Skip to content

A lunar lava tube offers what a surface mission cannot: shielding from radiation and temperature swing, and a plausible cache of ancient volatiles. Reaching its interior means descending a skylight or crawling past a rockfall into terrain no wheeled vehicle can cross, with no line of sight to a lander for either communication or light. Asagumo was Spacebit’s answer to the first half of that problem: a four-legged, single-unit CubeSat-frame walking micro-rover, developed by the British company as a technology demonstration for a lava-tube exploration program, and manifested as a payload on Astrobotic’s Peregrine lander [1]. It was not aboard when Peregrine Mission One launched in January 2024 [2], and Spacebit’s own published material describing it is no longer served. It was one of a number of small technology payloads that a JPL survey of commercial lunar lander and rover missions groups alongside Asagumo in the early 2020s, most carrying a single demonstration objective rather than a science payload [3].

Walking rather than rolling is the design space’s answer to unstructured, broken terrain that a wheel cannot span: legged locomotion research since the earliest work on quadruped creeping gaits has treated a leg as a mechanism for placing discrete footholds and rejecting disturbance, not for rolling contact, and the dynamically stable running and hopping machines that followed kept that same premise [4][5]. JPL’s own limbed platforms follow the same reasoning at opposite ends of the design space: ATHLETE trades wheels for a hex-limbed, wheel-tipped mobility system to place a foot precisely during outpost assembly and regolith construction tasks a rolling chassis cannot do [6], and a microspine-gripping climbing robot built for cliff faces and lava tube walls trades rolling traction entirely for an anchor that holds in any orientation on natural rock [7]. Legs and grippers cost more mechanism and control complexity than wheels, and both are chosen only where the terrain or the destination requires a foothold or a grip that a wheel cannot make. Asagumo’s own literature states that reasoning explicitly: the destination, not the surface texture at the landing site, is what motivated the leg architecture, since a swarm of walking rovers was to be carried to a site by a wheeled vehicle and deployed into lava tubes that a wheeled vehicle could not enter.

The demonstration itself was modest and specific: deploy from the lander, walk at least 10 meters from it under teleoperation through the lander’s wireless network, and validate the legs, wide-field cameras and three-dimensional lidar over up to eight days on the surface [1]. It never reached the Moon to attempt that. Peregrine’s own post-mission report attributes the loss of the lander to a propulsion valve failure roughly 92 minutes after separation, unrelated to any individual payload, and lists legs and terrain-relative navigation among the lander subsystems that were never exercised at flight readiness because the mission did not reach the surface [2].

ParameterValueSource
Mass1.3 kg[1]
Envelopesingle-unit CubeSat frame, 10 cm on a side
Legs4
Powersolar
Sensorswide-field cameras and three-dimensional lidar
Planned traverseat least 10 m from the lander
Planned surface durationup to 8 days
Controlteleoperation over the lander’s wireless network

The published record for this vehicle is thin. It consists of a conference abstract, whose full paper is not openly available, and company material that is no longer online. No mass breakdown, actuator count, gait, walking speed, step height, power figure, battery capacity, thermal limit, processor or radio parameter appears in any source obtainable here, and no peer-reviewed publication exists. That gap is not unusual for a legged planetary vehicle at this stage: even mature quadruped programs aimed at the Moon and Mars still report gait, sinkage and attitude-control performance from reinforcement-learning simulation and single-robot test rigs rather than flight hardware [11][12].

The vehicle was manifested on Peregrine and did not fly on it [2]. No other delivery has been announced.

Four legs on a 10 cm frame, at 1.3 kg [1]. Neither the joint count per leg, the gait, the walking speed, the step height nor any measured mobility result is published.

The reason for choosing legs over wheels is stated as the destination rather than the terrain: the program’s target is the interior of a lava tube, reached by deploying a swarm of walking rovers from a wheeled carrier, and the surface demonstration on Peregrine was to validate the leg system before that [1]. Contemporary lava-tube concepts converge on the same answer for the same reason. A limbed robot that locomotes by extending and retracting its limbs to grip a tunnel wall, and a combined legged-and-wheeled rover built specifically for a Martian or lunar lava tube interior, are both designed around foothold placement and climbing rather than rolling traction, because the terrain past the entrance is exactly what a wheel cannot cross [9][10]. What none of these programs, Asagumo included, has yet published for a lunar-relevant surface is a measured foot-terrain interaction: laboratory work on a legged gripper’s sinkage in granular material shows sinkage depth increasing with slope angle as the surface collapses more readily underfoot, a regime any of these vehicles would meet on a lava tube’s rubble slope [8].

