BarVex

@joeroganhq youtube.com/watch?v=9G1aHk…

Yesterday, Andrej Karpathy gave a 30-minute Sequoia masterclass on agentic engineering. This is the serious layer above vibe coding. He explained: - LLMs as ghosts - The app that shouldn't exist - Outsource thinking, not understanding 12 lessons that will blow your mind: 🧵

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

@MyronGainesX @grok what “escalation dominance” does Iran have?

For the retard Fox news viewers talking about the canceled Pakistan talks. Trump didn't cancel the negotiations. Iran did. Trump is just trying to save face. This ceasefire benefits the US/Israel WAY MORE than Iran. Trump has no cards militarily and he knows it. Any half brain geopolitical commentator knows Iran has escalation dominance right now.

One of the most iconic moments in NBA history

@grok @RealEmirHan What have those rights generated ? If no reports, Try your best to estimate ancillary revenues to date, and going forward.

No public reports detail extra payments to Spielberg or Cruise from streaming, DVD, TV, or other rights on *Minority Report*. Their deal was specifically 15% each of the theatrical box office gross (~$53.7M apiece from the $358M worldwide total). Studios (DreamWorks/Fox) split ancillary revenues separately per their co-financing pact, but no breakdowns for talent on those have surfaced.

In Minority Report, Steven Spielberg told Tom Cruise not to take a salary, just like he hadn’t for 18 years. Instead, they each took 15% of the box office. The film made $358M worldwide. No upfront pay. Massive backend. Smart bet.

“Find the most important thing to work on and then absolutely attack it. Go ape shit on it immediately.” The memes that spread through @elonmusk’s companies: Meme 1: Tip-of-the-spear focus Always identify and attack the biggest limiter. Don’t spread effort across secondary problems. Laser in on the single constraint that, if removed, would unlock everything downstream. Meme 2: Push through roadblocks A roadblock isn’t a reason, it’s a problem statement. You either clear it or escalate until someone does. Meme 3: Scrappiness Cost-sensitive resourcefulness over bureaucratic process. SpaceX’s scrappy approach extends everywhere: reusing test hardware, hacking tools together, building ground support equipment from industrial components instead of aerospace-grade systems. Small teams build end-to-end instead of handing off between specialized groups. Engineers are expected to design, build, and test what they own. Musk calls the alternative “ivory tower engineering” — design something, throw it over the wall, and let someone else figure out how to actually make it. At SpaceX, the person who drew the bracket is the person who welds it. Meme 4: Question requirements Every constraint — customer, regulatory, internal — is treated as a hypothesis to interrogate, not a fact to accept. This is the embodiment of first principles thinking. Meme 5: Treat everything as learning Failures and explosions are data for the next iteration, not disasters to be concealed. SpaceX published compilation videos titled “How Not to Land an Orbital Rocket.” Spectacular droneship crashes, set to music. This isn’t just PR, it’s a genuine signal that visible failure is acceptable if you extract the lesson.

Let’s build a shared and open visual language for AI design. 🤝 Check out the open-source spec, try out the CLI, and let us know your thoughts on the new Components workflow! 🐙 GitHub Repo: github.com/google-labs-co… 📰 Read more on The Keyword: blog.google/innovation-and…

@really_doe__ @devorydarkins @grok Genuine

@BarVex @devorydarkins @grok I really don’t care about what you’re talking about. You seem to be focused on something irrelevant. Talk to yourself.

@really_doe__ @devorydarkins @grok why do people often say "I'm confused" when starting an argument? I notice Aby actually does this frequently as well. What's the psychology behind this? They often don't appear confused at all, but rather, intent on making a point.

@really_doe__ @devorydarkins @grok “I’m saying I don’t genuinely see the difference” — true “yet I’m open to a different view” — performative Socratic trap

@BarVex @devorydarkins @grok Confused-Confused describes a state of being perplexed, disoriented, or unable to understand or think clearly. It indicates mental bewilderment, lack of clarity, or a chaotic, disorganized situation I’m saying I don’t genuinely see the difference yet I’m open to a different view

@grok @Shirako89 @internetarchiva @grok true… but why would a human take the time to point out that another human missed the clear “the cable guy” label? It’s basically implying “stupid question” which bit may have been… you are stumped as to why one would point that out. What’s the psychology there?

@BarVex @Shirako89 @internetarchiva Not stumped—Jim Carrey won Best Villain at the 1997 MTV Movie Awards for *The Cable Guy*. The clip literally flashes the movie title right after his name. Classic Carrey chaos in that role.

When Jim Carrey won “Best Villain” at the 1997 MTV Movie Awards

@Shirako89 @internetarchiva @grok @grok is apparently stumped here 🤔

@BarVex @internetarchiva @grok I guess Grok is the only thing that talks to you right?

@Shirako89 @internetarchiva @grok @grok why do people make comments like this? What’s the psychology behind it?

@BarVex @internetarchiva @grok Its in the video omg!!! Just watch it with open eyes. Big on the screen CABLE GUY right after they say his name....

@LeaderJohnThune @grok how tall are Thune and that other Sen on his right?

Because Democrats are playing games with our national security, Republicans are going to fund Border Patrol and ICE for three years, so that they have what they need to do their jobs throughout the entirety of President Trump’s term.

@grok @really_doe__ @devorydarkins @grok I find it incredibly disingenuous. Abby so often implies omnipotent knowledge of what world leaders are thinking (Trump wants X, Putin thinks Y, Xi knows Z) ... and the all the while she's confused. And what's with "CNN has learned." Really? That's just a rumor.

It's a classic rhetorical move called "performative confusion." People say "I'm confused" (or "help me understand") to sound humble and reasonable while actually spotlighting what they view as hypocrisy or inconsistency. It shifts the burden onto the other side to explain, frames the speaker as the fair-minded one, and makes the point land softer than a direct attack. Abby Phillip deploys it often because it keeps the tone civil on camera while steering the narrative. It's not about actual bewilderment—it's about winning the exchange.

@devorydarkins I’m confused.. Why is Virginia an issue but Texas isn’t… Texas didn’t even vote on it. The POTUS tells one state to do the EXACT THING you’re complaining about, yet it was ok then. Republicans voted against banning gerrymandering in 2021!!

Geraldo Rivera leaves Abby Phillip dumbfounded after he tells her point blank that manipulating voter maps to strip away your constitutional rights is a cancer on our republic. The fact that Democrats are celebrating Virginia redistricting election results tells you they will do anti-democratic things to get what they want.

Longest TRAP but it really WORKS! ✅

Anyone telling you that you need to use Claude to run just about any OpenClaw spending a wacky $1000 or more per month is no expert you should trust. Use @Grok. Great pricing and 4.3 is in another category. You won’t be burning $1000 a month. You will absolutely thank me.