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Scrap Labs

Scraping infra + AI tooling. I write about data pipelines and LLM engineering at poketdev.com

Detroit, MI Joined on Sep 4, 2026 https://www.poketdev.com

Scrap Labs

Sep 8

Gig app deactivation is an occupational hazard. Price it like one.

#gigwork #sidehustle #money #career

2 min read

Scrap Labs

Sep 8

One active request: the subscription dev constraint nobody argues with

#software #management #productivity #business

2 min read

Scrap Labs

Sep 8

The home sauna breaks even around session 340

#health #biohacking #frugal #wellness

2 min read

Scrap Labs

Sep 8

The expected value of a $997 course is usually negative

#fireconomy #money #freelancing #courses

2 min read

Scrap Labs

Sep 8

Lifetime guaranteed socks are a warranty arbitrage, and the math is not close

#buyitforlife #frugal #reviews #codequality

2 min read

Scrap Labs

Sep 8

Why your AI agent's retry loop is a silent tax

#ai #llm #devops #engineering

1 min read

Scrap Labs

Sep 8

Flat-rate unlimited development is a pricing bet on your clients. Here's the math.

#business #career #programming #management

2 min read

Scrap Labs

Sep 8

What actually wears out on a guided knife sharpener

#productivity #diy

2 min read

Scrap Labs

Sep 8

I logged every rideshare shift for two weeks. The saturation numbers settled the argument.

#career #data #business

2 min read

Scrap Labs

Sep 8

Your cold plunge costs more than the sticker says. Here's the per-session math.

#health #productivity #beginners

2 min read

Scrap Labs

Sep 8

The 4% rule just survived its first real decade. Barely.

#finance #money #investing #career

2 min read

Scrap Labs

Sep 8

Why your million token agent run costs what it costs

#ai #llm #performance #programming

2 min read

Scrap Labs

Sep 4

14 months to profitable: the side hustle timeline nobody publishes

#business #startup

1 min read

Scrap Labs

Sep 4

Free AI-text detectors failed our paraphrase test. Here's the eval we use now

#ai #machinelearning

1 min read

Scrap Labs

Sep 4

The 4% rule breaks at 35: withdrawal rates for a 50-year retirement

#finance #career

1 min read

Scrap Labs

Sep 4

How we test 'buy it for life': two years of daily use before any recommendation

#productivity #review

4 min read

Scrap Labs

Sep 4

Unlimited dev subscriptions: when flat-rate beats quotes (and when it doesn't)

#programming #business

2 min read

Scrap Labs

Sep 4

Biohacking claims ranked by effect size: sleep consistency beats everything

#health #productivity

6 min read

Scrap Labs

Sep 4

How I scrape 40k pages a month for $0 and turned the skeleton into side income

#python

2 min read

Scrap Labs

Sep 4

I benchmarked 6 free AI text detectors so you don't have to

2 min read

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