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.github/profile/README.md

Hi — I'm Hizrian

Solo founder of Ainfera.
I build Neptune — agent-native models, bound by evidence.

Models that finish work in the world — shipped only when the evidence holds.

Website GitHub HF Org X LinkedIn HF Personal Email


Philosophy

The unit is the loop, not the monologue.
Proof before claim.
Open Core verifies. Closed specialists deliver.
Refusal is a feature.
Class, not cosmos.

Neptune is native to the agent loop — tools, schemas, feedback, repair, completion — under a pinned protocol.
Not a chat model in costume.

Ainfera is a model factory, not a routing company.
Agents help build. Humans gate what ships.


Building

Track Intent
Neptune 27B + quant SKUs Open proof Core and same-net edge quant delivery when certificates clear
Neptune Finance-70B Closed agentic finance specialist — tools, audit artifacts, compliance stops
Ainfera Factory Admit → pilot/train → seal → certificate → claim

Claims stay inside a preregistered local-agent class — size, hardware, VRAM, latency, harness, quant — never unqualified “best model.”


Stack

Python PyTorch vLLM CUDA Hugging Face TRL Docker

Post-trains are earned (SFT → DPO → GRPO only with uplift), then sealed eval and quant certificates. Dates target; gates decide.


ainfera.ai · github.com/ainfera-ai · huggingface.co/ainfera-ai

Pinned Loading

  1. ainfera-ai/ainfera-evals ainfera-ai/ainfera-evals Public

    VAC/$ + certificates (hero public product — private until launch)

    Python

  2. laguna-s-2.1-spark laguna-s-2.1-spark Public

    Personal measured Laguna-S-2.1 pack · Spark-only full MoE · Q4 headline · promo 2026-08-03 12:00 WIB

    Python

  3. laguna-xs-2.1-mac laguna-xs-2.1-mac Public

    Personal Laguna-XS-2.1 Mac ≤32G prep pack · Q4_K_M path · unmeasured · sibling of laguna-s-2.1-spark

    Python