made by me in blender. (i know it looks ai-generated since the cube has some weird artifacts, but that's because i rendered with 5 samples instead of 4096 — old laptop.)

01. identity

hi, welcome

i like building small language models that can code, reason like claude (via distillation) and making it to play chess very well!

view operations huggingface github

02. development_index

projects

project_01

LFM2.5-1.2B-Distilled-Claude

a claude sonnet 4.6 adaptive reasoning distillation into a LFM2.5-1.2b-Thinking via LoRA.

> open collection > open best model

project_02

open-i3

the open-source release of the i3 architecture. promoting transparency in ai development.

> open repo

project_03

ChessSLM

small language models trained exclusively to play chess. available variants: base, rl, neo, and nano.

> play against it

project_04

koda-waf

a small, SOTA open-weights WAF model development by me for NetGoat.

> open repo

project_05

literallynothing.js

the name is self-explanatory.

> open npm

03. model_zoo

hugging face models

model_id	params	ctx_window	hardware	access

model_id	params	ctx_window	hardware	access

04. capabilities

technical capability stack

01. language python 3.10+

02. framework pytorch / cuda

03. distribution huggingface

04. processing hf datasets

05. contributions

fuel the research

computing power is the primary constraint. if my models aided your development, consider supporting the next training sequence.

support_via_kofi vast.ai_template