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ROBOT FLOW LABSTHE COMPILER

ANIMA

THE GCC OF ROBOTICS AI

Describe what your robot should do. ANIMA compiles it into a validated, safe, GPU-deployed pipeline — in 0.32 milliseconds.

FULL COMPILATION

0.32ms

  • 200 MODULES
  • 60+ CAPABILITIES
  • 94× FASTER
ANIMA // THE COMPILER
01THE CHALLENGE

THE PROBLEM

  • HAND-WELDED PIPELINES

    Every robotics team writes the same glue code. Pick perception → wire pose estimator → wire grasp planner → add safety → build Docker → test → fail → start over.

  • 80% PLUMBING

    Teams spend 80% of time on integration and 20% on actual research. Multiply by every new task, robot, customer.

  • NO COMPILER EXISTS

    Nobody has a compiler for robotics AI. Every pipeline is hand-welded.

02THE ARCHITECTURE

THE SOLUTION

  1. 01

    INTENT TRANSLATION

    LLM parses natural language into structured task spec. Runs once. Never in the control loop.

  2. 02

    THREE-GATE VALIDATION

    Schema correctness. Hardware feasibility. Safety constraints.

  3. 03

    CONSTRAINT SOLVING

    CSP solver with backtracking. GPU memory, latency, sensors, dependencies. Deterministic.

  4. 04

    DEPLOYMENT GENERATION

    Docker Compose, ROS2 launch, BehaviorTree XML, safety envelope, metadata.

No LLM in the control loop. Same task spec compiles to same deployment, every time.

03PERFORMANCE

HEADLINE NUMBERS

0.32ms
Full compilation (C++ fast-path)
94× faster than TS reference
0.11ms
Three-gate validation
Schema + semantic + resolution
0.15ms
Constraint solving
CSP backtracking
180/0
E2E test loops / failures
9+ hours continuous
200
Modules across 60+ capabilities
Largest robotics AI catalog
8GPUs
Scale tested simultaneously
Docker + ROS2 DDS health
04IMPACT

WHY IT MATTERS

  • DEFENSE

    A single command reconfigures a fleet's perception stack from perimeter surveillance to counter-drone tracking in under a second.

  • COMMERCIAL

    The difference between shipping a paper and shipping a product. Every module becomes a compiler primitive.

05INFRASTRUCTURE

TECH STACK

  • TypeScript (4,524 lines)

  • C++ (4,772 lines)

  • Python SDK

  • ROS2 Jazzy

  • CycloneDDS

  • BehaviorTree.CPP v4

  • Docker

  • FastAPI

  • MiniMax-M2.7

  • CSP Solver

DEPLOYMENTPRODUCTION-READY

STATUS

  • Running on 8× L4 fleet. Drives the entire 200+ module portfolio. One-line install. Open to enterprise and defense pilots.