How I turned Claude into a self-improving PM assistant | Daniel Blum (PM, Melio)
How I AI
6 HOURS AGO
How I turned Claude into a self-improving PM assistant | Daniel Blum (PM, Melio)
How I turned Claude into a self-improving PM assistant | Daniel Blum (PM, Melio)

How I AI
6 HOURS AGO
Shownote
Shownote
Daniel Blum is a product manager at Melio, a B2B payments company, and one of
the most systematic thinkers I’ve had on the show when it comes to personal AI
infrastructure. He’s spent the past year building a Claude- and Cowork-based
productivity system that manages his Notion board, processes his Slack and
email, and runs self-improvement loops every week without needing to be
prompted. Beyond his own workflow, Daniel built and scaled a “Workstation”
onboarding plugin that gets any Melio employee up and running with a
personalized Claude setup in about 15 minutes.
What you’ll learn:
1. Why Daniel says the two rules that make any AI system powerful aren’t about
the tool you pick
2. How his weekly prep automation fills an entire Notion board from scratch
every Sunday, without his touching it
3. The morning brief feature that teaches Claude new internal terms on its own,
so company jargon never slows it down
4. Why he describes Notion as “read-only” now, and what that says about how PM
workflows are changing
5. The self-improvement loop that watches Daniel’s edits, spots recurring
friction, and suggests new skills to build
6. How he uses a skill called “Improve” to filter the endless flood of AI tips
without drowning in them
7. What he built to scale his personal system to every PM at Melio, and the UX
lesson he learned the hard way
8. The capability gap that’s still keeping him from running 100% of his work
through Claude
—
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In this episode, we cover:
(00:00 [https://www.youtube.com/watch?v=p2qmX6TM0kw]) Daniel’s background and
the PM overhead problem he needed to solve
(03:30 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=210s]) His AI stack at
Melio
(05:00 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=300s]) The two rules that
make any AI system genuinely powerful
(06:00 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=360s]) The Notion board
Cowork built for him (and manages on his behalf)
(07:30 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=450s]) How he
contextualizes Claude with voice memos, links, and recurring updates
(09:00 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=540s]) His weekly prep
automation
(11:00 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=660s]) His morning brief
(15:00 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=900s]) How Claude flags
unknown internal terms and saves them to context
(17:30 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=1050s]) Running 70% to 80%
of his workday through Cowork
(19:00 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=1140s]) Chrome connector
vs. MCPs for tools without integrations
(20:00 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=1200s]) The real ROI
question: why the early weeks feel slow, and why you push through anyway
(25:00 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=1500s]) Scaling the system
to the team with the Workstation plugin
(26:30 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=1590s]) The
self-improvement loop
(31:00 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=1860s]) How the Improve
skill separates actually useful AI tips from the hype
(32:00 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=1920s]) The Workstation
onboarding flow, and the UX lesson from distributing “Spectacular”
(38:00 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=2280s]) The 20% Claude
still can’t do, and what changes when it can
(41:00 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=2460s]) What Daniel spends
his reclaimed time on
(42:30 [https://www.youtube.com/watch?v=p2qmX6TM0kw&t=2550s]) Claude rage
—
Tools referenced:
• Claude: https://claude.ai [https://claude.ai/]
• Notion: https://notion.so [https://notion.so/]
—
Other references:
• From a $6.90 newsletter to $3M API: How a non-coder built Memelord | Jason
Levin:
https://www.lennysnewsletter.com/p/from-a-690-newsletter-to-3m-api-how?utm_source=publication-search
[https://www.lennysnewsletter.com/p/from-a-690-newsletter-to-3m-api-how?utm_source=publication-search]
• How the founder of Morning Brew built a Claude content machine that never runs
out of ideas and never sounds like slop | Alex Lieberman:
https://www.lennysnewsletter.com/p/how-the-founder-of-morning-brew-built?utm_source=publication-search
[https://www.lennysnewsletter.com/p/how-the-founder-of-morning-brew-built?utm_source=publication-search]
—
Where to find Daniel Blum:
LinkedIn: https://www.linkedin.com/in/blumd/
[https://www.linkedin.com/in/blumd/]
Website: https://www.imdanielblum.com [https://www.imdanielblum.com/]
—
Where to find Claire Vo:
ChatPRD: https://www.chatprd.ai/ [https://www.chatprd.ai/]
Website: https://clairevo.com/ [https://clairevo.com/]
LinkedIn: https://www.linkedin.com/in/clairevo/
[https://www.linkedin.com/in/clairevo/]
X: https://x.com/clairevo [https://x.com/clairevo]
—
Production and marketing by https://penname.co/ [https://penname.co/]. For
inquiries about sponsoring the podcast, email jordan@penname.co.
Highlights
Highlights
This episode explores how Daniel Blum built an AI-centered operating system to reduce the administrative burden of product management and create more time for higher-value work.
Chapters
Chapters
Daniel’s background and the PM overhead problem he needed to solve
00:00His AI stack at Melio
03:30The two rules that make any AI system genuinely powerful
05:00The Notion board Cowork built for him (and manages on his behalf)
06:00How he contextualizes Claude with voice memos, links, and recurring updates
07:30His weekly prep automation
09:00His morning brief
11:00How Claude flags unknown internal terms and saves them to context
15:00Running 70% to 80% of his workday through Cowork
17:30Chrome connector vs. MCPs for tools without integrations
19:00The real ROI question: why the early weeks feel slow, and why you push through anyway
20:00Scaling the system to the team with the Workstation plugin
25:00The self-improvement loop
26:30How the Improve skill separates actually useful AI tips from the hype
31:00The Workstation onboarding flow, and the UX lesson from distributing “Spectacular”
32:00The 20% Claude still can’t do, and what changes when it can
38:00What Daniel spends his reclaimed time on
41:00Claude rage
42:30Transcript
Transcript
Daniel Blum: I cannot describe how powerful it is. I'm really able to do in a day now what used to take me a week. But more than that, I'll say it's a lot of deeper work. There's things that I do today that I just wasn't able to do before, whether it's mor...
