Velto

Models

Five models. One hive.

Velto Models

Different work deservesdifferent intelligence.

Five specialised models for The Ecosystem™, each shaped around a different balance of speed, context, reasoning and depth.

Apis is Latin for bee.

In software, systems reach one another through APIs.

Apis carries value through the living world. APIs carry it through the digital one.

The models

Five models. Five balances of intelligence.

Each model is being designed as a stable capability profile. Its identity can remain recognisable while the eligible intelligence, tools and evaluations beneath it develop.

[01]

Speed and efficiency

Fast-moving intelligence for high-volume, repeatable work where response time and cost discipline matter.

In development

Instars

The model remains. Its intelligence develops.

Every honey bee belongs to the genus Apis, and each of our models is named for one of its species. A bee grows the way these models do: through instars, the stages it passes through between one moult and the next. An Instar is a major generation of a Velto model. The name tells you what kind of intelligence it is. The Instar tells you how far it has developed.

Example model: Cerana

Cerana IFirst Instar

The first major release of a model and its capability contract.

Cerana IISecond Instar

A material advance in what the same model can reliably do.

Cerana IIIThird Instar

A later generation, promoted only when the evidence supports it.

The intended gateway

One model name. The right eligible route.

A product should be able to request a Velto model without being rebuilt every time the intelligence beneath it changes. The planned gateway keeps that interface stable, then applies the model's contract, permissions, context, tools and fallback rules.

modelvelto/cerana-i
  1. 01

    Identify

    Read the task, constraints and required outcome.

  2. 02

    Authorise

    Apply the right permissions, context boundaries and tools.

  3. 03

    Route

    Select an eligible implementation for the model and the work.

  4. 04

    Normalise

    Return one consistent contract to the product that requested it.

  5. 05

    Evaluate

    Measure quality, latency, cost, tool use and the completed outcome.

  6. 06

    Adapt

    Increase, reduce or stop a route as evidence changes.

This is not a public API.

Allocation

Intelligence matched to the work.

The most capable route is not automatically the right route. The system is being designed to choose the depth that the task earns, then measure whether the work was actually completed well.

  1. Florea
  2. Cerana
  3. Mellifera
  4. Dorsata
  5. Laboriosa

Development

Every Instar must earn its advancement.

An Instar is a model's next major generation, and it is never simply announced. A candidate moves forward through evaluation, controlled testing, limited use and measured evidence. A route that degrades loses traffic, falls back or stops. Progress is the work becoming more reliable, not the name becoming larger.

What is an Instar?

  1. Florea
  2. Cerana
  3. Mellifera
  4. Dorsata
  5. Laboriosa

Velto Models

Five models. Developing through evidence.