My friend applied to 200 tech jobs in two years. No CS degree. No callbacks.
Last month Anthropic offered him $750,000.
All because of one Stanford lecture. Free on YouTube. One hour.
A professor explains how ChatGPT actually works. Not the Twitter version. The real one.
He watched it in bed. Paused it eleven times. After that hour he told me something I didn't believe. "It's embarrassingly simple."
Three days later he applied to Anthropic.
Every single question they asked him, he knew from that video.
Someone just dropped a 9-layer production AI architecture and it's the most honest breakdown I've seen.
services/ - RAG pipeline, semantic cache, memory, query rewriter, router. Not one file. Five.
agents/ - document grader, decomposer, adaptive router. Self-correcting by design.
prompts/ - versioned, typed, registered. Never hardcoded.
security/ - input, content, output. Three guards not one.
evaluation/ - golden dataset, offline eval, online monitor. Most people skip this entire layer and ship blind.
observability/ - per-stage tracing, feedback linked to traces, cost per query.
.claude/ - agent context so your AI coding assistant knows the codebase before it touches a file.
The demo is one file. Production is this.
Check: academy[.]neosage[.]io
Google is showing Reddit posts for almost every "best [product]" search now (TOP 1-3)
Smart Search reveals which threads are ranking for your keywords so you can get in front of that organic traffic
2025 was an interesting year for Uproas.
We learned a lot.
We had highs and lows.
And in Q3–Q4 things really clicked.
We hit $30M in monthly ad spend across our customers.
We started Uproas in July 2024 because we were getting ad accounts banned and needed a better solution.
Today, we’re running multiple successful e-commerce and software brands thanks to the connections and infrastructure we’ve built.
2026 will be a big year.
Heavy focus on content marketing, near-dominant SEO in our space, major partnerships, and pushing total ad spend to new highs.
Just getting started 🚀
Partnership Announcement 📣
UPROAS X BUSTEM
Copycats stealing your ads, cloning your store, and hijacking your brand? We teamed up with https://t.co/HxWEO7bL1B and @oliverbrocato to fix the other side of advertising. They detect and take down fake ads, counterfeit listings, and impersonators across Meta, TikTok, Amazon, Google, and more. Uproas helps you scale your ads. Bustem makes sure nobody steals them. Together, we're making the ad space cleaner for real advertisers.
Google is stealing your SEO clicks.
AI Overviews answer the question top of page.
Nobody clicks through.
Your organic CTR?
Dropping every month.
But Reddit's Google traffic?
60 million to 1.2 BILLION since 2022.
Google paid Reddit $60M/year for their data.
Now Reddit threads rank above your website.
Your SEO content?
Page 2.
A Reddit thread in your niche?
Page 1.
If you're in those threads, you win.
If you're not, you're invisible.
Twice.
Once on Google. Once on Reddit.
Stop fighting Google.
Start owning Reddit threads.
Learn the playbook
→ https://t.co/YKWi1wdBAc
#SEO #RedditMarketing #GoogleAI #DigitalMarketing