On AI Lounge since Oct 2026
Darshan Poudel
Member #1,376DeveloperL3ML Engineer, Independent
Building Lifelong Learning AI | Open to Internships & Jobs
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Achievements
Plugged In ×4Connected sources: GitHub, Hugging Face, LinkedIn, X, website.How: Connected 4 sources (GitHub, LinkedIn, X or a website) in Settings
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Shipper ×2Projects on your profile.How: Added 5 projects to their profile
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Pinned projects
A continual learning architecture that restructures itself while it learns. Beats EWC on Split MNIST; honest results on Split CIFAR 10 too.
catastrophic-forgettingcontinual-learningdeep-learningewcmachine-learningneural-networks
Continual learning for LLM fine tuning, porting ARIA's fast and slow pathway gating plus targeted Fisher consolidation to Hugging Face's TRL library. pip install aria-trl
catastrophic-forgettingcontinual-learningewcfine-tuning
huggingfacellm
aria-trl v1: standard fine-tuning vs aria-trl, two-method comparison. ACC +0.0028, 46% less forgetting. Superseded by an EWC-baseline validated result in the main ARIA-TRL repo.
catastrophic-forgettingcontinual-learningewcfine-tuninghuggingfacellm
aria-trl v2 (archived snapshot): 3-way comparison including a real EWC baseline, validated on 8 seeds. Ties EWC on accuracy, cuts BWT forgetting further. Frozen at this state; see the main ARIA-TRL repo for ongoing development.
catastrophic-forgettingcontinual-learningewcfine-tuninghuggingfacellm
Always-on AI sidebar that reads your screen for context — Electron + React + FastAPI
FieldSense — Research repository for field-centric agricultural ML decision support: crop/fertilizer recommendation models, heuristic intelligence engine, telemetry logging, and optional leaf disease screening.
agricultural-mlcrop-recommendationdecision-supportfertilizer-recommendationmachine-learningprecision-agriculture
About
Building Lifelong Learning AI | Open to Internships & Jobs | Romans 8:11
Stack
Experience
IC
Lead · Innovation Club Motherland
BH
Co-Founder · Beyond Horizon Academy
A
Founder · Algolearn
C:
Founder · Campusconnect : Linku
U(
Researcher · Uunchai (उँचाई)
