Solutions · the classroom
education · live

Last semester: 312 emails.
This semester: zero.

One professor. One course. The agent reads your syllabus, answers your students, and your TAs stop drowning in "when is HW3 due?" Mondays.

ledger · cs 220 / prof. eze · before vs. after
metric
before last semester
after this semester
emails about HW3
per semester
312
0
syllabus questions
per semester
186
0
office hours reschedules
per semester
47
0
extension requests at 11pm
per semester
94
0
students helped while you slept
per semester
0
847
hours of TA time given back
per semester
0
142
net · this semester / the agent did 989 things · you did zero
connect the syllabus, set the line, walk away · monday quiet by week 2
/01
the citation chain

One answer, three sources.

The agent does not invent answers. It pulls from your lecture slides, your textbook, and prior semesters' Q&A, then stitches them into one reply with every source linked.

student asks
A
incoming · class forum
"what's the master theorem and how do I know which case to use?"
LECTURE source
Lecture 5 · Master Theorem
lecture-5.pdf · slides 23-31

The three cases of the master theorem cover divide-and-conquer recurrences of the form T(n) = aT(n/b) + f(n)…

TEXTBOOK source
CLRS · Chapter 4.5
textbook · pp. 93-107

Worked example: T(n) = 9T(n/3) + n applies case 1 with c = log₃(9) = 2. Solution: Θ(n²)…

PRIOR source
Q&A from spring 2025
archive · thread #312

Answered last semester by Prof. Eze: "Don't memorize the cases. Sketch the recursion tree, then check which level dominates the work."

three sources, one reply
@aidev_bot · synthesized 0.92s
Master theorem solves recurrences of the form T(n) = aT(n/b) + f(n). It has three cases that depend on how the work at each level compares to the work at the leaves. Don't memorize the cases. Sketch the recursion tree first, see which level dominates, then match.
cited from lecture-5.pdf · slide 23 CLRS · ch 4.5 archive · #312
/02
capabilities

Six moves.

Configurable per course, per cohort, per role. The agent stays inside your published materials and tags faculty for anything that needs a human.

cited
CURR
Curriculum support.
/syllabus · /readings · /rubric

Syllabus questions, reading assignments, rubric clarifications. Cited from your own course materials, every time.

leads warmed
ADMS
Admissions & enrollment.
/applications · /tuition · /deadlines

Prospective students get program info, tuition, and deadlines instantly. Your admissions team only sees serious leads.

handbook-true
POL
Policy & admin.
/late · /attendance · /honor

Late work policy, attendance rules, honor code, accommodation requests. Cited from your handbook, never improvised.

cohort-aware
COMM
Student community.
/discord · /pinned · /onboarding

Lives in your Discord or Telegram cohort. Welcomes new members, answers from pinned docs, keeps the channel scannable.

sops live
FAC
Faculty knowledge.
/sops · /protocols · /internal

Internal handbook for staff and TAs. Onboarding new instructors, answering "how do we handle X" without hunting Slack.

parent-ready
PARE
Parent communication.
/parent-portal · /events · /grades

Parents ask about events, schedules, and policies. The agent answers from your published info, escalates anything sensitive.

/03
how it works

Three steps. Five minutes.

scene.01 ~2 min
1.
Upload course materials.

Syllabus, lecture slides, readings, rubric, handbook. The agent reads and remembers all of it.

$ aidev course sync
→ syllabus · 16 weeks · 47 readings
→ slides · 14 lectures · rubric
✓ ready · CS220/spring
scene.02 ~2 min
2.
Set the line.

Decide what the agent answers, what it routes to TAs, what goes straight to the instructor. You draw the line, anytime.

tone: warm grading: handoff channels: web · dc
scene.03 ~1 min
3.
Embed and go live.

Add the widget to your LMS, your Discord, your Telegram, or all three. The 2 AM "when is HW3 due?" stops landing in your inbox.

[02:14] @anon · "HW3 due?"
[02:14] @bot · "fri 11:59pm"
[03:42] @anon · "midterm scope?"
◉ inbox quiet
/04
classrooms using it

Built for the people
already shipping.

K12, universities, bootcamps, online courses, tutoring services, edtech networks. Six rooms where the same syllabus question hits every Monday.

admin freed
K12
K12 schools
/parent · /policy · /events

Parent and student questions about schedules, events, uniforms, transport. Frees admin staff for the questions only humans can answer.

per-course
UNI
Universities
/syllabus · /office-hours · /policy

Course-level Q&A, registrar policy, financial aid basics. Per-course agents that share the institutional handbook underneath.

across timezones
BOOT
Bootcamps
/curriculum · /cohort · /career

Cohort questions handled across timezones. Curriculum FAQs, project rubric questions, career-services info, all cited.

tickets fall
ONLINE
Online course platforms
/lessons · /quizzes · /access

Self-paced learners ask at all hours. The agent answers from your lessons and quiz materials so support tickets fall.

matched right
TUT
Tutoring services
/match · /scheduling · /pricing

Match families to tutors, answer scheduling and pricing questions, route specific subject requests to the right tutor.

multi-school
AGY
EdTech networks
/multi-school · /branded · /admin

Run many schools or institutions from one dashboard. Each gets its own knowledge, voice, and channels. White-label ready.

/05
trust · control

Course materials in. Grades stay out.

The agent only knows what you teach. It never grades, never sees student records, never speaks for the instructor.

what the agent does
  • Answers from your published materials. Syllabus, slides, rubric, handbook, FAQs.
  • Cites every source. Lecture slide, textbook page, handbook section.
  • Routes grading questions, accommodation requests, and anything sensitive to humans.
  • Daily digest of what students asked, where the gaps in your materials are.
what the agent never does
  • Grade work, change scores, or render judgment on a student's submission.
  • Touch student records, transcripts, or accommodations data. Public materials only.
  • Train on or share your course content with us or any other tenant. Your materials stay yours.
  • Speak as the instructor. The agent is a TA helper, not a stand-in for the professor.
cited · in tone · in your students' time

One syllabus.
Every cohort.

Faculty don't repeat themselves. Students get the same answer at 2pm or 2am. New cohorts inherit the institutional memory the day they start.

learned.
once · cited · across every cohort
logs/2026-04 · 1,847 syllabus questions · 312 deadline pings · 89 emails after midnight the same hw3 question, every semester.
30-day free trial

Stop answering the same syllabus question.
Pin the agent.

Connect your course, set the line, embed the widget. Syllabus, deadlines, and prep questions answered while your TAs focus on the work that needs them.

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