Day 5-8 (Personal Blog Assistant RAG) · AI Automation Society

Day 5-8 (Personal Blog Assistant RAG)

After 3 Days of pushing, I'm finally able to complete my very first RAG.

My use case is really simple: A Personal Blog Assistant that will turn my raw/dumped ideas into a ready for review and editing blog content, that is also relevant to my ebook, so I can also promote it as I post this article.

My learnings this time:

Knowing how to transpose or manipulate the upstream data so its useful and accepted downstream is important. When I was designing my retrieval workflow, I thought it will just be simple,I just have to fetch whatever I have from my notion page, and then pick up one attribute from there to use that as a search string for my ebook lookup agent. But it wasn't that simple, here I again hit many walls (😅), so I had to learn how the outputs in JSON work and research what available nodes for data could be used. In this case, having a personal GPT speed up my hunt. It's a super plus because its able to explain my questions and help me understand how a specific node works and what it is for.
Chunking the upstream data helps simplify the downstream fetch. This was specifically significant for my Search Agent, because the Simple Memory that I hooked is only able to process 1 execute output and key at a time. The Text Classifier, Set Node and the Custom JS script (of course with the help of my personal GPT) satisfied the Simple Memory's requirement.
From Friday to today I've sent around 200+ tokens (this involves 2 OpenAI calls- 1 for the search agent, and 1 for the blog generator), with both of these running, I've spent a total of $1.69. That's pretty decent, that's like equivalent to 5~ articles (including the ebook search).

Overall I'm so happy, because I'm able to complete this test project, and I feel like I'm ready to take on more experiments and soon solve real business problems, I actually have one already related to my profession a QA Navigator that gathers story/requirements context, past bugs, past test cases and then from there suggest possible issues,gaps and test designs....I hope I can do it hehe...

If you have some use cases there, or processes you wish to automate like this, let me know also, it might be worth looking it through or designing that next :D

Sharing here some videos..

Part 1: Jam | Video - https://jam.dev/s/fd125cfc-f9f8-4b3f-819e-17edcd54fb35

Part 2: Jam | Video - https://jam.dev/s/fd125cfc-f9f8-4b3f-819e-17edcd54fb35

Part 3: Jam | Video - https://jam.dev/c/fbd6e1d2-0355-4379-8890-27dd4eb58332

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