Zain Pawle

Building Chimera AI — Multi-agent LangGraph systems for education | SIH ’25 1st Runner-Up | Aspiring AI Engineer | Ex-CogniDetect (vocal + eye-tracking)

[Zain Pawle @zaiinnul_]

@samirande_ Not even a month in my case but same situation

[Zain Pawle @zaiinnul_]

⚡ FIXING THE AI BLACK BOX ⚡
Day 8/14 of building Chimera AI 🐉
multi-agent swarms are a UX nightmare. They take 15s to reason. If a user stares at a blank loading spinner that long, they assume the server crashed
Time for X-Ray vision

[Zain Pawle @zaiinnul_]

@bhoomi404 Crazy strategy 😰

[Zain Pawle @zaiinnul_]

My Streamlit UI catches those flags & updates a dynamic banner ("Routing to Auditor..").
Zero extra API calls, but users see the AI's internal thoughts live. Massive W. 🏆
How do y'all handle long AI loading states? lmk 👇
#BuildInPublic #AI #ux #agent #pipeline #rag #multi_agent

[Zain Pawle @zaiinnul_]

⚡ FIXING THE AI BLACK BOX ⚡
Day 8/14 of building Chimera AI 🐉
multi-agent swarms are a UX nightmare. They take 15s to reason. If a user stares at a blank loading spinner that long, they assume the server crashed
Time for X-Ray vision

[Zain Pawle @zaiinnul_]

Standard token streaming is an L, so I built "Node Log Multiplexing" 🧠
1️⃣ Tapped into LangGraph's event timeline via Async FastAPI.
2️⃣ Intercepted agent routing & injected telemetry flags (⚡STATUS:) straight into the outbound chunk pipeline.
#langgraph #fastapi #async

[Zain Pawle @zaiinnul_]

@itsmoni_02 Numpy naam me hi numerical hai🫡

[Zain Pawle @zaiinnul_]

@100dys_ Jobs too for some reason 😔

[Zain Pawle @zaiinnul_]

@ayesha_fatiima Fable was *☠️

[Zain Pawle @zaiinnul_]

@kanika_0100 Sure sure

[Zain Pawle @zaiinnul_]

@kanika_0100 Will do that , anything to reduce llm calls 🥲

[Zain Pawle @zaiinnul_]

@vivoplt Mistral maybe

[Zain Pawle @zaiinnul_]

@dandaditya Puffin
I guess it had greater download speed

[Zain Pawle @zaiinnul_]

@salujamehak5 Passing in 2028 lol☠️

[Zain Pawle @zaiinnul_]

@harsh567_8 Navi mumbai me Hui but itne ke consider nahi kar sakte 😭

[Zain Pawle @zaiinnul_]

@rozitenv True getting simmilar issues ,not able to even test my agents atp

[Zain Pawle @zaiinnul_]

@priymrj Not first , at most first in this century

[Zain Pawle @zaiinnul_]

@pulkit_mittal_ Yes let's hope I do 🥹

[Zain Pawle @zaiinnul_]

@TheSpacerr @abhi_crimson Yeah sure why not
Followed you