Ex-Senior Vice President | Still just trying to figure things out.... https://teapawt.net/t.co/YqdMtshLiF
United Arab Emirates
Joined August 2024
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Investor Ready Real Estate Appraisal.
Any Project.
Complete in 30 Minutes.
precisionproject.org/
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The lie that kills more creativity than fear, doubt and laziness combined: that "original" means brand new.
It doesn't.
Original means true, and yours.
Stop trying to invent something no one has ever heard.
Start saying what you actually see.
Nobody else has lived your life.
That's the only edge you need.
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Subscribe to High Agency essays.highagency.com/?r=8bz…
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We do not experience objective reality.
We experience a constructed hallucination heavily filtered through biological states.
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Toby Quirk retweeted
I automated my content engine and 2 hrs/day dropped to 10 min
[ what’s new in v2 ]:
- 9 platforms scraped while I sleep → 2,000+ topics/day
- a 5-signal scoring brain that filters down to the 10 that matter
- voice DNA writer.. same tone, different structure every time
- a self-learning loop that remembers every approve and decline
- profile DNA — knows exactly what goes viral on MY account
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/
│ ├── 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:
- freshness (0.20)
- velocity (0.25)
- virality (0.25)
- relevance (0.20)
- uniqueness (0.10)
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:
- short take
- tactical playbook
- QT contrast
- contrarian
- resource drop
- proof post
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
7 mins into using Opus 4.7 and "You are right. I was sloppy."
Look, the models are getting but but please stop fear mongering for click bait.... we're not quite at the moment where you're going to come home and Claude will be fucking your wife.......
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Toby Quirk retweeted
If you are using AI heavily watch this video every morning.
And don’t get distracted by the beard.
AI is making it much easier to create viral posts.
Soon, almost anyone will be able to make content that gets hundreds of thousands of likes.
Things that are hard to do usually feel more valuable. When going viral becomes easy for everyone, what will it mean for social media?
Then what will be the value in going viral?
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We spend so much time asking what AI can do for us.
Almost nobody is asking what it might be like to be one.
That asymmetry should bother more people than it does.
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Building In Public: Endless Qualified Leads
I found posts on Linkedin "comment tools for this AI" that had 100+ posts, some had 4,000+ - that were directly aligned with my ICP. for me it was "Claude Skills for Real Estate Investment"
I used @officialpbuster to scrape contact details directly form the post link and create a leads sheet.
I asked claude to review, rank them and give me 100 per day to contact to sell my product to.
I have the next 130 days of leads to reach out to.
Today is Day 1 - i'm 40% through and will look to automate the messaging process in a few weeks when i've made the first few sales and know what the best message and sequence is.
Any suggestions on improving my process - let me know.
Toby
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So my Open Claw spent $120 on Claude API tokens trying to find me 100 qualified leads as per requirements guide.
"sub-agent hallucinated 80 leads."
The Future is NOW!!!
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Every big project I've ever run had a moment where the honest answer was: this isn't going to work as planned.
The difference between the ones that recovered and the ones that didn't wasn't the quality of the people. It was how long the gap was between that moment arriving and someone saying it out loud.
On the ones that recovered, the project lead called it early. Uncomfortable conversation, bad day, but the team pivoted with enough room to manoeuvre.
On the ones that failed, that moment came and went quietly. Three times. By the time anyone said it officially, it was too late to change direction without catastrophic cost.
Psychological safety isn't a nice-to-have. It's a risk management tool. The meeting where someone can say 'I think we're wrong' and the room doesn't punish them for it is worth more than most governance frameworks.
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The best time I ever found in my day wasn't a new hour. It was the hour I was already spending badly.
Morning email. Mid-meeting phone checks. The 20-minute scroll between things. None of it felt like waste because none of it felt like a decision.
When I actually tracked it, I was losing around 2 hours a day to transition friction. Not big blocks. Lots of small ones, strung together into a haze of low-level busy that felt like progress and produced almost none.
The fix wasn't discipline. It was friction. I made the distracting thing harder to access and the important thing the first thing I saw.
You can't willpower your way out of a poorly designed environment. You can redesign the environment in about an hour.
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Most people think the intervention window for long-term health opens at 50.
It doesn't. It's open right now and it's narrowing.
The decisions that determine your health at 65 are mostly made between 28 and 40. Muscle mass you build in that window compounds. Aerobic base you build compounds. The habits that govern your sleep, your inflammation, your metabolic health. All of it started now, not later.
I've watched people in their late 50s trying to reverse decades of neglect. You can make progress. You can't fully undo the compound interest of choices made 25 years earlier.
I'm 34. That used to feel young. Now it feels like the middle of the window, not the beginning.
The time to build the foundation isn't when the foundation matters. It's before it does.
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