Scott M.'s LinkedIn Strategy, Engineer at…

Applications for Y Combinator fall batch close tomorrow at 8pm. You should apply. This is my second time doing YC. I want to share why I decided to do it again: Learn faster: I’ve built a lot of com…

LinkedIn post image: Applications for Y Combinator fall batch close tomorrow at 8pm. You should apply. This is my second time doing YC. I wan

26216931 viral

Startup Acceleratorsalmost 2 years ago

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Excited to announce what I've been working on the last few months, Superfilter, and that we're in the current YC Batch of S24. I've never had good relationship with email and it wasn't until I becom…

18625223 viral

Startup Launchabout 2 years ago

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After an incredible journey of 2.5 years at Initialized Capital, I've decided to turn the page to the next chapter of my career. Reflecting on my time as an early-stage investor, I'm overwhelmed with…

15312016 viral

Career Transitionover 2 years ago

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Let's be real for a second: we're basically in the "toy" phase of Al. Strip away the hype and the promises, and LLMS fundamentally aren't the tool that changes civilization. Not yet. Most of what's b…

5513210 viral

AI8 months ago

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Topics & Content Focus

Primary Topics

Founder-led startup building in the YC ecosystem (applications, batch participation, founder lessons)Productizing personal pain into a consumer productivity tool (email management as workflow automation)Reality-check AI commentary (contrarian positioning on LLM maturity and where value will actually accrue)

Secondary Themes

Career narrative transitions (VC to operator/builder identity)Network effects as a career strategy (founder friendships, community compounding)Early-stage execution mindset (learn faster, ship, iterate, build cool stuff)

Industry Focus

Early-stage tech startups and accelerators (Y Combinator)Consumer productivity SaaS (email/inbox automation)AI/ML infrastructure and research tooling (LLMs as stepping stones to autonomous research)

Content Categories

Founder announcements and build-in-public updatesEcosystem guidance (tactical encouragement to apply/participate)Thought leadership / contrarian takesPersonal career storytelling and identity positioning

Performance Insights

183.75%

Avg Engagement Rate

DECREASING

Performance Trend

Best Performing Topics

YC participation and application encouragement (deadline + social proof)Product announcement tied to a relatable pain point (inbox overwhelm)

Virality Signals

Institutional brand leverage (YC) creates instant context and shareabilityTime scarcity (deadline tomorrow) boosts action and distributionRelatable founder pain point (email/inbox) increases comment behaviorContrarian framing sparks debate, but performs best when paired with actionable implications

Structure & Quality

190

Avg Length (Words)

MEDIUM

Depth Level

ADVANCED

Expertise Level

0.74/10

Uniqueness Score

Common Hooks

Blunt realism / contrarian opener that reframes the narrativeTime-sensitive trigger tied to a known institution (deadline-driven prompt)Personal reveal that sets up a problem-to-product arcCareer milestone framing (chapter ending / new chapter beginning)

Common Endings

Direct encouragement (imperative close: apply, build, do it)Invitation to connect (soft networking: 'let’s chat')Forward-looking tease (stay tuned / next adventure)Measured takeaway that deflates hype while preserving optimism

Value Delivery Methods

Social proof + insider framing (repeat YC founder, ex-VC perspective)Narrative compression (quickly moves from context → lesson → action)Signal-rich updates (batch, product, transition) that help the audience place the creator in the ecosystemOpinionated synthesis on AI trajectory (less tutorial, more worldview positioning)

Formatting Style

Short paragraphs with heavy line breaks for scroll-stopping readabilityOccasional list format (bulleted/stacked reasons)Emphasis via conversational interjections (e.g., 'Let’s be real')Minimal external links; relies on narrative + brand anchors (YC, VC firm)

Audience & Tone

YES

Question Usage

0.2%

Response Rate

Detected Tone

Smart-casual insiderFounder-operator with investor contextContrarian but non-cynical realistRelationship-forward network buildersemi-formalfirst-person

Interaction Style

Audience responds most to pragmatic founder guidance and credible ecosystem signalsComment-heavy engagement appears when a personal problem is introduced and others can relateShares cluster around posts with clear utility + urgency (apply now) and recognizable institutions

Community Building Signals

Uses cohort/network language to reinforce belonging (founders, batch, friends)Invites inbound conversations rather than broadcasting only (chat/DM energy)Positions self as a node in a high-trust ecosystem (YC + VC) to attract builders

Writing Style Patterns

Content Strategy

Hook: Blunt realism / contrarian opener that reframes the narrativTone: semi-formalCTA: Direct command CTA (apply now / just do it)

Writing style breakdown

Most people are treating Al like a magic trick.

They prompt it, get a cool result, and think they've mastered the future. But they're missing the forest for the trees. The real value isn't in the output—it's in the workflow transformation.

I've spent the last three months rebuilding my entire stack from the ground up. Here is what I've learned

Focus on the boring stuff: Don't try to automate your creativity. Automate your data entry, your scheduling, and your research synthesis. That's where the 10x gains are.

Compound your prompts: One-off prompts are for amateurs. Build chains. Build systems where the output of one model is the refined input for the next.

Stay human: The more we automate, the more 'human' traits like empathy and intuition become the ultimate premium. Don't lose that.

If you're still just "playing" with LLMs, you're falling behind. Start building systems, not just prompts.

What are you building today? Let's chat in the comments.

Scott M.

Warm Analysis

Performance Overview

Top Posts by Engagement

Posting Patterns & Frequency

Best Performing Days

Best Performing Times To Post