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Seth Rose

@sethrose.dev

Senior Software Engineer. AI Automation Specialist. Building systems that reduce friction and create leverage. North Texas based. Systems over noise.

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24.11.2024
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Latest posts by Seth Rose @sethrose.dev

2025: Built in silence. Shared almost none of it.
2026: Build In Public. Wins, fails, revenue, lessons

Same (better?) skills. Different approach.
Follow along. πŸš€

17.01.2026 13:59 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

β€œAI powered” workflow...
You mean typing bad ideas until one looks less stupid?

26.09.2025 17:15 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I don’t fear AI replacing me.
I fear AI documenting how bad I was at my job before it got here.

26.09.2025 02:32 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

You’re not using AI to save time.
You’re using AI to feel productive while procrastinating harder.

25.09.2025 14:30 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Every AI Conversation...

One guy says, β€œthis is the future,”
the other guy says, β€œthis is Skynet,”

...but both are just pitching their newsletter to you.

25.09.2025 04:00 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Say no once, you look difficult.
Say no ten times, you look disciplined.

23.09.2025 22:16 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Not every client ask is worth a fight.

Nitpicks? Let them slide.
Scope creep? That’s a hill to die on.

Which battles do you always pick?

23.09.2025 18:41 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Your focus blocks aren’t luxuries, they’re armor.
If you don’t guard them, clients will fill the space with their chaos.

What’s the one block on your calendar that never moves?

22.09.2025 16:13 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Today’s already been full of disruptions and distractions.
Reminder to myself: a small derail doesn’t have to wreck the whole day.

Control > perfection. Focus is a choice.

22.09.2025 16:09 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Flexibility isn’t free labor. Adapt on your terms, not theirs.
If clients want evenings, shift your mornings later.

Today, I'm allowing for a peaceful morning.

22.09.2025 13:56 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Momentum is built on small daily victories.
The size of the win matters less than the chain.

- Write them down.
- Show your receipts.
- Keep the streak alive.

What’s the smallest win you tracked today?

22.09.2025 13:31 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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The most radical productivity hack isn’t a cold plunge or a 5 AM alarm.

It’s turning distractions off at a set schedule everyday.
Sleep is the real leverage.

Be honest πŸ˜… What time do you actually crash?

22.09.2025 03:34 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Boundaries aren’t walls, they’re safety nets.

They protect your time, your family, and your work by keeping focus where it matters most in each moment.

What’s harder for you, holding the line at home or at work (or both)?

21.09.2025 23:03 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

People think automation = scripts. It’s really structure.

My setup so far...
β€’ Walk NFC β†’ logs workout in daily note, starts workout on Apple Watch
β€’ Work NFC β†’ Auto Focus mode
β€’ Family β†’ QR code for requests (appts, etc.)

How do you containerize your day? Suggestions?

21.09.2025 14:33 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

I wonder why the market still moves in rhythm with them? Feels like either pure psychology or the design still casting a shadow.

19.09.2025 22:22 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Agents don't need full autonomy. Should reliability be the priority instead?

19.09.2025 19:30 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Bitcoin halvings reduce supply growth. Is that a strength or artificial scarcity?

19.09.2025 18:45 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Proof-of-stake saves energy but concentrates power. Better or worse than proof-of-work?

19.09.2025 18:15 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Debugging multi-agent systems feels like tracing microservices. Do you log every step?

19.09.2025 17:15 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Wallet recovery is still crypto's weakest UX. Would you trust mainstream adoption without a fix for lost keys?

19.09.2025 06:00 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Most agent failures are state bugs, not reasoning bugs. How do you handle state?

19.09.2025 02:30 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Now I’m curious πŸ€”
If you had to hand off just one task to an AI agent…

πŸ“… scheduling
πŸ“§ email drafting
πŸ” research
πŸ“ summarization
♻️ repetitive edits

Which one would you offload first if you could only pick one?

18.09.2025 15:06 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

The question is not β€œwill agents replace me,” but β€œwhich parts of my workflow do I happily hand off.”

The sooner you start thinking in tasks, not roles, the sooner you get leverage. And once you feel the time compounding, you never go back.

18.09.2025 15:06 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

So when people say agents will take jobs, they are missing the point. They take tasks.

If 80% of your job is tasks, yes, you are exposed. But if you spend your time solving problems, creating, or leading, agents become force multipliers, not threats.

18.09.2025 15:06 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

One task saved is nice. Five stacked together is leverage.

You buy back 2 to 3 hours a day. That’s 10 to 15 hours a week, essentially a whole extra day every week.

The compounding effect is massive when you reinvest that time into building or learning.

18.09.2025 15:06 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Repetitive edits are another goldmine:

- Rename 200 files in a folder.
- Rewrite 50 sentences into a consistent tone.
- Convert a CSV into formatted Markdown.

These tasks burn your patience but not your brainpower. Agents are basically a buffer against the nonsense of digital work.

18.09.2025 15:06 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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Summarization is my secret weapon.

Agents provide a clean TL;DR with action items. Skimming 10% of the content keeps me informed. It's the difference between drowning in information and managing it.

Agents turn the flood into a drinkable bucket.

18.09.2025 15:06 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Research is another sweet spot. Not some 50-page deep dives, but quick scoping.

πŸ” β€œFind the 3 best tutorials for X, Y, or Z.”
πŸ“ β€œSummarize this 20-page doc.”
πŸ“Š β€œGive me a table of competitors.”

You read the highlights. It’s like having an intern on tap.

18.09.2025 15:06 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Next is email drafting. Think of it as autocomplete for thought.

You type the core point, like β€œthanks for intro, let’s connect next week,” and the agent turns it into a clean email with context and tone that matches the thread. Instead of spending 5 minutes per email, you spend 20 seconds.

18.09.2025 15:06 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Picture this: your calendar cleaned up automatically.

Picture this: your calendar cleaned up automatically.

The first job I give an agent is scheduling. You send an email that says, β€œWhen are you free?” and the back-and-forth begins.

An agent can check your calendar, check theirs, propose slots, confirm, and send the invite. It’s the most obvious time sink that people still tolerate.

18.09.2025 15:06 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0