Small models that punch above their weight. We pick one job, sometimes a few if we're feeling ambitious, and do it properly.
ACTIVE Istanbul, Turkey
FOUNDED Independent Lab
FOCUS Small Language Models
MODELS SHIPPED 2 Live · 6 In Progress
01
Who we are
We're a Turkish Hugging Face organization building AI models that stay small but don't stay quiet. Our thesis is simple: pick one job and do it properly, at a size most labs would call too small to bother with.
02
The İvme family
Every İvme model has a real name and a fruit for a codename. Live models ship, everything else is honest about where it stands.
İvme-Conversatecodename Apple
Live
Conversation and prediction in human language.
İvme-Codercodename Otter
Live
Our first single-category series, writing code at very small sizes.
İvme-Classifycodename Orange
Upcoming
Zero-shot classification, small footprint.
İvme-Polishercodename Lime
Likely delayed
Diffusion(?) models for on-the-go text polishing, grammar, markdown styling.
İvme-Correctorcodename Lemon
Upcoming
Autocorrect and word prediction tuned for Turkish morphology.
İvme-Speakcodename Blueberry
Files lost
TTS built for assistants, realistic voices at small parameter sizes.
İvme-CaaLM / İvme-LaaLMunconfirmed merge
Proposed
Possible merger with sister orgs LaaLM and CaaLM into the İvme family.
İvme-Ultracodename Belladonna
Proposed
First MoE series, 1.2B, with a quirk we're not ready to reveal yet.
Variants: İvme-Conversate ships as Conversate-S (Small Apple) and Conversate-XL (Large Apple).
Expİvme, our experimentation line
No codenames here, and no benchmark chasing. Expİvme tests architectures and training approaches on small models. A family graduates to the main İvme line once it proves itself ready for production.
03
A note on the budget
We try to ship on schedule but can't promise it. Budget limits and unreliable hosts happen, we nearly lost İvme-Conversate-v1-Base's training data backup when a host refused to boot.
We'll keep going as long as the host stays up and the budget holds.