by one. Do not use interactive git staging (git add -p) as it does not work.
Clean change, no debug statements.
Done.
Your task
First, run git status, git diff, and git log --oneline -10 to understand the current state.
Then add and commit all modified files with a descriptive message. Break the changes into multiple commits if appropriate. If there are untracked files, ask if they should be added or added to the appropriate .gitignore file. The user may also want to take over at this point, so provide an abort option as well. Always check changes for unnecessary debugging statements or logging that might have been accidentally included. Prompt the user if you find any, and offer to remove each one by one. Do not use interactive git staging (git add -p) as it does not work.
Just a version bump, no debug statements.
Done — bumped to 2026.2.22.
For the lab, let's say students record their experiences. Discussion really happens during discussion sections.
Done — changed "discuss" to "record" for lab meetings.
Your task
First, run git status, git diff, and git log --oneline -10 to understand the current state.
Then add and commit all modified files with a descriptive message. Break the changes into multiple commits if appropriate. If there are untracked files, ask if they should be added or added to the appropriate .gitignore file. The user may also want to take over at this point, so provide an abort option as well. Always check changes for unnecessary debugging statements or logging that might have been accidentally included. Prompt the user if you find any, and offer to remove each one by one. Do not use interactive git staging (git add -p) as it does not work.
Done.
Do we have a way to deploy small website changes without requiring a version bump? I can use the deploy script but then does it do a restart if the version hasn't changed?
Yes — the deploy script already handles this. At line 160 it asks whether to bump the version, and you can say no. If you decline, it proceeds with the current version.
For dev deploys specifically, images are always tagged :dev (line 123), so the version doesn't matter for the image tag. The restartDeployments step (line 151-153) does a kubectl rollout restart regardless of whether the version changed, so the pods will always restart and pull the freshly-built image.
For prod, images get tagged both :latest and :${version}. If you skip the bump, it rebuilds and pushes :latest with the same version tag, and the rollout restart still happens.
So: just run bun run deploy:dev (or deploy:prod), answer n to the version bump prompt, and it will build, push, and restart with your content changes.
Thanks! Hey, can you help provide brief description of conversational assessment, along the lines of a reply to this question: Please provide a brief description of your Approach.
Based on what's on the educators page and design docs, here's a draft:
Students complete conversational assessments — chat-based oral exams conducted by an AI interviewer. Rather than multiple-choice quizzes or written essays, students demonstrate understanding through natural conversation, with an AI system probing their comprehension in real time.
The system uses a two-agent architecture: an evaluator tracks student progress against a structured rubric while a separate interviewer conducts the conversation. This separation allows rigorous evaluation without compromising conversational quality. The system distinguishes between understanding demonstrated independently versus after prompting — a critical distinction for evaluating genuine comprehension.
Early in the course, assessments are embedded in lab meetings to familiarize students with the format. Later, they move to a proctored testing facility for higher-stakes evaluation.
Want me to adjust the tone, length, or emphasis? For example, I could make it more concise, more technical, or focus more on the pedagogical rationale vs. the architecture.
More concise and to the point. Just a few sentences. Use oral exams to help people understand.
Students complete conversational assessments — AI-conducted oral exams where an interviewer probes their understanding through natural conversation. A two-agent architecture separates the interviewer from a structured evaluator, allowing rigorous rubric-based assessment while maintaining a natural conversational flow. The system tracks whether students demonstrate understanding independently or only after prompting, distinguishing genuine comprehension from pattern-matching.
It should probably start "Conversational assessments are..."
Conversational assessments are AI-conducted oral exams where an interviewer probes student understanding through natural conversation. A two-agent architecture separates the interviewer from a structured evaluator, enabling rigorous rubric-based assessment while maintaining natural conversational flow. The system tracks whether students demonstrate understanding independently or only after prompting, distinguishing genuine comprehension from pattern-matching.
But they aren't oral exams.
Good point — students are typing, not speaking. How about:
Conversational assessments are AI-conducted chat-based exams where an interviewer probes student understanding through natural conversation. A two-agent architecture separates the interviewer from a structured evaluator, enabling rigorous rubric-based assessment while maintaining natural conversational flow. The system tracks whether students demonstrate understanding independently or only after prompting, distinguishing genuine comprehension from pattern-matching.
Mention that grading is done during the assessment, not afterward, using a rubric.