Solar [1]. No generation, storage or duty cycle figure is published, and how a 10 cm vehicle with a fixed array would work in the near-total darkness of a lava tube interior is not addressed in any available source.

Not published. Protecting the robots thermally during the transit to the Moon, and building a lightweight deployment mechanism that does so, is named as one of the program’s major design challenges [1].

Not published. A comparable lunar-regolith quadruped concept runs its locomotion policy onboard, trained by reinforcement learning against a physical model of the granular surface-foot contact rather than assumed rigid contact, because a policy trained on rigid ground destabilizes on soft regolith [11]; no equivalent architecture has been described for Asagumo.

Teleoperation over the lander’s wireless resources was the flight baseline, and autonomy was the development problem rather than the flight capability [1]. The stated approach is specific: executing a mission through communication disruptions using proprioceptive sensors and position data for terrain navigation, rather than depending on camera and lidar input. That choice follows from the destination, since a robot inside a lava tube has neither a reliable link to a surface relay nor useful ambient light for a camera. It is the same constraint that has since pushed subterranean multi-robot programs toward modeling and predicting radio signal strength from the local geometry, and toward coordination schemes built to tolerate and route around intermittent connectivity, in place of the assumption of a continuous link that holds on an open, sunlit surface [14][15].

Through the lander’s wireless network. Band, rate and range are not published. Comparable subterranean multi-robot programs treat the link itself as something to be modeled and managed rather than assumed: predicting received signal strength from the surrounding geometry, and routing data around nodes that drop out, are both built to cope with the same class of intermittent, non-line-of-sight connectivity a lava tube presents [14][15].

Wide-field cameras, one of which was to image the rover itself, with full high-definition video capability, and a three-dimensional lidar [1]. On the Peregrine demonstration these were the subjects of the validation as much as its instruments.

Not published. Asagumo’s cancellation before flight puts it among the commercial lunar payloads of the early 2020s that were announced for a manifest but never demonstrated on the surface [3].

Not published beyond teleoperation through the lander. Field programs aimed at the same destination have instead run their operations concepts at terrestrial lava tubes, testing EVA suit and equipment requirements against real rubble, darkness and confined passages before committing to flight hardware [13]; no equivalent field test of Asagumo has been published.

Nothing was flown and no measurement has been published. What the program contributed to the record is a stated design position: that a lava tube mission is a navigation problem before it is a mobility one, and that the sensing which works there is proprioceptive rather than optical, because neither the communication link nor the illumination that cameras and lidar depend on can be assumed underground [1]. That position is not unique to Asagumo: the limbed climbing and hybrid legged-wheeled concepts aimed at the same destination converge on mechanical grip and onboard perception rather than a surface robot’s usual reliance on a relay and ambient light [9][10].

No mass breakdown, actuator count, gait, walking speed, step height, power budget, thermal limit, processor or radio parameter for Asagumo has been published in any source obtainable here, and no peer-reviewed paper on the vehicle exists: the conference abstract is the only primary source, and Spacebit’s own descriptive material is no longer online. Whether the proprioceptive, camera-free navigation approach the program described was ever implemented, in simulation or on hardware, is not documented. Because the vehicle never flew, there is no flight data of any kind to compare against the design intent, and the broader question the program posed, whether a legged CubeSat-scale rover can walk usefully inside a lunar lava tube, remains open in the published record.

