Cassidy Hilton
3.9K posts

Cassidy Hilton
@TeamFourTech
Expert in End-to-End MLOps, AI&ML, Data Science & Analytics. Python & SQL Pro. Graphics & Design Wizard. Bridging AI, ML, Tech, Design & Outdoors.
USA Tham gia Şubat 2011
891 Đang theo dõi513 Người theo dõi

How we built an AI agent that creates daily content from our existing material (n8n + Cloudflare + AutoRAG setup)
We’ve been experimenting with autonomous content workflows inside our business—and one of the most useful agents we built is one that turns raw content into polished posts every day, without me needing to write from scratch.
Here’s the full setup:
The foundation: Content ingestion flow
Every time we publish something—podcast, interview, video, or long-form content—it gets automatically detected. I use a new tool I'm building to do this. Not out yet.
n8n watches our content feed for new uploads.
When a new piece goes live, it gets sent into Cloudflare R2.
R2 is directly linked to Cloudflare AutoRAG (shoutout to them for making RAG easier), which parses the file and extracts key insights and potential angles.
The insight layer: AutoRAG + Telegram
Instead of sifting through raw transcripts or summaries, I get a simple message on Telegram every day.
n8n compiles the top insights from AutoRAG.
The agent sends me a clean shortlist: “Which of these should we turn into a post?”
I reply with a number or keyword—no need to open any dashboards.
The creation engine: AI + voice training
Once I choose a topic, the agent starts building the content:
It uses the insight + format examples we’ve trained it on.
Think: threads, one-liners, carousels, mini essays—whatever matches the insight best.
Then it refines the draft in my exact voice. We fine-tuned this using 3-5 past post examples to lock in the tone.
The feedback loop: Human-in-the-loop
Once it’s ready, I get a draft to approve via Telegram.
If I like it, I hit publish.
If not, I drop a quick note—“Too generic” or “Make this punchier”—and the agent revises.
That feedback improves future outputs automatically.
Why this works:
I never start from a blank page.
The whole system runs on n8n, so I can tweak anything.
Telegram makes it lightweight—I can greenlight content while walking to lunch.
My voice stays consistent.
I still get the final say, but only spend a few minutes a day on it.
Advanced tricks we’re using:
Chained n8n workflows to go from ingestion → insights → Telegram → generation
AutoRAG + format templates to match output type to insight type
Custom prompts per content type (hooks, educational, brand storytelling, etc.)
Inline feedback updates to improve over time
We built this to solve one problem: keeping up a steady flow of high-quality content without it becoming a daily grind.
Want to see exactly how it works?
📹 I recorded a full breakdown of the system.
Comment PING and I’ll send it over.

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To get it: 1. Follow @Parul_Gautam7 (so I can DM)
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@KentMurphy Respectfully disagree x.com/jamesdgrambo/s…
Ken Glizzy Jr.@JamesDGrambo
If he had never smoked CRACK he’d be in Cooperstown
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@myles_cooks @myles_cooks I am often gifted beef from a relative which comes directly from a ranch in southern Idaho. The beef always has a heavy bloody taste. Any tips on how to prepare the steak in particular for purposes of taste?
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@rowancheung I’ll be joining remote. Looking forward to your updates!
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@rowancheung Love this. Way too many “don’t use paid gpt4 when you can use other workarounds for free” posts. Thank you @rowancheung
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@malware_yml A PM that knows his/her lane, and takes pride in being excellent within it are wonderful to team with. If not, I agree wholeheartedly.
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@decisionleader You’re a legend @decisionleader ! How inspiring. Best of luck wherever you may go.
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For those who missed my personal news last month, I've quit Google. I'm doing a bit of blogging to answer all the questions I've been getting about why I left, what it was like, and how things are going now that I'm on my own.
bit.ly/quaesita_quit1
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@ChefGruel @ChefGruel I am often gifted beef from a relative which comes directly from a ranch just north of me. The beef always has a heavy bloody taste. Any tips on how to prepare the steak in particular for purposes of taste?
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Season w salt now. Then when it’s time to cook, sear over medium heat, flipping every minute. Then when it’s almost done, blast the heat and the it rip until the outside is golden brown. You may have to remove from the pan and let the pan get really hot for the last part. Finish w whole butter.
Liekitisn’t@liekitisnot
@ChefGruel I’ve got to cook and serve this in six hours. Movers broke my grill (long story). I’ve got cast iron and gas. Recommendations for a kid friendly seasoning and cook? Season now and refrigerate?
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@myles_cooks @myles_cooks I am gifted steaks regularly from a family member. The steaks come from a ranch north of us. Typically they have a heavy bloody taste that I’m not a fan of. Any tips on how to prepare the steaks for purposes of taste?
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The reverse sear is one of the best techniques you can use when you’re cooking a thick-cut steak like this one.
Ensures you get even cooking all the way through and a beautiful crust on the outside.
Start by dry brining your meat— salt it and leave it on a wire rack, uncovered, overnight in the fridge.
For a cut this thick, salting in advance will make a big difference.
When you’re ready to cook, heat your oven to 225-250 F.
Put the steak on a wire rack on top of a sheet tray (this will help get airflow underneath) and place it in the oven.
Allow it to slowly cook, flipping once or twice, until the internal temp reaches 115 (this is if you’re going for medium rare in your final form).
The time needed depends on the meat and cut. Could be 30-45 min or so. Use a meat thermometer here to check the temp. Pull it from the oven when it’s there.
Heat a stainless steel, carbon steel, or cast iron pan over HIGH heat.
Pat the steak dry with paper towels.
Add some ghee or beef tallow to the pan, and sear the steak on both sides to develop a nice crust.
Allow it to rest for a few minutes, then cut into it and enjoy.



