How Daniel Blum Trains AI to Learn Internal Jargon
Melio PM Daniel Blum builds automated morning briefs in Claude that spot unfamiliar company jargon and update persistent memory.
I built a Claude Cowork system that does a week of PM work in a day
With Claire Vo, Daniel Blum · Sunday, September 6, 2026
Daniel Blum, a product manager at Melio, details his comprehensive Claude and Cowork personal productivity system that compresses a week of PM overhead into a single day. He demonstrates his automated Sunday weekly prep, a proactive daily morning brief that self-learns company jargon, automated self-improvement loops, and a standardized 'Workstation' onboarding plugin that scales AI adoption across his organization.
Key takeaways
- Daniel Blum, product manager at Melio, runs an automated morning brief using Claude and Cowork that synthesizes Granola transcripts, Slack messages, and emails into one-line summaries with clear action items. Read more →
- The main bottleneck stopping AI from handling product management overhead is local computer execution; agents must run in persistent cloud runtimes like OpenClaw or Hermes when your laptop is closed. Read more →
- Daniel Blum runs 70 to 80 percent of his computer time through Cowork and Claude, shrinking five days of product management administrative work into one. Read more →
- Daniel Blum, a product manager at Melio, built an automated weekly loop that updates his Claude setup without manual prompt tuning. Read more →
- Melio abandoned terminal-based setups after non-technical product managers spent up to three days debugging installations and dependencies. Read more →
5 articles from this episode
Why Autonomous Cloud Agents Will Run Product Workflows
Melio PM Daniel Blum explains how cloud-based AI agents and closed scenario modeling will automate routine product coordination.
Daniel Blum on Compressing a Week of PM Work Into One Day
Melio PM Daniel Blum explains how he uses Claude, Cowork, and read-only Notion to automate 80% of his daily product management workflow.
Daniel Blum's Weekly AI Self-Improvement Loop
Melio PM Daniel Blum shares the 4-part weekly self-improvement loop that automates prompt engineering and turns Claude into a compounding operational system.
How Melio Scaled Claude Adoption in 15 Minutes
Daniel Blum replaced three-day terminal setups at Melio with an in-chat plugin that configures Claude in 15 minutes. Here is the playbook.
More How I AI episodes
- I tested Claude Duet. Is it worth switching from Grok Bot?Oct 25 · 4 articles
- Claude Code for creators: AI editing is hereOct 25 · 4 articles
- Meta Muse: the AI agent people actually loveOct 18 · 5 articles
- Is Meta’s Muse Wonder model any good?Oct 18 · 5 articles