An Identity for Forward-Deployed Reinforcement Learning

An identity and website for a reinforcement-learning company, drawn from a Chinese ink painting.

Strategy
Identity
Applications
Production

Osmosis, forward deployed reinforcement learning

Osmosis lets a company fine-tune its own models with reinforcement learning until they outperform the foundation models on its tasks. The identity draws on a painting where mist and stone are painted in the same ink.

Website: the platform section

Lockup on the ink ground

The Osmosis mark in white on near-black inside dashed construction frames — The mark

A jacket back printed with the mark, concentric rings and EST. MMXXIV, A San Francisco Co. — Apparel

A conference stage screen reading Today Teaches Tomorrow above the Osmosis lockup, with an audience in silhouette — Conference stage

The osmosis.ai home page, Forward Applied Reinforcement Learning, on a screen standing on rock — Website: home

Petri dish

Integration orbit: Google, Slack, Notion and GitHub arranged on rings around the Osmosis mark — Integrations

Logotype

Color

Osmosis Blue On 05–09 4962FF
Osmosis Cobalt On 01–04 001ABD
Accent Cyan 00B6BC
Tertiary 9CA5FF
Sumia Dark 03050C
Sumia Medium 3D4C58

Grayscale

Type

Heading 1: Exposure Expo +20 88 px · 100% · -2.5%
Heading 2: Exposure Expo 0 48 px · 110% · -4%
Heading 3: Exposure Expo 0 36 px · 110% · -2%
Heading 4: Exposure Expo +20 24 px · 110% · -1.5%
Body 1: Neue Haas Grotesk Light 20 px · 120% · 1%
Body 2: Neue Haas Grotesk Roman 16 px · 120% · 1%
Caption: PX Grotesk Roman 16 px · 140% · 0%

Brief

Osmosis is a platform for companies to fine-tune models that outperform foundation models with reinforcement learning. Its engineers deploy alongside the customer, and the models it post-trains are built for one task each, such as document extraction, multi-tool agents and domain code generation, at a fraction of a frontier model's cost. The category it lives in (post-training, GRPO, DAPO) reads as jargon to the teams who need it most, and the name's own idea, intelligence absorbed gradually through contact, wasn't yet carrying any weight. The identity had to make a deeply technical practice feel inevitable rather than arcane.

Approach

We tested whether the idea in the name, intelligence absorbed through contact, could carry the positioning, wordmark, type and gradients. Three concept routes were drawn up: an ink-and-mist route after Huang Gongwang's Dwelling in the Fuchun Mountains, a book-face route set in Sorts Mill Goudy, and a gradient route built from concentric rings. The shipped identity follows the ink route and keeps its Exposure and Neue Haas Grotesk pairing. In the painting, mist, water and stone are drawn in the same ink.

Outcome

A restrained wordmark and a type scale that works in a deck and on a product screen. Two blues carry the brand: Osmosis Blue on the darker neutrals and Osmosis Cobalt on the lighter ones, with a cyan accent and a lilac tertiary. The Sumia gradient runs from near-black through slate to a pale green-white, the mist in the painting. Exposure, a serif with an optical axis, sets the headings, Neue Haas Grotesk the body and PX Grotesk the captions and figures. The geometry is a set of encoders, short vertical marks along the frame and the dividers whose spacing changes with context. The identity is live at osmosis.ai and covers the pitch deck, the site, the product, a conference stage and a line of apparel, where the mark sits over concentric rings.

Client: Osmosis
Sector: Frontier tech
Medium: Identity + website
Timeline: 2025, Live
Team: NEN Creative
Website: osmosis.ai