Good morning, Priya.

Thursday, May 24 · 6 tracks live · 4 cohorts running · 96 students joined this week

This quarter

Studio output

↑ healthy

Tracks 6/6 planned ↑ +2 this Q

Cohorts 4live ↑ +1 wk

Mini-courses 15(12 pub) ↑ +4 wk

Active learners 1,284across cohorts ↑ +96 wk

Engagement 73% daily ↑ +2.4pp wk

Recent

This week

Published mini-course Window functions in 5 examples

2 hours ago · Priya

Cohort GEC-Barton-CSE-2026 started — 286 students

Yesterday · 09:14

Track ML Ops Starter bumped v1.0 → v1.1

2 days ago · Aravind

Sample batch generated · 22 profiles for QA

3 days ago · ops

Author

Quick actions

3 shortcuts

Live cohorts

At a glance

4 running

Cohort	Bound track	Students	Started	Status
CET-CSE-2026-A	Data Engineering Foundation	312	12 May	Running
GEC-Barton-CSE-2026	Data Engineering Foundation	286	14 May	Running
CET-MLOps-Pilot	ML Ops Starter	148	06 May	Running
CET-Cloud-2026	Cloud Architecture	538	28 Apr	Running

Studio · Tracks · 6 tracks · 4 published · 2 draft

Tracks creator.

A track bundles a defined set of outcomes + mini-courses + assessments. Cohorts subscribe to a track.

Total tracks

6authored

↑ +2 this Q

Published

4/6

2 in draft

Cohorts bound

4live

↑ +1 wk

Median est. duration

38hrs

per track

All tracks

Click any card to edit · drag to reorder · drafts shown last

4 live · 2 draft

Data Engineering Foundation

Published

Pipeline thinking · SQL fluency · batch vs streaming · data modelling basics · one shipped pipeline.

42h est 12 mini-courses 2 cohorts v1.3 · 14 May

ML Ops Starter

Published

Train → ship → monitor loop · model versioning · feature stores 101 · one deployed model.

36h est 10 mini-courses 1 cohort v1.1 · 22 May

Cloud Architecture

Published

Trade-off thinking · cost vs latency · IaC basics · one provisioned stack on a free tier.

32h est 9 mini-courses 1 cohort v1.2 · 08 May

Frontend Mastery

Published

Browser fundamentals · accessibility · component thinking · one shipped product page.

40h est 11 mini-courses 0 cohorts v1.0 · 30 Apr

Backend with Rust

Draft

Type-driven design · ownership thinking · async basics · one HTTP API shipped to a free PaaS.

44h est 8 mini-courses 0 cohorts v0.4 · 13 May

Communication for Engineers

Draft

Async writing · stakeholder framing · technical decisions written down · one peer-reviewed RFC.

26h est 7 mini-courses 0 cohorts v0.2 · 11 May

Studio · Cohorts · 4 active · 2 archived

Cohorts creator.

Each cohort binds a track + a student list + a schedule. Mock student counts represent assigned profiles; live numbers from college intake.

Active cohorts

4running

↑ +1 wk

Students assigned

1,284total

↑ +96 wk

Tracks bound

3distinct

4 cohorts

Median completion

62%

↑ +4pp

Active cohorts

4 running · 2 archived

4 live

Cohort	Bound track	Students	Start	Status
CET-CSE-2026-A	Data Engineering Foundation	312	12 May 2026	Running
GEC-Barton-CSE-2026	Data Engineering Foundation	286	14 May 2026	Running
CET-MLOps-Pilot	ML Ops Starter	148	06 May 2026	Running
CET-Cloud-2026	Cloud Architecture	538	28 Apr 2026	Running
CET-DE-2025-B	Data Engineering Foundation	240	12 Jan 2026	Archived
CET-FE-Pilot	Frontend Mastery	112	03 Feb 2026	Archived

Quick assign

Add a profile to a running cohort

staging

stu_arjun_nCET · CSE · Y3

stu_meera_pCET · ECE · Y2

stu_riya_vGEC Barton · CSE · Y3

stu_kiran_tCET · CSE · Y4

stu_aravind_kCET · MECH · Y3

Studio · Mini-courses · 15 units · 12 published · 3 draft

Mini-courses creator.

Modular content units. Each one belongs to a track. Quiz units feed the anti-cheat scoring on the student side.

Mini-courses

15total

↑ +4 wk

Published

12/15

80%

Tracks covered

3/6

↑ +1

Median duration

22min

per unit

Track Type

All mini-courses

15 units · sorted by track · click any to edit

12 published

▶

What is a pipeline, really?data-engineering · v1.2 · author: surya-content-1

Video

14 min

Published

≡

SQL — joins worth memorisingdata-engineering · v1.0 · author: surya-content-1

Text

26 min

Published

?

Batch vs streaming — knowledge checkdata-engineering · v1.1 · author: surya-content-2

Quiz

10 min

Published

▶

Modelling a fact tabledata-engineering · v1.0 · author: surya-content-1

Video

18 min

Published

≡

Window functions in 5 examplesdata-engineering · v1.0 · author: surya-content-2

Text

22 min

Published

?

Pipeline thinking — capstone quizdata-engineering · v0.6 · author: surya-content-1

Quiz

15 min

Draft

▶

Train, ship, monitor — the loopml-ops · v1.0 · author: surya-content-3

Video

19 min

Published

≡

Model versioning that doesn't biteml-ops · v1.0 · author: surya-content-3

Text

21 min

Published

?

Feature stores — 8 questionsml-ops · v1.0 · author: surya-content-3

Quiz

12 min

Published

▶

Monitor or it didn't shipml-ops · v0.5 · author: surya-content-3

Video

17 min

Draft

≡

IaC basics — Terraform for engineerscloud-architecture · v1.1 · author: surya-content-2

Text

28 min

Published

▶

Cost vs latency — the only chartcloud-architecture · v1.0 · author: surya-content-2

Video

16 min

Published

?

