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Robotics AI Engineer, Tactile Perception & Representation
Robotics AI Engineer, Tactile Perception & RepresentationHaptovia Robotics • Pune, IN
Robotics AI Engineer, Tactile Perception & Representation

Robotics AI Engineer, Tactile Perception & Representation

Haptovia Robotics • Pune, IN
1 day ago
Job description

We’re a stealth robotics startup in Palo Alto hiring an engineer to define and ship a canonical Tactile Tensor and the reference SDK + conformance suite that makes tactile data reproducible, interoperable, and directly usable for robotics perception and foundation-model training.

Critical requirement : deterministic, byte-stable serialization + strict versioning, plus tokenization-ready interfaces (tensors → stable token streams) for Transformer-style robotics pipelines—without heavy dependencies.

What you’ll do

  • Define the Tactile Tensor : units, coordinate frames, timestamps, shapes, uncertainty, required metadata, and forward / backward compatibility rules.
  • Build a lightweight reference SDK (Python and / or C++) that validates, serializes / deserializes, and produces identical outputs across platforms.
  • Specify training-grade data contracts : deterministic windowing / patching, normalization / quantization, and token schemas that are stable across sensors and logging setups.
  • Ship a public-facing spec + examples + CI conformance tests so external robotics labs / OEMs can implement against it with confidence.
  • Architect the tensor representation to ensure physical invariances (e.g., coordinate-frame independence, scale-invariant contact patches) so that policies trained on one robot's geometry generalize to another.

Requirements

  • PhD in a relevant field (Robotics, Computer Science, Applied Mathematics, Electrical Engineering, or similar), or 3+ years of equivalent industry experience.
  • Excellent software engineering fundamentals (API design, packaging, CI, testing, docs).
  • Python and / or C++ proficiency (both ideal).
  • Proven ability to design deterministic serialization and conformance tests (identical inputs → identical bytes across platforms).
  • Experience with high-rate numeric data formats (Arrow / Parquet / Zarr / Protobuf / FlatBuffers or similar).
  • Ability to design metadata + lineage for robotics datasets (device ID, calibration artifact ID, robot / config versions, provenance).
  • Familiarity with ML data pipelines; ability to define tokenization / embedding conventions for transformer training without bundling full ML stacks.
  • Experience designing data schemas that explicitly handle and flag physical sensor artifacts (saturation, dropout, thermal drift, and variable sampling rates) without crashing downstream model inference.
  • Preferred

  • Experience authoring standards / specs, file formats, or widely-used SDKs.
  • HPC / embedded / performance background; strong “minimal dependency” philosophy.
  • Experience with data integrity / attestation (hashing / signing, provenance chains) for tamper-evident robotics logs.
  • Key Deliverables

  • PDF Spec : Tactile Tensor schema, metadata / lineage rules, determinism + versioning / migration, conformance criteria.
  • Reference SDK : lightweight schema objects, validators, deterministic serializer / deserializer, minimal dependencies.
  • Dataset Container Spec : reproducible storage + examples (streaming + offline parity; robotics log friendly).
  • ML Interfaces : modular tokenization hooks + reference tokenization recipes (windowing / patching + quantization conventions).
  • CI Suite : golden files, byte-stability, backward / forward compatibility tests, reference implementations.
  • Contract-to-hire with a clear path to full-time and founding equity for the right fit.

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