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Marvin Aziz

Marvin Aziz

LinkedIn Content Strategy & Writing Style

Growth Engineer @ Lindy | Built a 7K community, now building growth systems

United States
View on LinkedIn

0 people tracking this creator on ViralBrain

Warm Analysis

Marvin Aziz positions himself as a high-velocity Growth Engineer who bridges the gap between non-technical origins and high-level production engineering. His content strategy centers on the transition from basic prompting to building sophisticated agentic systems, offering a transparent look at how he "steals" architectural patterns from industry leaders to refine his own workflows. What makes Marvin notable is his focus on the systemic layers of AI - context, tools, and modular architecture - rather than just surface-level outputs. He thrives at the intersection of startup agility and technical curiosity, often documenting how he uses his own company’s tools to solve personal frustrations like tennis court bookings, effectively humanizing the "cracked engineer" persona while maintaining a sharp focus on growth-driven experimentation.

Performance Overview

Followers

0

Connections

0

Avg. Engagement

48

Engagement Rate

Posts/Week

4.4

Viral Score

Posts Analyzed

2

Top Posts by Engagement

30 system prompt files from Claude Code just ended up in a public repo. If you're building AI agents, stop what you're doing and go read them. Anthropic accidentally shipped a source map in their npm…

LinkedIn post image: 30 system prompt files from Claude Code just ended up in a public repo. If you're building AI agents, stop what you're d
134188
AI7 months ago
View on LinkedIn

I just wanted to play tennis. Instead I ended up reverse-engineering an API. I played club tennis in Germany for a few years. Moved to SF, wanted to keep playing. Simple enough. Three problems: 1.…

46201
AI & Automation7 months ago
View on LinkedIn

Nobody at a 30-person startup has one job. You just have one title. My CEO said "what if you did something else" on a Friday. By Monday I was in a growth sync. That's how roles work at a startup thi…

LinkedIn post image: Nobody at a 30-person startup has one job. You just have one title.
49120
Career Advice7 months ago
View on LinkedIn

I came from a non-engineering background and now ship production code alongside engineers with a decade of experience. Agentic engineering has four layers. The prompt gets all the attention. The other…

42121
AI Engineering6 months ago
View on LinkedIn

I've been using Claude Code every day for ~3 months. It's already incredible out of the box. But Friday night I watched an engineer yap about his setup that made mine look like a toy. Sub-agents hand…

LinkedIn post image: I've been using Claude Code every day for ~3 months. It's already incredible out of the box. But Friday night I watched
3950
AI Development6 months ago
View on LinkedIn

Anyone can write a better prompt. Few people invest in the layers around it. Context, tools, and skills are where agentic coding stops being a chat tool and starts being a system. Three of the four la…

1730
AI6 months ago
View on LinkedIn

Posting Patterns & Frequency

4.4 posts/week

Posts / Week

1.8 days

Days Between Posts

2

Total Posts Analyzed

HIGH

Posting Frequency

Timezone: UTC

Best Performing Days

MondayWednesday

Best Performing Times To Post

15:00 - 18:00 UTC

Topics & Content Focus

Primary Topics

Agentic Engineering SystemsAdvanced AI Tool OrchestrationThe 'Four Layers' Framework (Context, Model, Tools, Prompt)

Secondary Themes

Non-traditional Engineering Career PathsHuman-in-the-loop AI WorkflowsProductivity Tool Customization

Industry Focus

AI Software DevelopmentB2B SaaS EngineeringApplied Generative AI

Content Categories

Technical Deep-DivesPersonal Professional NarrativeEcosystem Commentary

Performance Insights

48.22%

Avg Engagement Rate

INCREASING

Performance Trend

Best Performing Topics

Agentic Engineering FrameworksCareer Transition/Non-Engineering BackgroundsClaude Code Optimization

Virality Signals

Framework-based educationVulnerability regarding technical backgroundSpecific tool mentions (Claude Code, Lindy)

Structure & Quality

450

Avg Length (Words)

HIGH

Depth Level

ADVANCED

Expertise Level

0.85/10

Uniqueness Score

Common Hooks

The 'Authority Contrast' (I used to be X, now I do Y)The 'Expert Gap' (You're using the tool, but missing the system)The 'Real-time Observation' (It was insane seeing this unfold)

Common Endings

The 'Work-in-Progress' TeaseThe 'Systemic Summary'The 'Self-Deprecating Closer'

Value Delivery Methods

Mental models for AI implementationWorkflow architectural patternsTool-specific optimization strategies

Formatting Style

Short, punchy paragraphsBullet-less lists for conceptual layersNarrative-driven spacing

Audience & Tone

YES

Question Usage

0.8%

Response Rate

Detected Tone

The Pragmatic VisionaryThe Self-Taught ExpertThe Systems Architectsemi-formalfirst-person

Interaction Style

Collaborative LearningPeer-to-Peer Technical ExchangeMentorship-lite

Community Building Signals

Tagging specific contributorsReferencing niche industry influencers (IndyDevDan)Sharing 'in-the-trenches' progress

Writing Style Patterns

Content Strategy

Hook: The 'Authority Contrast' (I used to be X, now I do Y)Tone: semi-formalCTA: Implicit Authority (Sharing the system)

Writing style breakdown

<start of post>

I spent the weekend trying to fix my sleep schedule. Instead I built a custom scraper for my Oura Ring data.

Standard dashboards give you averages. Averages are where insights go to die. I wanted to see the correlation between late-night coding sessions and my deep sleep recovery.

1. OVERALL WRITING STYLE & VOICE
1. The Hook: A high: stakes or high: interest opening sentence. It usually involves a personal realization ('I just wanted to play tennis') or a significant industry event ('30 system prompt files... just ended up in a public repo').
1. The data is there, but the interface is a wall.

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