Tracsoft | Digital Marketing
Region: US
Tuesday 18 August 2026 20:53:25 GMT
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stgiggs :
Folder structures only help the human reader. For AI they're token-heavy because it needs to consume more tool calls to search each folder. A flat folder structure is more token-friendly.
2026-08-19 20:25:48
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Jai ✨ Skills + AI Workflows :
You just motivated me – I’m not using my folders at their maximized power
2026-08-19 13:26:41
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CoveredInBlood :
upload that to github. let us all use it
2026-08-19 14:06:15
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Mevlut Kaymaz :
How will you apply this to an existing project?
2026-08-19 11:29:50
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Chad :
Yes! It’s very effective. I noticed you had a dedicated agent md in at least one of the folders… smart move
2026-08-19 20:18:41
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Frankie P. Jones :
Try obsidian
2026-08-19 11:53:13
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Darth Jar Jar :
Want to bring that to the next level? Put that in an obsidian vault. Then point your choice of Codex or Claude to create an LLM Wiki. That structure you built will become a more advanced RAG that takes your logic and documents and brings it to an even more digestible structure for an LLM. Then you have agent and clause md give processing instructions for your notes and other uploaded to the vault knowledge. I did the same as you mixed with obsidian and you’ll be next level
2026-08-19 00:40:59
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spreadsheetsavage :
So before I get to my second prompt my initial prompt burned through 500k tokens searching and reading so it’s dumb by the third prompt. This is not what an LLM is for. Good organization for you to find stuff as you work but if you expect it to run through all that by the time it starts to work on something your context window is already cooked.
2026-08-19 04:28:50
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Athion :
I built 2 persistent memory systems. They fill naturally as I work with the LLM … Claude and Grok share the technical system and it’s crazy powerful. Any bug/gotcha/workaround is only discovered once. From then on, the LLM just knows about it.
2026-08-19 01:34:39
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MelissaWakman :
How can you get Ai to set this up for you?
2026-08-19 15:28:16
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ATune2Piano :
Wish I understood this. What triggers and “connects” and uses the folders and data
2026-08-19 14:40:05
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spfd :
I do this at work as a senior developer and lately have been consulting others. Ai really becomes a coworker that understands where your info and projects are when you need cross projects and docs. Using an initial Claude.md file that understands the structure is important you can Claude /init to kick start that in the root.
2026-08-19 09:54:55
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Mark1v17 :
Great advice. I have been setting up something similar in Notion.
2026-08-19 11:12:46
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s :
Kind of creeping me out i literally just did this last night
2026-08-19 12:14:45
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NeoSEO :
I do this and I'm out of tokens by 7:00 a.m.
2026-08-19 11:23:04
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Brandon - RebootedMind :
I’ve really been thinking about getting into AI to make money. Is it really as doable as they say?
2026-08-19 12:50:26
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Steve Wolfingtonson :
Why a md file vs word or something else? Why not have it all in one file??
2026-08-19 11:48:14
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CoveredInBlood :
how long it take you to make all that?
2026-08-19 14:05:42
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BibiLove🇵🇷 :
👀👀👀 Actual helpful AI content??
2026-08-19 10:16:36
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TakingBackHumanity :
I’ve never heard someone call them “emdee“ files, it’s just markdown.
2026-08-19 23:40:14
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Echov4ult AI :
Love this.
2026-08-19 06:31:33
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TechWitchTitan🏳️🌈👽🛠🖖🏖⛈️ :
I built tnsds.tech based on this principle
2026-08-19 06:43:47
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Nathan | Wisdom-Entrepreneur :
@Tracsoft | Digital Marketing - Do you think it’s better or easier to do this on your computer vs in something like Obsidian?
2026-08-19 14:40:45
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