The State of Robotics in 2025: Why the Hype Isn't Lying (Yet)
A deep dive into the four critical bottlenecks slowing the robotics revolution and why general-purpose robots remain inevitable
Jonathan Muhire
I debug and ship systems that have to work.
Software engineer focused on robotics simulation, CI reliability, ML evaluation, and data infrastructure. Recent work: an openpilot MetaDrive CI PR with 20 consecutive full workflow passes.
Selected Work
Systems, evaluation, and robotics work.
openpilot MetaDrive CI Reliability
Submitted an upstream openpilot PR for bounty #30693: Linux GitHub Actions simulator coverage for MetaDrive, CI-scoped reliability fixes, log artifacts, and 20 consecutive full workflow passes on a single submitted commit.
Robotics Data Infrastructure
Built a ROS2/C++ teleoperation and data-capture prototype, with MinIO and LakeFS backing roughly 500GB of RGB-D and geometry logs for reproducible dataset snapshots and rollback.
Agent Evaluation — Memory Ablations
ReAct agent with memory-mode ablations and needle-in-haystack benchmarks. Eval-driven development: define the failure mode, write the test, then improve the system until it passes.
Vesuvius Challenge — 3D Segmentation
3D volumetric deep learning for detecting ancient papyrus surfaces in CT scans of carbonized Herculaneum scrolls. Focused on data handling, model evaluation, and segmentation quality.
RenAIssance — GSoC 2025
Open-source document understanding pipeline for Renaissance manuscripts using LayoutLMv3, OCR, structured logging, validation, and batch-processing failure handling.
Writing
Notes and breakdowns.
Making Sense of Multimodal Models with Partial Information Decomposition
A deep dive into how Partial Information Decomposition (PID) reveals how different modalities interact in AI systems, from redundancy to synergy