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Groove Syndika Records

Benchmark Protocol

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Purpose

To scientifically verify originality and detect any accidental overlap between AI-assisted tracks and pre-existing commercial works, using advanced audio-fingerprinting recognition methods.

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Step 1 – Test Environment

  • Playback Sources: Controlled digital streaming for reference benchmarks; isolated rendering engines for Groove Syndika originals.

  • Output Path: High-fidelity smart audio systems replicating consumer-grade playback.

  • Capture Device: Multi-sensor mobile platform with integrated microphones and adaptive noise filtering.

  • Recognition Framework: Industry-standard audio-fingerprinting algorithms capable of micro-pattern detection.

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Step 2 – Testing Methodology

  • Each track undergoes analysis at three critical points:

    • Intro – transient recognition risk (first seconds).

    • Mid – harmonic and rhythmic core (~60–90 sec).

    • Outro – decay, fade, and residual motifs.

  • Results captured as immutable timestamped records.

  • Repeated runs ensure statistical consistency and eliminate one-off anomalies.

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Step 3 – Verification Criteria

  • Pass Condition: Audio-fingerprinting system returns null match or indicates “pattern not in database.”

  • Fail/Flag Condition: System attempts to align track with a commercial reference.

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Step 4 – Escalation Protocol

  • Flagged results are archived with supporting evidence.

  • Retesting occurs across multiple sessions to eliminate environmental bias.

  • Outcomes:

    • Repeated null → cleared.

    • Repeated match → track formally retired/altered, logged as withdrawn for similarity.

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Step 5 – Recordkeeping & Transparency

  • Every result (pass, fail, retire) is stored in the Groove Syndika Benchmark Archive.

  • The archive is accessible to demonstrate accountability and transparency.

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Step 6 – Continuous Learning

  • Withdrawn tracks undergo post-mortem analysis (tempo mapping, chord progression clustering, melodic fingerprint cross-reference).

  • Insights are fed back into prompting and arrangement processes, ensuring progressive refinement and strengthening originality assurance.

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