Stack provisioning quizcloud-architecture · v1.0 · author: surya-content-2

Quiz

11 min

Published

≡

Free-tier survival guidecloud-architecture · v0.9 · author: surya-content-2

Text

24 min

Published

▶

Choosing a region (and why)cloud-architecture · v0.3 · author: surya-content-2

Video

13 min

Draft

Studio · Library · 25 items across tracks · cohorts · mini-courses

Library — everything you've authored.

Filter by type or tag. Search to find a unit fast across the whole catalog.

Type Tag

All content

Click any to open in its native editor

25 items

Studio · Analytics · rolling 4 weeks · 4 live cohorts

Analytics — what's landing, what's not.

Engagement, completion, and drop-off across every authored unit. Click any row to drill in.

Active learners

1,284wk

↑ +96 wk

Daily engagement

73%

↑ +2.4pp

Median completion

62%

↑ +4pp

Drop-off (week 4)

18%

↓ -1.1pp wk

Trend

Daily engagement · 4 weeks

+2.4pp

28 days · daily-active / total-enrolled

Mini-course completion funnel

Where learners drop off

36% reach end

Enrolled

1,284 students · 100%

Started lesson 1

1,001 · 78%

Reached lesson 6

693 · 54%

Capstone submitted

462 · 36%

Drop-off concentrates between lessons 4-6 — consider mid-track checkpoint

Top tracks by engagement

Daily-active learners per enrolled student

DE leads

DE Foundation

84%

ML Ops Starter

71%

Cloud Architecture

68%

Frontend Mastery

52%

Cohort completion

By week-since-start

4 active cohorts

Cohort	Track	Students	Median lesson	Completion	Status
CET-CSE-2026-A	DE Foundation	312	L6 / 12	68%	On track
GEC-Barton-CSE-2026	DE Foundation	286	L4 / 12	42%	On track
CET-MLOps-Pilot	ML Ops Starter	148	L7 / 10	74%	Ahead
CET-Cloud-2026	Cloud Architecture	538	L5 / 9	61%	Watch

Utilities · Sample profiles · PII-clean QA tool · 5 batches in history

Sample profile generator.

Synthetic learner profiles for QA + demo. Never visible in real cohort views.

Batches in history

5jobs

↑ +2 wk

Total profiles

82is_sample

↑ +35 wk

Reviewers using

3QA + PM

internal

Last batch

22profiles

14 May

Generate

New batch · mock profiles use a synthetic naming dictionary

PII-clean

College

Year

Branch

Count

— Last generated batch (preview)

Sample ID	Synthetic name	College · Branch · Year	Trust score	Tag	Created
smp_8a4f12	Maya R.	CET · CSE · Y3	72	is_sample	14 May 11:32
smp_2c19be	Devika P.	CET · CSE · Y3	68	is_sample	14 May 11:32
smp_f502a1	Arjun K.	CET · CSE · Y3	81	is_sample	14 May 11:32
smp_d11b88	Sneha N.	CET · CSE · Y3	59	is_sample	14 May 11:32
smp_4a7e09	Vishnu T.	CET · CSE · Y3	74	is_sample	14 May 11:32
smp_661c33	Pooja S.	CET · CSE · Y3	66	is_sample	14 May 11:32
smp_aa0f1d	Karthik V.	CET · CSE · Y3	78	is_sample	14 May 11:32
smp_3e2b55	Meera J.	CET · CSE · Y3	71	is_sample	14 May 11:32

History

Last 5 batches · append-only

82 profiles total

Batch ID	College	Branch · Year	Count	Generated by	When
BATCH-2026-05-14-a	CET Trivandrum	CSE · Y3	22	surya-ops	14 May 11:32
BATCH-2026-05-12-c	GEC Barton Hill	CSE · Y2	15	surya-qa-1	12 May 16:08
BATCH-2026-05-09-b	NIT Calicut	ECE · Y3	18	surya-ops	09 May 14:21
BATCH-2026-05-04-a	CET Trivandrum	MECH · Y4	12	surya-qa-2	04 May 10:18
BATCH-2026-04-28-a	IIITM-K	CSE · Y3	15	surya-ops	28 Apr 09:42

Utilities · Settings

Settings

Profile, permissions, notifications, and studio preferences.

Profile

Full name

Priya Iyer

Role

Studio Lead

Email

priya.iyer@suryaai.co.in

Studio

Surya-internal (Phase 1)

Bio (visible to other studio members)

Studio Lead at Surya AI · authors career-readiness tracks for Kerala engineering colleges · prev. instructional designer at NIT Calicut.

Permissions · track-edit boundaries

Edit published tracks

Studio Lead can hot-patch typos in live tracks. Major edits go via draft → review cycle.

Approve other authors' drafts

Required to promote a mini-course from draft → published. Studio Lead role only.

Bind cohorts to tracks

Create new cohorts that subscribe to a track. Affects live student rosters.

Open studio seats to teachers (Phase 2)

Locked until BTX-VISION-LOCK Phase 2 promotion · gated by founder approval.

Notifications

Daily authoring digest

9 AM IST · what changed in your tracks + cohorts overnight, drafts awaiting review.

Cohort milestone alerts

When any active cohort crosses 25% / 50% / 75% / 100% completion.

Drop-off warnings

When any mini-course exceeds 20% drop-off in 7 days — suggests checkpoint redesign.

Studio preferences

Default cohort cadence

Cadence used when spinning up a new cohort. Override per-cohort during creation.

Weekly · Fri 5pm

Default content language

Authoring language for new tracks + mini-courses. Translations handled in Phase 2.

English (en-IN)