Humainary presents

Sysclus

Discovering the recurring structures of software.

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The condition

The construction cycle now turns at machine pace.

Each turn adds mechanism.

In biology

A genome records the instructions; the organism realises them.

How much of this software does anyone actually understand?

The consequence

We increasingly reverse engineer software we have only just created.

Each change is reasonable. The behaviour emerges from their interaction.

The discipline

Biology met this condition first.

The genomeThe cell cycleThe circadian clock

The genome gave access to the instructions. Function was reconstructed through experiment.

Agent-built software needs a biology.

The instrument

Sysclus discovers the cycles systems run on.

Across many timescales, continuously, as software evolves.

One cycle, discovered

In biology

Mendel discovered recurring patterns of inheritance decades before their molecular basis was understood.

In existing environments

One discovery capability. Many sources. Many agents.

Sysclus integrates with existing engineering systems, providing continuous structural discovery to agents investigating evolving software.

Sources

  • Distributed tracing
  • eBPF instrumentation
  • Agent experimentation
  • Software analysis

Sysclus

Agents

  • Engineering agents
  • Investigative agents
  • Security agents
  • Other agents

In biology

Dendritic cells patrol the body’s tissues and present what they find to the cells that respond.

In operation

Discovery that keeps pace.

Online, as events arrive. Built for high-frequency, low-latency environments, with steady overhead and next to no memory allocation.

OnlineLow latencyHigh frequency

The cycle returns

When software can evolve faster than we can understand it, how do we remain capable of guiding its evolution?

Sysclus

Discovering the recurring structures of software.

Sysclus is in development at Humainary. For evaluation and licensing, write to william@humainary.io.

© 2026 Humainary