LeetCode was HARD until I Learned these 15 Patterns:
1. Prefix Sum
2. Two Pointers
3. Sliding Window
4. Fast & Slow Pointers
5. LinkedList In-place Reversal
6. Monotonic Stack
7. Top ‘K’ Elements
8. Overlapping Intervals
9. Modified Binary Search
10. Binary Tree Traversal
11.…
𝗧𝗵𝗲 𝗯𝗶𝗴𝗴𝗲𝘀𝘁 𝗺𝗶𝘀𝘁𝗮𝗸𝗲 𝗷𝘂𝗻𝗶𝗼𝗿 𝗲𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝘀 𝗺𝗮𝗸𝗲? 𝗦𝗸𝗶𝗽𝗽𝗶𝗻𝗴 𝗦𝗤𝗟.
You can’t truly understand databases if you only rely on an ORM.
Relational databases have been around for 40+ years for a reason.
Focus on:
- SQL fundamentals
- Data…
Gearing up my AI agents with this loadout:
LangChain + OpenAI (thinking brains)
LiveKit (their voice)
ChromaDB / Pinecone (memory banks)
Python + FastAPI (the engine room)
React / Streamlit (face of the agent)
Docker (so it doesn’t break when I sneeze)
Let’s see where this goes.
Using this space as a journal.
I haven’t been posting much about [court-room sim ? multi ai debate app], but it’s still alive, I’m still building it.
Just got pulled deep into another idea that needed space to breathe. _ confidencebuilder
Not abandoning just balancing.
Dev tip: Before writing more code, map what the user actually does.
Today I paused coding my AI courtroom sim app to sketch:
→ What users see first
→ What they do in the first 60 seconds
→ What makes them stay
No code, just clarity. Still real progress.
Working on a real-time multi AI voice interface.
The core challenge: keeping latency low without sacrificing dialogue quality or flow.
If you're building anything in the voice+AI space, let’s connect.
Curious to hear how others are approaching this.
Day 4: Didn't touch the code today. Some days you just hit a wall and need to step back. The technical implementation is one thing. The hardest part isn't the API calls, it's designing conversations that feel authentic when it's AI vs AI vs AI. Tomorrow's a new day
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