References

  1. (2026). IAF: Small Robotic Swarm Technologies for Lunar Surface Exploration. iafastro.directory/iac/archive/browse/IAC-21/A3/2A/66979
    BibTeX
    @misc{iafsmall,
      title = {IAF: Small Robotic Swarm Technologies for Lunar Surface Exploration},
      organization = {iafastro.directory},
      year = {2026},
      url = {https://iafastro.directory/iac/archive/browse/IAC-21/A3/2A/66979/}
    }
  2. Astrobotic Technology. (2024). Peregrine Mission 1 Post-Mission Report . Astrobotic Technology. Source
    BibTeX
    @techreport{astrobotic2024peregrine,
      title = {Peregrine Mission 1 Post-Mission Report},
      author = {{Astrobotic Technology}},
      institution = {Astrobotic Technology},
      month = {August},
      year = {2024},
      url = {https://www.astrobotic.com/wp-content/uploads/2024/08/PM1_Post-Mission-Report_2024-1.pdf}
    }
  3. Nesnas, I. (2023). Robotics and Autonomy for Space Applications . Root. doi.org/10.48577/jpl.oikho7
    BibTeX
    @misc{nesnas2023robotics,
      title = {Robotics and Autonomy for Space Applications},
      author = {Nesnas, Issa},
      journal = {Root},
      year = {2023},
      doi = {10.48577/jpl.oikho7},
      abstract = {No abstract available.}
    }
  4. McGhee, R. B. and Frank, A. A. (1968). On the Stability Properties of Quadruped Creeping Gaits . Mathematical Biosciences. Source
    BibTeX
    @article{mcghee1968stability,
      title = {On the Stability Properties of Quadruped Creeping Gaits},
      author = {McGhee, Robert B. and Frank, Andrew A.},
      journal = {Mathematical Biosciences},
      volume = {3},
      pages = {331-351},
      year = {1968},
      doi = {10.1016/0025-5564(68)90041-2}
    }
  5. Raibert, M. H., Brown, H. B., Chepponis, M., Hastings, E., Koechling, J., Murphy, K. N., Murthy, S. S. and Stentz, A. (1983). Dynamically Stable Legged Locomotion . The Robotics Institute, Carnegie-Mellon University, CMU-RI-TR-83-20. Source
    BibTeX
    @techreport{raibert1983dynamically,
      title = {Dynamically Stable Legged Locomotion},
      author = {Raibert, Marc H. and Brown, H. Benjamin and Chepponis, Michael and Hastings, Eugene and Koechling, Jeff and Murphy, Karl N. and Murthy, Seshashayee S. and Stentz, Anthony},
      number = {CMU-RI-TR-83-20},
      institution = {The Robotics Institute, Carnegie-Mellon University},
      year = {1983},
      url = {https://apps.dtic.mil/sti/citations/ADA136644}
    }
  6. Howe, A. S., Wilcox, B., Barmatz, M. and Voecks, G. (2017). ATHLETE as a Mobile ISRU and Regolith Construction Platform . Earth and Space. Source
    BibTeX
    @inproceedings{howe2017athlete,
      title = {ATHLETE as a Mobile ISRU and Regolith Construction Platform},
      author = {Howe, A. Scott and Wilcox, Brian and Barmatz, Martin and Voecks, Gerald},
      booktitle = {Earth and Space},
      pages = {560-575},
      year = {2017},
      doi = {10.1061/9780784479971.053},
      abstract = {The all-terrain hex-limbed extra-terrestrial explorer (ATHLETE) robotic mobility platform can provide precision positioning and mobility for site preparation and regolith construction needs. ATHLETE is a multi-use platform designed to use swap-out tools and implements that can be applied to any number of tasks that need precision limb manipulation or mobility. Major capabilities include off-loading habitats, transporting surface assets, robotically assembling outposts from multiple mission manifests, and supporting science and technology objectives. This paper describes conceptual approaches for supporting NASA regolith construction research, such as additive construction, modular brick and panel factory, and mobile ISRU platform.}
    }
  7. Parness, A., Frost, M., Thatte, N. and King, J. P. (2012). Gravity-independent mobility and drilling on natural rock using microspines . IEEE International Conference on Robotics and Automation. Source
    BibTeX
    @inproceedings{parness2012gravity,
      title = {Gravity-independent mobility and drilling on natural rock using microspines},
      author = {Parness, Aaron and Frost, Matthew and Thatte, Nitish and King, Jonathan P.},
      booktitle = {IEEE International Conference on Robotics and Automation},
      pages = {3437-3442},
      publisher = {IEEE},
      year = {2012},
      doi = {10.1109/icra.2012.6224933},
