Complex underneath. Clear where it matters.
Cyphermatix Labs combines signal processing, machine learning, structured analysis, search systems and interface design to work on difficult technical problems in creative workflows. This page is for engineers and technical partners: enough to judge the approach, without giving away the recipe.
From audio to your decision.
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01
Audio:
source of truth.The original audio remains the source of truth.
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02
Analysis:
signal processing and ML.We measure properties that matter for the task, such as key, tempo and structure.
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03
Profile:
organised information.Measurements become a structured profile for every track.
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04
Context:
your goal.Your set, your direction and your constraints shape what's relevant.
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05
Suggestions:
options with reasons.The system surfaces possibilities, comparisons and warnings, and is designed to explain them.
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06
Your decision:
you.Designed so the final choice stays with you.
Research areas.
Signal processing
Offline audio analysis and preparation, with real-time work as an active research area.
Machine learning and AI
Learned models, used when they clearly improve understanding, detection or workflow.
Search and matching
Ways to move through large music libraries by context, beyond the literal metadata in the files.
Workflow systems
Orchestration, state and automation that combine many technical steps into one streamlined process.
Hardware and software integration
Work on connecting our analysis to the DJ software and hardware people already use.
Interaction design
Professional controls that show the right amount of complexity at the right time.
How we build.
Local first
Analysis runs on the user's own machine. Music libraries don't need to leave it.
Traceable results
Every analysis result records how it was produced, so results stay comparable as our models improve.
Measured against people
We judge suggestion quality against the judgment of working DJs, alongside our internal metrics.
Platform.
- SoniQ Pilot runs on macOS.
- It's designed to work alongside the DJ software you already use.
Technical partnership, integration or research collaboration?
Write to Labs