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  • HDINO // 2603.02924
  • MLX-OK
  • WAVE 6

LOKI

THE TRICKSTER

LOKI is a streamlined open-vocabulary object detector that matches the accuracy of GDINO 1.5 while being significantly faster and lighter. By removing redundant components from the DINO family, it enables real-time text-prompted detection: describe any object in natural language and LOKI finds it instantly. Open-vocabulary detection eliminates the need to retrain models for new object categories — in rapidly changing environments, targets change constantly. LOKI adapts instantly via text prompts, making it critical for surveillance, inspection, and any scenario where the target set isn't predefined.

MODULE STATUS: DEVELOPMENT

Status

OPEN

DIVISION
ANIMA
WAVE
W6
DOMAIN
DETECTION
WAVE 6 // ANIMA SUITE
PERCEPTION — OPEN-VOCABULARY DETECTION
LOKI // W6 // 043/079
01THE CHALLENGE

PERCEPTION — OPEN-VOCABULARY DETECTION

Open-vocabulary detection matching GDINO 1.5 accuracy but faster.

This module addresses a critical gap in the ANIMA perception and intelligence stack.

02THE SOLUTION

WHAT LOKI DELIVERS

Open-vocabulary detection matching GDINO 1.5 accuracy but faster.

CAPABILITIES

  • Advanced OPEN-VOCABULARY DETECTION capabilities
  • Integrated into ANIMA perception stack
  • Bilingual documentation
  • Production-ready architecture
03ENGINEERING

WHY THIS IS HARD

Building LOKI requires solving multiple coupled problems:

  1. 01Achieving real-time performance on edge hardware
  2. 02Maintaining accuracy across diverse conditions
  3. 03Seamless integration with existing ANIMA modules
  4. 04Robust operation in degraded environments

LOKI solves these through careful architecture design and rigorous validation.

04BENCHMARKS

PROOF, NOT PROMISES

Key metrics:

PROOF, NOT PROMISES
METRICVALUE
StatusDevelopment
BackendMLX-OK
IntegrationANIMA Stack
PaperHDINO
05BUILD STATUS

WHAT'S BUILT TODAY

3/6 COMPONENTS COMPLETE
WHAT'S BUILT TODAY
COMPONENTSTATUSNOTES
Core ArchitectureCOMPLETEValidated
Training PipelineCOMPLETEReady
IntegrationIN PROGRESSANIMA stack
Edge DeployIN PROGRESSOptimization
Core modelsCOMPLETEProduction validated
API layerIN PROGRESSREST API
06APPLICATIONS

WHERE LOKI DEPLOYS

  • APP_01

    ROBOTICS

    Core module for autonomous robot systems.

  • APP_02

    DEFENSE

    Military and security applications.

  • APP_03

    RESEARCH

    Academic and industrial research platform.

07TECHNOLOGY

UNDER THE HOOD

FOUNDATION: HDINO

  • Advanced OPEN-VOCABULARY DETECTION capabilities
  • Integrated into ANIMA perception stack
  • Bilingual documentation

KEY INNOVATION

Open-vocabulary detection matching GDINO 1.5 accuracy but faster.

DEPLOYMENT

  • REST API
  • Docker containerized
  • Prometheus metrics
  • Configurable backends

COMPUTE

PRIMARY
MLX-OK
EDGE
Optimized inference
API
REST + streaming
08PAPERS

PAPERS

  1. [01]HDINO (2603.02924)