Conversational assessments are AI-conducted chat-based exams where an interviewer probes student understanding through natural conversation. A two-agent architecture separates the interviewer from a structured evaluator that grades in real time against a rubric as the conversation unfolds — not after it ends. The system tracks whether students demonstrate understanding independently or only after prompting, distinguishing genuine comprehension from pattern-matching.
Mention that conversational assessments can be used to evaluate both factual understanding and the ability of a student to articulate a position on more debatable issues, or something like that.
Conversational assessments are AI-conducted chat-based exams where an interviewer probes student understanding through natural conversation. A two-agent architecture separates the interviewer from a structured evaluator that grades in real time against a rubric as the conversation unfolds — not after it ends. The system tracks whether students demonstrate understanding independently or only after prompting, distinguishing genuine comprehension from pattern-matching. Conversational assessments can evaluate both factual understanding and a student's ability to articulate and defend a position on more open-ended or debatable topics.
Maybe we should mention open-ended questions as well?
Conversational assessments are AI-conducted chat-based exams where an interviewer probes student understanding through natural conversation. A two-agent architecture separates the interviewer from a structured evaluator that grades in real time against a rubric as the conversation unfolds — not after it ends. The system tracks whether students demonstrate understanding independently or only after prompting, distinguishing genuine comprehension from pattern-matching. Because the format is conversational, assessments can naturally incorporate open-ended questions and evaluate not just factual understanding but a student's ability to articulate and defend a position on more debatable topics.
How about we end with an example: Not just "What is the Turing Test?" but also "Do you think that today's AI models pass the Turing Test?"
Conversational assessments are AI-conducted chat-based exams where an interviewer probes student understanding through natural conversation. A two-agent architecture separates the interviewer from a structured evaluator that grades in real time against a rubric as the conversation unfolds — not after it ends. The system tracks whether students demonstrate understanding independently or only after prompting, distinguishing genuine comprehension from pattern-matching. Because the format is conversational, assessments can naturally incorporate open-ended questions and evaluate not just factual understanding but a student's ability to articulate and defend a position on more debatable topics — not just "What is the Turing Test?" but also "Do you think that today's AI models pass the Turing Test?"
Excellent.
Glad that works! Let me know if you need it adapted for a specific context.
Can we write this down somewhere for later? Maybe add it to the terminology page LOL.
Ha — I don't think the terminology page is quite right for this. How about planning/? That's where course planning materials live. Could add it to an existing file or create something like planning/descriptions.md for reusable blurbs about the course.
Want me to put it there, or somewhere else?
Sure.
Actually, maybe this belongs at the top of the assessments page?
Good idea — let me check what's there now.
The current intro (lines 3-5) is more informal. Want me to replace it with the description we just wrote, or add it alongside the existing text?
What's there currently?
Lines 3-5 currently say:
Conversational assessments are oral-exam-style evaluations conducted via chat. Instead of answering multiple-choice questions or writing essays, students have a real-time conversation with an AI interviewer who asks questions, follows up on interesting points, and probes for deeper understanding. The goal is to evaluate whether students can explain what they know, not just recognize correct answers.
That's pretty good. Maybe we can work this onto the educators page somewhere?
The educators page already has a Conversational Assessment section (lines 10-26). The current intro there is:
The most novel part of the course is how we assess student understanding. Rather than multiple-choice quizzes or written essays, students complete conversational assessments — chat-based oral exams conducted by an AI interviewer.
Want me to replace that with the description we wrote? It would flow naturally into the two-agent architecture explanation that follows.
That's a good intro. Maybe we add this paragraph below? Would that interrupt the existing flow?
I think it would actually fit well at the end, after line 22 and before the links. The current flow is: intro → architecture → why separation matters → independent vs prompted understanding. Our new paragraph extends naturally from there — it broadens the point about what conversational assessment can evaluate. Adding it between the architecture paragraphs would interrupt that thread.
Want me to put it there?
Sure.
Done. The new paragraph sits right before the links, extending the discussion of what conversational assessment can evaluate.
Ah, OK. I was thinking we'd add the whole paragraph, but this is fine. I'd still like the entire summary you just drafted saved somewhere in case I want to use it again.
Makes sense. I'll add it to a descriptions file in planning/.
Saved to planning/descriptions.md. You can add more blurbs there as needed.
Your task
First, run git status, git diff, and git log --oneline -10 to understand the current state.
