PubMed · GPT-4o · Flask · OpenHost

LinkedIn Pipeline

Search for anything. This looks up actual peer-reviewed research from PubMed — not summaries, not blog posts, not vibes. Type a topic and get real studies back.

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How It Works

One URL. Three posts. Done.

01

FETCH

PubMed

Paste any PubMed URL. The NCBI E-utilities API fetches the full paper — title, abstract, authors, year. No scraping, no login.

NCBI APIPMID extractionFull abstractZero scraping
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02

GENERATE

GPT-4o

The research is passed to GPT-4o with a voice-matched system prompt — extracted from my own writing and evolved over 20 iterations. Three posts come back, each with a different angle.

Voice extraction20-iter evolutionFew-shot examples3 angles
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03

REVIEW

Human Gate

Posts are shown in the app for review. Nothing goes out automatically. Copy what you want, ignore what you don't. Drafts are saved to disk.

Manual approvalCopy to clipboardSaved to diskNo auto-post

Voice Constraints

Hard rules baked into the prompt

The voice wasn't prompted with adjectives. It was extracted from a 7,000-word paper I wrote, run through a Darwinian evolver, and locked down with explicit rules.

No em dashesNo hashtagsNo emojisNo bullet pointsMax 200 wordsOpen macro, zoom personalEnd punchyNo hallucinated names

Tech Stack

What it runs on

PythonFlaskGPT-4oPubMed / NCBI APIOpenHostDarwinian Evolver

It's live. Go use it.

Paste any PubMed URL. Get Mon/Wed/Fri posts back in under 20 seconds.

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