Blog / Perspectives

News, insights and more from Inferal

A field coordinator uses visual, audio, tactile, and ambient interfaces while a software system responds through a wetland floodgate.

perspectives8 min read

Interaction Is Not Interface

Applications have been the center of software. AI gives us a chance to put the person, their role, and their goal there instead.

Yurii RashkovskiiFounder

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A futuristic ontology expert surrounded by incompatible diagrams, captioned: One Million Ontologies. And Still No Shared Definition of Customer.

perspectives5 min read

One Million Ontologies

Our systems already disagree about what things mean. Inferal is designing for a million small ontologies that make those differences explicit enough to act on.

Yurii Rashkovskii

Nighttime operational map showing vessel routes converging on a port and branching through inland economic networks

perspectives5 min read

What Rules Know That Code Forgets

Rules make business logic visible. Implication graphs make consequences traceable. That difference matters when every operational decision has a downstream path.

Jeremy Tregunna

Streams of blue data converge at a luminous junction and depart along bright routes across a city at night.

perspectives6 min read

Fresh Data In, Fast Decisions Out

Most rule engines failed to gain adoption because database integration was weak. In today's fragmented data landscape, getting data in and decisions out isn't optional. It's the foundation.

Yurii Rashkovskii

Thousands of birds form an emergent, flowing shape in a blue dusk sky.

perspectives8 min read

Code Is the Wrong Abstraction

Temporal, DBOS, Windmill, and Lambda Durable Functions solve state durability. But code itself is the problem: workflows aren't sequences you build. They emerge from conditions. And code can't express emergence.

Yurii Rashkovskii

Streams of data converge into a glowing geometric core on a dark field.

perspectives5 min read

Understanding Agent-Native Data Systems

Traditional databases follow a request-response pattern that leaves agents waiting, ignorant, and inactive. Agent-native systems flip this model.