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How I AI
Developer Platforms, Automation & Agents, and Design Tools with a focus on real-world implementation stories.
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Nutrition Label
This channel focuses on interview-style case studies detailing how engineers and designers implement AI at scale. The content highlights real-world workflows and tooling choices through the lens of industry guests. While insightful, the analysis relies on guest narratives rather than independent stress-testing.
Strengths
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Notes
- !Insights are derived from guest interviews rather than independent testing by the host.
- !Technical depth depends on how much specific detail the guest chooses to reveal.
Rating Breakdown
Experience Authenticity
5.0Rigor & Evidence
5.0Original Analysis
5.0Technical Depth
5.0Disclosure Clarity
7.0Title-Content Alignment
5.0Expertise Signal
5.0Communication Effectiveness
5.0Breakdown across the key dimensions we rate. Methodology →
Recent Videos

Scored
How Coinbase scaled AI to 1,000+ engineers | Chintan Turakhia
Mar 2, 2026 • 8.6K views

Scored
5 OpenClaw agents run my home, finances, and code | Jesse Genet
Feb 25, 2026 • 23.8K views

Scored
How Notion designers ship live prototypes in minutes | Brian Lovin (Product designer)
Feb 23, 2026 • 16.2K views
Why this rating
Evidence receipts showing why each dimension is rated the way it is.
Experience Authenticity5/10
“Speaker cites specific metric: 'reducing PR review times from 150 hours to just 15 hours' as a result of the AI initiative.”[02:15] →
Original Analysis5/10
“Details the 'speed run' tactic: 'got 100 engineers to push 70 PRs in 15 minutes', a specific and novel adoption strategy.”[12:30] →
Transparency5/10
“Video description explicitly states: 'Brought to you by: WorkOS' and lists other affiliations.”[Description] →
Rigor & Evidence5/10
“She details the specific file structure used for agent personality: 'Every agent has a SOUL.md file that defines who they are and their scope.'”[08:45] →
Technical Depth5/10
“Jesse identifies a specific technical failure mode: 'Where multi-agent collaboration breaks down is the handoffs... no current messaging platform handles agent-to-agent handoffs well.'”[24:30] →
Categories
Automation & AgentsDesign ToolsDeveloper PlatformsProductivityWorkflow Tools
Formats
ExplainersDeep Dives