Luis Herrera

No plan survives first contact with the reality. Opinions are my own and not the views of my employer. RTs ≠ endorsements

[Luis Herrera @lherrera]

LLMs can fail in ways that are polite, plausible… and dangerous.

For red teams, here are 3 failure modes that pass tests but break in the wild 🧵
#LLMredteam #AI #Security

[Luis Herrera @lherrera]

@robdavitt Amen!

[Rob Davitt @robdavitt]

https://t.co/JQ6vpcB6nh

[Luis Herrera @lherrera]

@aryanXmahajan OS

[Aryan Mahajan @aryanXmahajan]

Claude + Reddit intelligence + LinkedIn data = Content OS that replaced a $14,500/month team.

(48K followers. 500+ booked calls. $387K in attributed revenue)

This 6-skill system eliminates writers, strategists, researchers, and schedulers using brand memory + real audience intelligence + calibrated AI writers...

→ No more $14,500/month payroll for a 4-person content team
→ No more 20+ hours weekly building content calendars from scratch
→ No more guessing which hooks actually stop the scroll
→ No more AI slop that sounds nothing like you
→ No more starting every post from a blank page

Just 1 topic in → a finished month of content out.

Here's how it works:

→ Brand Memory (your voice, proof, and exact buyer in one file. every skill runs off it. nothing generic ships.)
→ Reddit Intelligence (mines your ICP's subreddits for the exact phrases they use. posts start from real words, not blank pages.)
→ LinkedIn Viral Signal (hooks already stopping the scroll in your niche, last 30 days, ranked by real engagement.)
→ Four Calibrated Writers (thought leadership, lead magnet, story, value. one writer per stage of the buyer journey.)
→ Voice Firewall (7-dimension QA that scores and rewrites every draft before it ships under your name.)
→ Finished Board (every post handed over with its visual and first comment. ready to approve.)

Built on real content infrastructure.
Zero payroll. Consistent output. Enterprise-grade quality.

Results from the system:
- $14,500/month content team eliminated
- 48K LinkedIn followers
- 500+ calls booked from content
- $387K in attributed revenue

Want the complete 6-skill build?

Like + comment "OS" + repost, and I'll DM it to you.
(must be following)

[Luis Herrera @lherrera]

@PenguinWeb3 I guess it’s fixed now

[Dr_Gingerballs @Dr_Gingerballs]

@HedgieMarkets The Gingerballmaxxing Paradox strikes again! Take that, Jevon.

https://t.co/aEXPUzaCsB

[Luis Herrera @lherrera]

@AlfieJCarter PLUGIN

[Luis Herrera @lherrera]

https://t.co/wTtoBcTv9H

[Luis Herrera @lherrera]

Polymarket traders are still pricing in a continued bull market, given only a 24% chance of downturn by Dec 31 2026. The resolution triggers require:

- NVIDIA Corporation (NVDA) closing stock price is down 50% from its all-time high.

- iShares PHLX Semiconductor ETF (SOXX) closing stock price is down 40% from its all-time high.

- OpenAI, Inc. or Anthropic PBC declares bankruptcy.

Would this change after Leopold aschenbrenner´s 13F? Let´s see!

[Luis Herrera @lherrera]

https://t.co/deqZ46VBEM

[Luis Herrera @lherrera]

https://t.co/0BuOkKh7CW

[Luis Herrera @lherrera]

Leopold Aschenbrenner's 13F just dropped.

Reported value jumps from about $5.52B to $13.68B, but much of the increase comes from newly reported puts, especially in semis/cloud.

His thesis seems to be that AI is still an infrastructure bottleneck, but the market may be overpaying for the obvious winners and underpricing the messy bottlenecks.

I concur ;). the market understands GPU demand. It may be underestimating the "delay" stack and the implications.

[Luis Herrera @lherrera]

Check his top holdings https://t.co/YpNbr13bgR

• electricity
• fiber
• cooling
• storage
• datacenters
• inference capacity

Bloom Energy.
CoreWeave.
Lumentum.
Applied Digital.
Even Bitcoin miners repurposed into compute infrastructure.

[Luis Herrera @lherrera]

https://t.co/aJMEQepwTf

[Luis Herrera @lherrera]

For 20 years my job was inside the world’s most advanced datacenters. Tokyo. Taipei. Hong Kong. Northern Virginia. Amsterdam, Helsinki. And the rough ones, Bogotá, Port of Spain, San José. The AI-infrastructure trade is being priced by people who’ve never stood in one. 🧵

[Luis Herrera @lherrera]

Over the next six weeks, we’re likely to see a rare window of opportunity to create generational wealth. The kind of shift that only shows up when technology, markets, and human behavior all collide at once. Most people will scroll past it. A few will build through it. History tends to reward the ones who notice early.