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Good evening, Kavi.

Three things are worth your time today. The rest can wait.

Level 3 · Workflow practitioner Streak 12 days Points 1,840

For you today

Live now

Claude Code office hours

Manu is on. Bring the thing you are stuck on.

Manu · 41 watchingJoin
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AI Engineering Certificate

Module 4 of 9 · Evals: build your first harness

42% complete · 18 min left in this moduleResume
 Your room

AI London · Thursday build night

Nate posted the plan. Three people have said they are in.

+3Open room
Your roomsAll 12
AG
AI General
Kavi shipped an MCP server against the wiki
7 new AS
AI San Francisco
Office hours recap is pinned
4 new AL
AI London
Thursday build night is on
3 new AN
AI New York
Weekend build session on Saturday
2 new AM
AI Mumbai
Introductions thread is open
opening now AH
AI Hong Kong
Introductions thread is open
opening now AE
AI Engineering Certificate
Module 4 discussion
2 new AC
AI Careers
Carolyn on the evals systems round
read ML
TAI Members Lounge
Weekly video is up
read
Live this weekCalendar
Tue 18:00
Claude Code office hours
Manu · live now
 Wed 17:00
Mock interview clinic
Aki · AI Careers
RSVP Thu 19:00
AI Evals Bootcamp, live session
Certificate cohort
Going Thu 19:00
AI London build night
In person · Shoreditch
Going Fri 12:00
New video: this week's tools
Every week
Notify
Leaderboard3 people levelled up today
1
Aamir
Level 5 · AI champion
4,210
2
Christie
Level 4 · Workflow builder
3,675
3
Nate
Level 4 · Workflow builder
3,120
9
You
Level 3 · 160 points to level 4
1,840
AgentsCredits 340
Job board watcher

Runs daily 07:00 · LinkedIn, Otta, Wellfound

Last run OK14 new roles
Weekly LinkedIn digest

Runs Mondays · summarises your saved posts

PausedResume

Run history

Job board watcher
Today 07:02 · 3m 41s · 14 results
12 credits
Job board watcher
Yesterday 07:01 · 3m 12s · 9 results
12 credits
Weekly LinkedIn digest
Mon 09:00 · needs LinkedIn login refreshed
0 credits

Career tools

CV
CV review
Last review 3 days ago · 2 fixes left
Open MI
Mock interview
Systems design on evals · with Aki
Book LI
LinkedIn rewrite
Headline and about section
Start PP
Work passport
4 shipped projects · 2 certificates
View

Acme Co · Custom AI Training

Week 5 of 12, Dan.

Session 2 is Thursday. Your first workflow is due Friday.

Readiness · Level 2 · Active user Cohort 24 people On track
Your programmeTwelve weeks · current week highlighted
Discovery + readiness assessmentFour custom live sessions · two office hours throughoutDemo dayExec summary

Next session

Session 2 of 4: Agents on your CRM data

Thursday 16:00 · 90 minutes · live in #acme-cohort

Dr. Aki Wijesundara
Runs the session · bring your CRM export

Assignment due

Submit your first workflow

Due Friday · counts as readiness evidence

Pick one real task from your week
Draft the prompt and the steps
Run it on live data, record the result
Submit in Work with a two-line note

Office hours

2 of 2 remaining

Thirty minutes with Manu or Aki on the thing you are stuck on.

Tue 11:00
Open slot
Manu
Book
Wed 15:30
Open slot
Aki
Book
Private company room+5
#acme-cohort

24 members · private to Acme Co · hosts Manu and Aki

Christie
"Got the CRM export working with the MCP connector, notes in the thread."
Aki
"Pre-read for Thursday is pinned. It is short, read it."

Readiness level

Level 2 · Active user

Next: Workflow practitioner. Two pieces of evidence to go.

1Awaredone
2Active useryou are here
3Workflow practitioner2 of 4 evidence
4Workflow builder
5AI champion

Community access

Your seat includes the public community. Post in any open room.

AG
AI General
22 members · open
Joined AS
AI San Francisco
11 members · meets monthly
Join AL
AI London
6 members · meets Thursdays
Join AN
AI New York
8 members · open
Join AM
AI Mumbai
opening now
Join AH
AI Hong Kong
opening now
Join AC
AI Careers
9 members · open
Join
Tue 18:00
Claude Code office hours
Public · Manu · live now

Acme Co · Custom AI Training

Week 5 of 12. The team is moving.

Evidence, not surveillance. Here is what the cohort has actually shipped.

Magic insights
Ask a question about the programme.

Seats used
28of 40
12 seats free · invite from People
Up to speed
14of 28
At level 3 or above, with submitted evidence
Evidence submitted
63workflows
+19 this week · 4 reviewed by Manu
Average readiness
2.6of 5
Up from 1.4 at the week 1 assessment
Readiness by level28 people · assessed week 1, re-scored on evidence
Evidence submitted per weekSubmitted workflows, weeks 1 to 5
W1 · 2W2 · 5W3 · 9W4 · 14W5 · 19W6 20124
Programme timelineWeek 5
1
2
3
4
5
6
7
8
9
10
11
12
Weeks 1 to 2 · Discovery and readiness assessment
Done · 28 assessed
Weeks 3 to 10 · Four custom live sessions
Session 2 of 4 on Thursday · agents on CRM data
Throughout · Two office hours
1 of 2 used by the average seat
Week 11 · Demo day
Thursday, in the private room and on site
Week 12 · Executive outcomes summary
Readiness by level, evidence, what next
Who is up to speedPeople
Aamir
Engineering · Level 5 · 6 workflows
Champion
Christie
Sales ops · Level 4 · 4 workflows
Builder
Nate
Product · Level 4 · 3 workflows
Builder
Carolyn
Marketing · Level 3 · 2 workflows
Practitioner
Dan
Sales · Level 2 · 1 draft
Active user
Capability gapsshare of seats with no evidence
Evals
68%
Agents
54%
RAG
43%
Claude Code
29%
Prompting
11%

Session 3 has been re-scoped to evals on the back of this.

Privacy boundary

Not surveillance software. No raw AI conversations, no private coaching content, no personal career plans, ever visible to managers. Managers see evidence: assigned-activity completion, readiness evidence, submitted workflows and aggregated team patterns.