forge-prep
data-readiness tooling for LLM fine-tuning
- audit command emits a 0–100 Forge Readiness Score across six dimensions: volume, quality, dedup, PII, language, format.
DATA & ML SYSTEMS — PARIS, FR
Kushath Nanduri
I build data and ML systems -- from data-readiness tooling to neural audio codecs and reasoning architectures.
STATUS: MSc Data Science, EDC Paris — graduating 08.2026 · Open to data & ML roles from 09.2026
01 / SYSTEMS
Systems Portfolio
KrisCodec
neural audio codec
- Benchmarked at ~7.4 ms decode latency.
ARIA
recurrent reasoning architecture
- Frozen GPT-2 Small (124M) + recurrent reasoning core (~20M) + halting controller (~2M) — ~146M total, ~22M trainable.
VOXMAX
shipped voice-scoring product
- ~12 s of speech yields a VoxScore (0–100) with four sub-dials and one improvement drill.
ZXERO v0
content-access firewall, shipped and sunset
- Reached first paying customers with $1,247 in live Stripe revenue before sunset — then wound down deliberately after ~5 months, once Cloudflare entered pay-per-crawl and the unit economics no longer justified scaling.
Stickbook
shared scrapbook for group trips
ZXERO
AI operating layer, memory + perception + action