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@Anurag_Creates These are fantastic. Thank you @Anurag_Creates
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ChatGPT prompts to help you make better Strategic Business Decisions using Mental Models:
[bookmark now, for future reference]
1. SWOT Analysis:
Prompt: "Conduct a SWOT Analysis for [my business decision]. Evaluate its Strengths, Weaknesses, Opportunities, and Threats to make an informed assessment of its viability."
2. Pareto Principle (80/20 Rule):
Prompt: "Apply the Pareto Principle (80/20 Rule) to analyze [my business decision]. Identify the critical 20% of factors that drive 80% of results, optimizing resource allocation."
3. Blue Ocean Strategy:
Prompt: "Utilize the Blue Ocean Strategy to evaluate [my business decision]. Explore ways to create uncontested market space, focusing on innovation and differentiation."
4. Scenario Planning:
Prompt: "Use Scenario Planning to assess [my business decision]. Develop multiple plausible future scenarios, considering various external factors, to enhance preparedness and flexibility."
5. Game Theory:
Prompt: "Analyze [my business decision] using Game Theory. Consider the strategic interactions with competitors and stakeholders to anticipate their actions and optimize outcomes."
6. Lean Startup Methodology:
Prompt: "Apply the Lean Startup Methodology to evaluate [my business decision]. Emphasize rapid experimentation and iterative development to validate assumptions and minimize waste."
7. Hierarchy of Needs (Maslow):
Prompt: "Utilize Maslow's Hierarchy of Needs to assess [my business decision]. Consider how the decision aligns with fundamental human needs, influencing consumer behavior."
8. Innovation Ambition Matrix:
Prompt: "Evaluate [my business decision] using the Innovation Ambition Matrix. Classify innovations as core, adjacent, or transformational to align with strategic goals."
9. Agile Methodology:
Prompt: "Apply Agile Methodology to analyze [my business decision]. Break down the decision into smaller, manageable tasks, fostering adaptability and customer-centricity."
10. Resource-Based View (RBV):
Prompt: "Conduct a Resource-Based View analysis for [my business decision]. Examine how your unique resources and capabilities contribute to sustainable competitive advantage."
11. Emotional Intelligence (EI) Assessment:
Prompt: "Evaluate [my business decision] through the lens of Emotional Intelligence (EI). Consider the impact on interpersonal relationships, leadership, and overall organizational climate."
12. Agile Innovation:
Prompt: "Apply Agile Innovation principles to analyze [my business decision]. Embrace flexibility, collaboration, and customer feedback to drive innovation and maintain relevance."
13. Technology Adoption Lifecycle:
Prompt: "Utilize the Technology Adoption Lifecycle to assess [my business decision]. Understand how different customer segments adopt innovations, guiding marketing and rollout strategies."
14. Resource Allocation Framework:
Prompt: "Develop a Resource Allocation Framework for [my business decision]. Allocate resources based on strategic priorities, risk assessment, and potential returns."
15. Cognitive Biases Analysis:
Prompt: "Analyze [my business decision] considering cognitive biases. Identify potential biases like confirmation bias, anchoring, and sunk cost fallacy to ensure objective decision-making."
16. Value Chain Analysis:
Prompt: "Conduct a Value Chain Analysis for [my business decision]. Identify primary and support activities, optimizing processes and uncovering areas for cost reduction or differentiation."
17. Perceptual Mapping:
Prompt: "Apply Perceptual Mapping to evaluate [my business decision]. Visualize how customers perceive your offering relative to competitors', guiding positioning and branding strategies."
18. Contingency Planning:
Prompt: "Utilize Contingency Planning to assess [my business decision]. Anticipate potential disruptions and develop strategies to mitigate risks and ensure business continuity."
19. Resource Dependency Theory:
Prompt: "Analyze [my business decision] using Resource Dependency Theory. Examine dependencies on external entities and how they influence decision outcomes."
20. Behavioral Economics Analysis:
Prompt: "Evaluate [my business decision] from a Behavioral Economics perspective. Consider how psychological factors, like loss aversion and framing, affect customer responses."

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Master fly fishing with expert-guided instruction. Precision meets nature. 🎣🌲 #FlyFishing #FishingGuide #AnglingInstruction #Outdoors #Fishing #GenAI #GPT4
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Facial attribute editing made effortless with GANs; age, expression, in your control.🧑➡️👴 #AI #MachineLearning #GANs #ComputerVision #FacialManipulation #GenAI #GPT4
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