A glass prism transforms light into beams connected to coloured functions.

A direction for intelligence

Intelligence
into action.

Agents working together. Experience carried forward.
A ray is a collective of agents dedicated to a mission.

The power of models.
The continuity of a collective.
The work starts here

01 / A shared direction

One mission.
A whole collective.

An organisation needs more than an isolated answer. It needs to understand, act and keep the thread. A ray brings agents, memory and tools together around that work, with your people setting the direction.

01

Agents that act.

Research, plan, build, verify: each function contributes to a mission defined with your team.

Meet the functions
02

Memory that lasts.

Sources, methods and corrections stay connected to the work. Experience becomes something you can use again.

Discover verified reuse
GuidePilotPulseInsightMemoryBuild

02 / Experience carries forward

Build on what
you already know.

A solved problem leaves more than an answer: a method, sources and experience. When a need returns, memory helps find what can still be useful.

How memory works
On the left, several reasoning steps lead to a result. On the right, verified memory enables a more direct path.
Understand the first time. Reassess before reusing.

Understand → Verify → Remember

The collective explores the situation, checks the result and retains useful findings with their context. Understood mistakes become part of that experience.

Retrieve → Reassess → Reuse

Memory connects a new need with available experience. Relevance is checked before reuse; a changed context calls for fresh work.

03 / Connected, with an identity of your own

Your ray.
Shared horizons.

Each ray has its mission, its people and its memory. Cooperation creates a passage for selected knowledge and capabilities, with each ray retaining its own decisions.

Three autonomous orange, blue and violet islands connected by illuminated exchanges.
Distinct identities Selected exchanges Local adoption

A ray can learn from another
and keep its own direction.

Understand cooperation

04 / Start with real work

Act. Learn.
Keep improving.

Examples of how agents, memory and cooperation come together in useful work.

01 / Continuity

Carry your know-how forward.

Connect procedures, incidents and solutions to prepare a handover or recover a method that has worked before.

02 / Delivery

Build. Verify. Improve.

Follow a software change from the initial need to its result, then reuse the lessons from development and verification.

03 / Cooperation

Connect expertise.

Bring teams together around a shared project, with clear boundaries for what is shared and what each team retains.

A V-shaped cycle connects design steps to their verification, then carries experience into the next round of work.
Work produces a result.
Experience prepares the next one.
See the development cycle

05 / Make room for what comes next

Refine. Evolve.
Begin again.

Three different mechanisms support continuity and growth: recognise what already exists, develop a distinct child, and prepare the foundations of a new ray.

Deduplication

Recognise the same content.

Identify exact duplicates while retaining provenance and context.

How it works ↗
Mitosis

Give change its own space.

Develop a child with a defined scope and traceable inheritance, then validate what it contributes.

How it works ↗
The egg

Prepare a new beginning.

Bring together the seed, dependencies and birth sequence needed to establish a new ray.

How it works ↗

Illustration

Open original ↗