Then add and commit all modified files with a descriptive message. Break the changes into multiple commits if appropriate. If there are untracked files, ask if they should be added or added to the appropriate .gitignore file. The user may also want to take over at this point, so provide an abort option as well. Always check changes for unnecessary debugging statements or logging that might have been accidentally included. Prompt the user if you find any, and offer to remove each one by one. Do not use interactive git staging (git add -p) as it does not work.
No debug statements. Two files to commit — I'll do them together since they're related.
Done.
OK! Now, I'd like to add the WebM video we recorded of the conversational assessment to the educators page. Can we use similar styling to that used by ~/positions/sydney-horizon-educators/talk when the video is in audience mode? No auto-play, play button and progress bar (with proper coloring).
I found the styling details. The talk uses a custom player with:
- Centered play button (semi-transparent dark circle, teal on hover
#5BC4D4) - Bottom progress bar (teal
#5BC4D4fill, subtle dark track) - No native controls
The video is at tools/recording/output/turing-test.webm. Before I build this, a couple questions:
No public/ directory exists yet. I'll create apps/web/public/video/ to keep things organized, then build the component. Let me check how existing MDX components are structured.
Now let me check the site's accent color to match the theme properly.
Good — the site uses a gold/amber accent color. I should use that instead of the teal from the talk. Now let me create the component and wire everything up.
Now register it in mdx-components and add it to the educators page.
Now add the video to the educators page, in the Conversational Assessment section before the links.
Now let me check the video file isn't too large for git and see if it should be gitignored.
5.9MB — not tiny but reasonable for a git repo. Let me verify the dev server is running and check how it looks.
Dev server isn't running. Let me at least check the TypeScript compiles.
That's just a tsconfig issue with running tsc directly on a single file. The project config handles JSX. Let me run the full typecheck instead.
TypeScript compiles clean. The video player is ready:
- Video file:
apps/web/public/video/turing-test.webm(5.9MB) - Component:
apps/web/components/mdx/video-player.tsx— client component with custom play button and progress bar, using the site's--accentcolor - Registered in
mdx-components.tsxas<VideoPlayer> - Placed in the Conversational Assessment section, between the description text and the links
The player has no autoplay, a centered play/pause button (fades when playing), and a bottom progress bar — matching the talk's audience mode style but using the site's gold accent color instead of teal. You'll need to start the dev server to preview it.
OK, I started the dev server. Feel free to .gitignore this as long as it gets copied into the container properly.
The Dockerfile's runner stage only copies .next/standalone and .next/static — Next.js standalone output doesn't include public/ automatically. I need to fix that too.
Now let me verify the video loads in the browser.
Video is served. Let me check the educators page renders.
Everything is working:
- Video gitignored at
apps/web/public/video/ - Dockerfile updated to copy
public/into the production container - Video serves at
/video/turing-test.webm(200) - Educators page renders (200)
Take a look at the page and let me know if the styling needs tweaking.
Nice! Let's add a caption that says "Me completing the first conversation assessment on the Turing Test."
I'll add a caption prop to the component.
Done — added a centered italic caption below the video.
Is that grammatically correct?
"Completing the first conversational assessment on the Turing Test" is a bit awkward — it sounds like the assessment is sitting on top of the Turing Test. How about:
- "Me completing the first conversational assessment, on the Turing Test."
- "Me completing the Turing Test conversational assessment for the first time."
Or did you mean "first" as in the very first one ever created, not your first attempt? That would change the phrasing too.
It's the first conversational assessment and the first even attempt, both!
How about: "Me completing a conversational assessment on the Turing Test — the first one we built."
That covers both firsts without being ambiguous.
How about "My first attempt at the first-even conversational assessment covering the Turing Test."
Did you mean "first-ever" instead of "first-even"? If so, that works well.
Yes.
Done.
Your task
First, run git status, git diff, and git log --oneline -10 to understand the current state.
Then add and commit all modified files with a descriptive message. Break the changes into multiple commits if appropriate. If there are untracked files, ask if they should be added or added to the appropriate .gitignore file. The user may also want to take over at this point, so provide an abort option as well. Always check changes for unnecessary debugging statements or logging that might have been accidentally included. Prompt the user if you find any, and offer to remove each one by one. Do not use interactive git staging (git add -p) as it does not work.
Clean changes, no debug statements. I'll do two commits — the video player infrastructure, and the educators page update.
Two commits done.