      abstract = {To grip rocks on the surfaces of asteroids and comets, and to grip the cliff faces and lava tubes of Mars, a 250 mm diameter omni-directional anchor is presented that utilizes a hierarchical array of claws with suspension flexures, called microspines, to create fast, strong attachment. Prototypes have been demonstrated on vesicular basalt and a'a lava rock supporting forces in all directions away from the rock. Each anchor can support >;160 N tangent, >;150 N at 45°, and >;180 N normal to the surface of the rock. A two-actuator selectively-compliant ankle interfaces these anchors to the Lemur IIB robot for climbing trials. A rotary percussive drill was also integrated into the anchor, demonstrating self-contained rock coring regardless of gravitational orientation. As a harder-than-zero-g proof of concept, 20mm diameter boreholes were drilled 83 mm deep in vesicular basalt samples, retaining a 12 mm diameter rock core in 3-6 pieces while in an inverted configuration, literally drilling into the ceiling.}
    }
  8. Candalot, A., Hurrell, J., Hashim, M.-M., Hickey, B., Laine, M. and Yoshida, K. (2024). Sinkage Study in Granular Material for Space Exploration Legged Robot Gripper . International and Asia-Pacific Regional Conference of the International Society for Terrain-Vehicle Systems. Source
    BibTeX
    @inproceedings{candalot2024sinkage,
      title = {Sinkage Study in Granular Material for Space Exploration Legged Robot Gripper},
      author = {Candalot, Arthur and Hurrell, James and Hashim, Malik-Manel and Hickey, Brigid and Laine, Mickael and Yoshida, Kazuya},
      booktitle = {International and Asia-Pacific Regional Conference of the International Society for Terrain-Vehicle Systems},
      address = {Yokohama},
      year = {2024},
      doi = {10.56884/fluruda3}
    }
  9. Di, J., Cuevas-Quiñones, S., Newdick, S., Chen, T. G., Pavone, M., Lapôtre, M. G. A. and Cutkosky, M. R. (2024). Martian Exploration of Lava Tubes (MELT) with ReachBot: Scientific Investigation and Concept of Operations . International Conference on Space Robotics. Source
    BibTeX
    @inproceedings{di2024martian,
      title = {Martian Exploration of Lava Tubes (MELT) with ReachBot: Scientific Investigation and Concept of Operations},
      author = {Di, Julia and Cuevas-Quiñones, Sara and Newdick, Stephanie and Chen, Tony G. and Pavone, Marco and Lapôtre, M. G. A. and Cutkosky, Mark R.},
      booktitle = {International Conference on Space Robotics},
      pages = {36-41},
      year = {2024},
      doi = {10.1109/isparo60631.2024.10687389},
      abstract = {As natural access points to the subsurface, lava tubes and other caves have become premier targets of planetary missions for astrobiological analyses. Few existing robotic paradigms, however, are able to explore such challenging environments. ReachBot is a robot that enables navigation in planetary caves by using extendable and retractable limbs to locomote. This paper outlines the potential science return and mission operations for a notional mission that deploys ReachBot to a martian lava tube. In this work, the motivating science goals and science traceability matrix are provided to guide payload selection. A Concept of Operations (ConOps) is also developed for ReachBot, providing a framework for deployment and activities on Mars, analyzing mission risks, and developing mitigation strategies.}
    }
  10. Lichtenheldt, R., Schütt, M., Lizio, D., Koch, J., Franke, D., Pauling, F., Dungavell, R. and Talbot, F. (2024). Exploration of Martian Caves with the Scout Rover: Robust Design and Advanced Navigation. elib.dlr.de/210918/1/iSairas_Lichtenheldt_Scout_fina.pdf
    BibTeX
    @misc{lichtenheldt2024exploration,
      title = {Exploration of Martian Caves with the Scout Rover: Robust Design and Advanced Navigation},
      author = {Lichtenheldt, Roy and Schütt, Manuel and Lizio, Dario and Koch, Johannes and Franke, Dennis and Pauling, Frederick and Dungavell, Ross and Talbot, Fletcher},
      year = {2024},
      url = {https://elib.dlr.de/210918/1/iSairas_Lichtenheldt_Scout_fina.pdf}
    }
  11. Vyas, Y. J. (2026). Locomotion analysis of a quadruped interacting with the lunar granular surface . arXiv. Source
    BibTeX
    @article{vyas2026locomotion,
      title = {Locomotion analysis of a quadruped interacting with the lunar granular surface},
      author = {Vyas, Yash J},
      journal = {arXiv},
      year = {2026},
      doi = {10.48550/arxiv.2606.10273},
