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Pitambar Mahato

Backend & Data Engineer building scalable systems, LLM applications, and cloud-native infrastructure with Python, FastAPI, Airflow, Spark, Docker, Kubernetes, Redis, PostgreSQL, and AWS.

Location Kathmandu, Nepal Joined Joined on  Personal website https://pitambarmahato.com.np github website twitter website

Education

Lumbini ICT Campus

Work

Backend & Data Engineer

Can Local LLMs Actually Call Functions? I Tested 2 Models on 6 Real API Tasks

Can Local LLMs Actually Call Functions? I Tested 2 Models on 6 Real API Tasks

Comments
6 min read

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I Tested 5 Local LLM Sizes in n8n. The 1.5B Model Beat 14B on Tool-Calling.

I Tested 5 Local LLM Sizes in n8n. The 1.5B Model Beat 14B on Tool-Calling.

Comments 2
7 min read
I Tested Q4_K_M vs MXFP4 on the Same Laptop — The Supposedly-Faster New Format Lost

I Tested Q4_K_M vs MXFP4 on the Same Laptop — The Supposedly-Faster New Format Lost

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6 min read
I Ran 3 Open-Weight LLMs Head-to-Head on a 24GB Mac — One Was 3x Faster

I Ran 3 Open-Weight LLMs Head-to-Head on a 24GB Mac — One Was 3x Faster

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Comments 4
5 min read
I Tested 4 LLM APIs for Coding Work — All 20 Runs Passed, But Speed Varies 10x

I Tested 4 LLM APIs for Coding Work — All 20 Runs Passed, But Speed Varies 10x

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Comments 1
7 min read
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