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Robotics · Embodied AI · Edge computing

From signals,
to perspective.

Following robotics, embodied AI and edge chips, with an eye on the engineering questions behind the news.

Insights

Latest Daily

2026-10-31
01

OpenFlyV2 demonstrates onboard aerial VLA inference

The OpenFlyV2 authors describe a shared vision-language architecture with a compact action expert for flight waypoints and temporal memory. They report approximately 70,000 simulated navigation trajectories and 60,000 instruction-response pairs for training. On NVIDIA Jetson Orin NX, the system reportedly generates 12-waypoint chunks entirely onboard at 10 Hz. The authors claim zero-shot transfer to four real environments with 48% navigation success and no real-world aerial training data. This is a research result, not a certified product or cross-chip benchmark. Model size, power, memory use and latency distribution are undisclosed; code release is promised, not confirmed.

02

Task-guided VLA quantization exposes sim-to-real risk

QbD-VLA uses short closed-loop task evaluations to assign mixed precision across VLA weights and activations. Its authors report strong task performance for four VLA models across four LIBERO suites with approximately 4-bit average weights and below 6-bit activations. On SIMPLER, gains over uniform quantization were small. A simulation-selected allocation reportedly preserved success for X-VLA on a Franka Research 3 but failed for pi_0.5. The code is reported available. The contrasting robot results matter for edge AI SoC qualification: no actual chip throughput, power, memory-bandwidth or NPU operator benchmarks are disclosed.

03

Agility lowers expected SPAC proceeds while reporting Digit orders

The Robot Report says Agility now expects about $465M in gross SPAC proceeds, down from a previously projected $620M; shareholder approval and closing conditions remain outstanding. Reported components include about $164M in trust, a roughly $201M common-stock PIPE led by Foxconn at $10 per share, and $100M in equity funding already received. Agility states that Digit 5 has more than $300M in committed multi-year orders, with early-access deliveries targeted for H1 2027 and general availability for late 2027. The report cites $1.8M in 2025 net sales. These are financing expectations and company order claims, not proof of closing, fulfilled deliveries or chip design wins.

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