Haga Blog https://haga.mushoodhanif.com/blog Independent physical-AI verification, world-model evaluation, and sim-to-real benchmarking methodology. en-us Tue, 28 Jul 2026 00:00:00 GMT Sim-to-real benchmark design: what to measure when hardware is scarce https://haga.mushoodhanif.com/blog/sim-to-real-benchmark https://haga.mushoodhanif.com/blog/sim-to-real-benchmark Tue, 28 Jul 2026 00:00:00 GMT A credible sim-to-real benchmark needs protocol discipline, claim boundaries, and an explicit failure taxonomy — not just a leaderboard of successes. Evaluation Embodied AI trust gap: stop mixing demos, benchmarks, and deployment claims https://haga.mushoodhanif.com/blog/embodied-ai-trust-gap https://haga.mushoodhanif.com/blog/embodied-ai-trust-gap Mon, 27 Jul 2026 00:00:00 GMT Embodied-AI marketing outpaces measurement. Separate policy robustness, world-model consistency, and hardware evidence before you call a system deployable. Physical AI Mobile robot navigation evaluation: success rate is not enough https://haga.mushoodhanif.com/blog/mobile-robot-navigation-evaluation https://haga.mushoodhanif.com/blog/mobile-robot-navigation-evaluation Sun, 26 Jul 2026 00:00:00 GMT Navigation can succeed in a clean map and still hide weak localization and brittle obstacle handling. Probe those failure modes before you claim robustness. Navigation Robot simulator evaluation: choose for verification, not only for cinema https://haga.mushoodhanif.com/blog/robot-simulator-evaluation https://haga.mushoodhanif.com/blog/robot-simulator-evaluation Sat, 25 Jul 2026 00:00:00 GMT Simulators differ in physics fidelity, sensor modeling, and repeatability. The right choice for evaluation is not always the most cinematic one. Simulation Pick-and-place verification: beyond the one-video demo https://haga.mushoodhanif.com/blog/pick-and-place-verification https://haga.mushoodhanif.com/blog/pick-and-place-verification Fri, 24 Jul 2026 00:00:00 GMT Automated pick and place needs reproducible policy evaluation under physics stress — not a single successful rollout video. Manipulation Why robot hands are still hard — and how independent eval makes progress measurable https://haga.mushoodhanif.com/blog/why-robot-hands-are-hard https://haga.mushoodhanif.com/blog/why-robot-hands-are-hard Thu, 23 Jul 2026 00:00:00 GMT Dexterous robot hands still lack a shared measurement standard outside the demo reel. Independent grasp evaluation turns highlight clips into comparable evidence. Physical AI World model evaluation: from plausible clips to reproducible claims https://haga.mushoodhanif.com/blog/world-model-evaluation https://haga.mushoodhanif.com/blog/world-model-evaluation Wed, 22 Jul 2026 00:00:00 GMT Realistic video is not proof of physical correctness. Independent world-model evaluation measures consistency, failure modes, and claim boundaries. World-model verification Sim-to-real trust gap: why physics trust is the real bottleneck https://haga.mushoodhanif.com/blog/sim-to-real-trust-gap https://haga.mushoodhanif.com/blog/sim-to-real-trust-gap Tue, 21 Jul 2026 00:00:00 GMT The sim-to-real gap is a trust problem, not only a hardware problem. Independent physics evaluation changes what you can claim before deployment. Physical AI Physics-IQ held-out cohort: real 0%, CogVideoX 100% via static_hover https://haga.mushoodhanif.com/blog/physics-iq-held-out-cohort https://haga.mushoodhanif.com/blog/physics-iq-held-out-cohort Mon, 20 Jul 2026 00:00:00 GMT Protocol v1 held-out results on Physics-IQ: real quiet controls stay quiet, CogVideoX I2V fails uniformly via static_hover — with claim boundaries. World-model verification