—

 

 

 

I automated my content engine and 2 hrs/day dropped to 10 min

 

[ what’s new in v2 ]:

 

 

v1 was a brain with no body

v2 has eyes, a filter, and memory + fully automated

 

Here’s how to build it step-by-step ↓

 

[ The architecture]:

 

/content-engine

├── scrapers/ (9 platform scrapers)

├── extension/ (chrome ext for X, linkedin, reddit)

├── ai/

│ ├── http://ranker.py (5-signal scoring brain)

│ ├── content_writer.py (voice DNA + structures)

│ ├── profile_analyzer.py (your positioning DNA)

│ └── sentiment_analyzer.py

├── publisher/ (export + time slot scheduling)

├── gui/dashboard.py (streamlit command center)

├── ingest_server.py (local server on localhost)

└── data/content_engine.db (everything stored locally)

 

let me walk you through each layer ↓

 

LAYER 1: Research engine

 

9 sources scanned 24/7 (X, reddit, YT, HN, github, trends + chrome ext for reddit and linkedin)

every post you scroll past gets tagged and stored locally

 

LAYER 2: Scoring brain

 

every topic scored on 5 signals:

 

velocity 8+ → forced min score of 7. catches late bloomers that suddenly explode

2,000 topics → top 10 ranked

 

LAYER 3: Voice DNA writer

 

not one structure every time. system picks the format:

 

 

a voice guardian auto-rewrites anything that fails: lowercase ratio, no hashtags, no corporate words

 

LAYER 4: Dashboard Streamlit

 

dark theme. 5 tabs

review queue = tinder for content. swipe approve, swipe decline

 

LAYER 5: Publishing

 

no auto-posting. zero account risk

approve → pick a slot (8am / 12pm / 5pm) → exports a .txt → copy / paste / post

 

also auto-drafts a linkedin version of every approved tweet

 

LAYER 6: Self-learning loop

 

every click logged. weekly the system embeds your decline notes and re-tunes the scoring brain

 

month 1: you approve 30%

month 3: 70% pre-filtered

month 6: 10 min/day

 

LAYER 7: Profile DNA

 

analyzes your past tweets. tells you exactly which pillars, formats, and hooks perform best on YOUR account

 

the scoring brain uses it to prioritize what already works for you

 

daily run: open dashboard → 10 min reviewing → post 3x → close

 

total cost: ~$15/month

 

everything else: local, sqlite, no cloud, no subscription

 

unfortunately I couldn’t paste in long-form format initial description which was made before

 

but if this hits 2,000 likes I drop the full build guide with every prompt you need to ship it in claude code

 

reply "ENGINE" + RT and I'll DM you access to test it (follow me first so I can write)

 

save this so you don't lose it

 

 

 

@ElconRoss Read this tweet lol

 

 

@0xDepressionn Cooking together my man

 

 

@exploraX_ good stuff though

 

but the main goal is to build your second brain in this case and study the model to think as you