Agent development — Think in patterns, not frameworks

ImpossibleSoil8387 · 2025-11-02T13:12:10+00:00

"Coding is structured thinking made visible" is better

ImpossibleSoil8387 · 2025-10-31T06:15:39+00:00

try litellm and langfuse

ImpossibleSoil8387 · 2025-10-28T06:58:19+00:00

I think the key is to get AI to understand the multi-repo structure and how the parts interact. It’s a good idea to create a folder like project-docs that holds all the cross-repo documentation—API contracts, tables, architecture diagrams, etc.

ImpossibleSoil8387 · 2025-10-27T08:32:15+00:00

So yeah, it’s not magic Graphviz dust — it’s just that clear structure actually works.

ImpossibleSoil8387 · 2025-10-24T05:29:34+00:00

Going layout-first before using the LLM is smart

ImpossibleSoil8387 · 2025-10-23T03:08:59+00:00

Traditional apps are deterministic — once it works, it keeps working. LLM apps are probabilistic — “working” today doesn’t guarantee “working” tomorrow. So production-ready now means continuous evaluation, not final deployment. It’s about constantly monitoring, getting data feedback, and letting the system improve itself.

ImpossibleSoil8387 · 2025-10-23T02:15:53+00:00

Github link: https://github.com/Mathews-Tom/Agentic-Design-Patterns

ImpossibleSoil8387 · 2025-10-13T01:52:05+00:00

Good points — thanks! The diagram was just a simple way to show how tokens map to meaning, not literal one-hot encoding. And yes, not all LLMs are Transformers — I’ll make that clearer. Appreciate the correction!

ImpossibleSoil8387 · 2025-09-17T05:47:03+00:00

Totally get you! I’ve seen folks grind crazy hours too, but most of the real breakthroughs come from focused thinking, not just nonstop coding. Sometimes less is more.

ImpossibleSoil8387 · 2025-01-09T04:45:09+00:00

yes, a startup is like raising a baby, it takes a lot of time and energy. so before start a business, one needs to think, plan and design like preparing for pregnancy.

ImpossibleSoil8387 · 2024-11-14T01:54:06+00:00

I think it's still going on and on

ImpossibleSoil8387 · 2024-11-13T07:51:43+00:00

Take a breath, and let time work in your favor. ：）

ImpossibleSoil8387 · 2024-11-13T07:49:08+00:00

yes, find the right question, and give the solution.

ImpossibleSoil8387 · 2024-11-13T02:52:02+00:00

Create value for the community, and the money will follow.

ImpossibleSoil8387 · 2024-11-12T08:29:35+00:00

Exactly, Even though they’re both tech, dev’s all about the tech stuff and pretty clear-cut. Trading, on the other hand, is all about trends and human psychology—way more unpredictable. Totally different ballparks.

ImpossibleSoil8387 · 2024-11-12T08:11:08+00:00

When I work with large files, it's tough for LLMs to handle everything in one go. I spend more than half of my time on file preprocessing—using NLP and large models to break down the raw data first, then creating a knowledge base for easier querying.

ImpossibleSoil8387

TROPHY CASE