New Anthropic research: Natural Language Autoencoders. Models like Claude talk in words but think in numbers. The numbersโcalled activationsโencode Claudeโs thoughts, but not in a language we can reaโฆ

LinkedIn Content Strategy & Writing Style
๐ AI & Automation Educator | n8n Ambassador | skool.com/scrapes
1 person tracking this creator on ViralBrain
Solomon Salo positions himself as a high-level AI and automation architect who bridges the gap between casual chatbot usage and professional-grade agentic systems. His content strategy centers on moving users from "one-off prompts" to building a robust Agentic OS, utilizing deep-dive tutorials on n8n, Claude Code, and OpenTelemetry to demonstrate technical scalability. What makes Solomon notable is his refusal to settle for surface-level AI hype; instead, he advocates for long-term maintainability and modular identity in automation, treating AI as a structured business infrastructure rather than a simple productivity tool. His work represents a sophisticated intersection of technical education and product ecosystem building, where he leverages his role as an n8n Ambassador to offer transparent, challenge-based learning that converts complex developer tools into accessible business assets.
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New Anthropic research: Natural Language Autoencoders. Models like Claude talk in words but think in numbers. The numbersโcalled activationsโencode Claudeโs thoughts, but not in a language we can reaโฆ
Here's how to get the most of your Claude MD file Here are 8 hands-on insights for building Claude Code projects the right way: P.S. We've got a free Claude Code fundamentals course here: https://lnโฆ

If you like the n8n execution view, just wait until you see n8n's new traces ๐ Starting in 2.22.0, n8n natively supports OpenTelemetry for workflow and node tracing After setting just two environmeโฆ
n8n-as-code just solved a major problem for coding agents building n8n workflows. Tools like Claude Code, Antigravity and Codex, often hallucinate n8n configurations because they were never given theโฆ

Track your AI Token Usage and estimate costs in n8n Ever tried to track token usage from your AI Agents? Itโs not easy. When you connect many tools, it can get messy. Thatโs why I built this n8n temโฆ

n8n just released an Official AI Benchmark During yesterday's live session, Liam McGarrigle demonstrated the new Official n8n AI Benchmark page that he's been working on for quite some time. A benchโฆ

2.5 posts/week
Posts / Week
17
Total Posts Analyzed
MEDIUM
Posting Frequency
774.5%
Avg Engagement Rate
STABLE
Performance Trend
1150
Avg Length (Words)
HIGH
Depth Level
ADVANCED
Expertise Level
0.85/10
Uniqueness Score
YES
Question Usage
0.8%
Response Rate
Writing style breakdown
<start of post>
Most people are using Claude Code all wrong.
They treat it like a faster way to write code.
But the real power isn't in the code it writes. It's in the system you build around it.
๐ญ. ๐ง๐ต๐ฒ ๐ฃ๐ฟ๐ผ๐บ๐ฝ๐ ๐ง๐ฟ๐ฎ๐ฝ
If you are copy-pasting prompts every morning, you are losing. You are forcing the AI to relearn your business every single day.
๐ฎ. ๐ง๐ต๐ฒ ๐ ๐ฒ๐บ๐ผ๐ฟ๐ ๐๐ฎ๐๐ฒ๐ฟ
Serious builders use CLAUDE.md to give the agent a permanent brain. It remembers your standards, your file structure, and your past mistakes.
๐ฏ. ๐ง๐ต๐ฒ ๐๐ด๐ฒ๐ป๐๐ถ๐ฐ ๐ข๐ฆ
This is the final level. You turn the tool into a self-maintaining employee that handles multi-client support and environment isolation.
The system around the tool is the biggest advantage today.
And weโre literally giving away our Agentic OS for free this month.
Get it here ๐ https://lnkd.in/dZkNucFJ
Sign up for the challenge.
Complete it in 30 days.
Keep the system forever.
There's no catch โก We just want more builders using the right architecture.
See you inside! Drop a "READY" in the comments if you're in ๐
#ClaudeCode #AI #SoftwareEngineering #Automation
<end of post>
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