      abstract = {Deploying legged robots in extra-terrestrial environments includes many challenges due to complex terrain interactions, energy, and thermal constraints. For effective mechanical design of a lunar exploration quadrupedal robot, careful consideration of motor torques, energy expenditure, and cost of transport is required. The lunar surface is composed of granular regolith, which impacts the locomotion of legged robots and their performance. Locomotion algorithms trained with rigid contact assumptions are also ineffective when applied to environments with soft contacts, such as granular surfaces, which can result in instability and poor tracking. In this report, the physical modelling of the granular lunar surface-robot foot contacts is applied to a simulation environment with locomotion trained using Reinforcement Learning. A comparison is conducted between the policy trained on rigid contact and soft contact environments, analysing the gait and locomotion performance metrics. The analysis demonstrates that soft contacts simulating regolith surfaces pose additional challenges for Reinforcement Learning based training, result in a qualitatively different gait, and increase the overall energy expenditure.}
    }
  12. Olsen, J. A. and Alexis, K. (2026). Towards Low-Gravity Planetary Exploration using Reinforcement Learning for Walking, Jumping, and In-flight Attitude Control . arXiv. Source
    BibTeX
    @article{olsen2026towards,
      title = {Towards Low-Gravity Planetary Exploration using Reinforcement Learning for Walking, Jumping, and In-flight Attitude Control},
      author = {Olsen, Jørgen Anker and Alexis, Kostas},
      journal = {arXiv},
      organization = {Autonomous Robots Lab, Norwegian University of Science and Technology},
      year = {2026},
      doi = {10.48550/arxiv.2605.24643},
      abstract = {This paper presents reinforcement learning (RL) policies for dynamic quadrupedal locomotion in planetary exploration scenarios. Building on a taskoptimized quadruped with a 5-bar leg design, we develop RL policies for walking, vertical jumping, forward jumping, and in-flight attitude control, explicitly tailored to the reduced gravity on Mars. These policies jointly enable such robots to overcome obstacles larger than themselves through coordinated jumping and precise in-flight reorientation for safe landings. We demonstrate Sim2Real transfer of the attitude control policy on the Olympus quadruped through single-axis reorientation tests, while all locomotion policies are validated in simulation. A complete Mars exploration mission scenario demonstrates coordinated policy deployment across challenging terrain. Experimental results show 90° attitude reorientation in 2.6 seconds, with simulations demonstrating 3.1 meter vertical jumps and 3.9 meter forward jumps under Martian gravity conditions. - Supplementary video: https://www.youtube.com/watch?v=qlSJ3P87A4A}
    }
  13. Lee, P., Quinn, G., Rohrig, J., Schuster, A. H., Dalal, S. and Kahn, S. (2024). Caving on the Moon and Mars: First Analog Field Study of EVA Systems and Operations Requirements for Moon and Mars Cave and Pit Exploration at Skylight Cave Lava Tube, Oregon . International Conference on Environmental Systems. Source
    BibTeX
    @inproceedings{lee2024caving,
      title = {Caving on the Moon and Mars: First Analog Field Study of EVA Systems and Operations Requirements for Moon and Mars Cave and Pit Exploration at Skylight Cave Lava Tube, Oregon},
      author = {Lee, Pascal and Quinn, Gregory and Rohrig, Jake and Schuster, Ashley Himmelmann and Dalal, Sawan and Kahn, Saad},
      booktitle = {International Conference on Environmental Systems},
      publisher = {International Conference on Environmental Systems},
      year = {2024},
      doi = {10.32865/2346/99020},
      abstract = {Over 300 caves and pits are known to exist on the Moon, and close to 1000 on Mars. Lunar and planetary caves and pits are sheltered microenvironments on planetary bodies offering environmental conditions that differ greatly from those prevailing at the surface, in particular shielding from ionizing space radiation and micro-meteoritic bombardment, dampened diurnal temperature variations, generally colder temperatures, and the possibility in some cases of volatile cold-trapping and maybe even life. On the Moon, high-latitude caves represent a type of permanently shadowed region (PSR) in which H2O and other volatile ices might be sequestered. On Mars, volcanic caves might be astrobiological oases, offering sheltered habitats for even extant life. On both worlds, caves and pits thus represent high priority targets for science and future robotic and human exploration. We report here on the first field study engaging an EVA spacesuit system manufacturer of requirements for EVA systems and operations to enable safe and productive cave and pit exploration on the Moon and Mars. Analog field tests were conducted in the context of the NASA Haughton-Mars Project in collaboration with Collins Aerospace at Skylight Cave lava tube in Deschutes National Forest, Oregon. Recommended augmentations to spacesuit features include LED lighting at several key locations on the upper and lower torso, glove and boot tips; additional abrasion-resistant outer garments; and a removable shield cage to protect the helmet visor. Lessons learned for lunar and Mars caving operations will also be presented.}
    }
  14. Clark, L., Edlund, J. A., Sanchez Net, M., Vaquero, T. S. and Agha-mohammadi, A.-A. (2022). PropEM-L: Radio Propagation Environment Modeling and Learning for Communication-Aware Multi-Robot Exploration . I-SAIRAS : A New Space Odyssey. Source
    BibTeX
    @inproceedings{clark2022radio,
      title = {PropEM-L: Radio Propagation Environment Modeling and Learning for Communication-Aware Multi-Robot Exploration},
      author = {Clark, Lillian and Edlund, Jeffrey A. and Sanchez Net, Marc and Vaquero, Tiago Stegun and Agha-mohammadi, Ali-akbar},
      booktitle = {I-SAIRAS : A New Space Odyssey},
      publisher = {JPL Open Repository},
      year = {2022},
      doi = {10.48577/jpl.tdtdvj},
      abstract = {Multi-robot exploration of complex, unknown environments benefits from the collaboration and cooperation offered by inter-robot communication. Accurate radio signal strength prediction enables communication-aware exploration. Models which ignore the effect of the environment on signal propagation or rely on a priori maps suffer in unknown, communication-restricted (e.g. subterranean) environments. In this work, we present Propagation Environment Modeling and Learning (PropEM-L), a framework which leverages real-time sensor-derived 3D geometric representations of an environment to extract information about line of sight between radios and attenuating walls/obstacles in order to accurately predict received signal strength (RSS). Our data-driven approach combines the strengths of well-known models of signal propagation phenomena (e.g. shadowing, reflection, diffraction) and machine learning, and can adapt online to new environments. We demonstrate the performance of PropEM-L on a six-robot team in a communicationrestricted environment with subway-like, mine-like, and cave-like characteristics, constructed for the 2021 DARPA Subterranean Challenge. Our findings indicate that PropEM-L can improve signal strength prediction accuracy by up to 44% over a logdistance path loss model.}
    }
  15. Saboia, M., Clark, L., Thangavelu, V., Edlund, J. A., Otsu, K., Correa, G. J., Varadharajan, V. S., Santamaria-Navarro, A., Touma, T., Bouman, A., Melikyan, H., Pailevanian, T., Kim, S.-K., Archanian, A., Vaquero, T. S., Beltrame, G., Napp, N., Pessin, G. and Agha-mohammadi, A.-A. (2022). ACHORD: Communication-Aware Multi-Robot Coordination with Intermittent Connectivity . AIAA SciTech. Source
    BibTeX
    @inproceedings{saboia2022achord,
      title = {ACHORD: Communication-Aware Multi-Robot Coordination with Intermittent Connectivity},
      author = {Saboia, Maira and Clark, Lillian and Thangavelu, Vivek and Edlund, Jeffrey A. and Otsu, Kyohei and Correa, Gustavo J. and Varadharajan, Vivek Shankar and Santamaria-Navarro, Angel and Touma, Thomas and Bouman, Amanda and Melikyan, Hovhannes and Pailevanian, Torkom and Kim, Sung-Kyun and Archanian, Avak and Vaquero, Tiago Stegun and Beltrame, Giovanni and Napp, Nils and Pessin, Gustavo and Agha-mohammadi, Ali-akbar},
      booktitle = {AIAA SciTech},
      publisher = {JPL Open Repository},
      year = {2022},
      doi = {10.1109/lra.2022.3193240},
      abstract = {Communication is an important capability for multi-robot exploration because (1) inter-robot communication (comms) improves coverage efficiency and (2) robot-to-base comms improves situational awareness. Exploring comms-restricted (e.g., subterranean) environments requires a multi-robot system to tolerate and anticipate intermittent connectivity, and to carefully consider comms requirements, otherwise mission-critical data may be lost. In this paper, we describe and analyze ACHORD (Autonomous \& Collaborative High-Bandwidth Operations with Radio Droppables), a multi-layer networking solution which tightly co-designs the network architecture and high-level decision-making for improved comms. ACHORD provides bandwidth prioritization and timely and reliable data transfer despite intermittent connectivity. Furthermore, it exposes low-layer networking metrics to the application layer to enable robots to autonomously monitor, map, and extend the network via droppable radios, as well as restore connectivity to improve collaborative exploration. We evaluate our solution with respect to the comms performance in several challenging underground environments including the DARPA SubT Finals competition environment. Our findings support the use of robotic message ferrying to complement static relay nodes, data stratification, and flow control to improve bandwidth-usage.}
    }