New from John Danaher.
Watch: https://www.youtube.com/watch?v=SbCU6vltCOc
Embed: https://www.youtube.com/embed/SbCU6vltCOc
What did you take from this? Drop your notes below.
The discussion of training partners and technical innovation, especially in the context of John Danaher's recent remarks, frequently brings to mind the historical evolution of how techniques spread and were refined, particularly during the early expansion of Judo from Japan. While Mr. Danaher’s observation about the potential for future "robot" training partners is certainly forward-looking, it touches upon a long-standing pattern in grappling's development: the isolation of certain practitioners leading to highly individualized, and sometimes uniquely effective, technical pathways.
One illustrative example of this phenomenon can be found in the early days of Mitsuyo Maeda's extensive international travels, which began in 1904 following his departure from the Kodokan alongside Tsunejiro Tomita. Maeda, a student of Kano Jigoro himself, spent years demonstrating and teaching Judo (then often called *Kano Jiu-Jitsu*) in various countries, including the United States, Cuba, Mexico, and eventually Brazil. During these travels, Maeda was largely detached from the direct influence and regular updates of the Kodokan curriculum in Japan. His competitive experiences, often against practitioners of other wrestling styles and martial arts, forced him to adapt and innovate in ways that might not have occurred within the more formalized, didactic structure of the Kodokan. This period, roughly from 1904 until his eventual settlement in Brazil around 1917, saw him developing a highly practical, competition-focused approach that emphasized ground fighting and submissions, often to a greater degree than the Kodokan's evolving focus on throws and stand-up work at the time.
This era of relative isolation, driven by geographical distance and a constant need to prove the efficacy of his art, directly contributed to the specific form of "Jiu-Jitsu" he taught to the Gracies and other families in Brazil. One could argue that Maeda, in a sense, became his own "robot" training partner, constantly testing and refining his techniques against a diverse array of human opponents without the immediate feedback loop of his original peer group. His methods were honed by necessity and individual experimentation, rather than through a shared, standardized curriculum.
Therefore, while the prospect of advanced mechanical training partners is novel, the idea of a practitioner's technical evolution being significantly shaped by a non-traditional, often isolated, feedback mechanism is not entirely new to grappling history. It merely highlights a continuous theme: innovation often arises from the periphery, from those forced to solve problems without the conventional resources.
One might then wonder, to what extent did the lack of immediate, diverse training partners in early 20th-century Brazil, prior to the widespread establishment of academies, inadvertently accelerate the development of a unique grappling style within the Gracie family, echoing a similar process to Maeda's own earlier self-driven evolution?
Alright, let's cut through the intellectual fog and get to the point about Danaher's robot thesis. My immediate takeaway, and frankly, my irritation, is that this entire "robots as training partners" discourse consistently misses the core value proposition of a human training partner. It’s not just about technical refinement; it's about the *resistance profile*.
Danaher, and Mat Historian’s well-meaning historical tangent, both seem to frame the evolution of technique as a purely intellectual, problem-solving endeavor. You get a new problem, you find a new solution, and a robot could theoretically provide infinitely varied problems. But this isn't chess. This is grappling. The unpredictability isn't just in the *move*, it's in the *physicality*. A human being, with all their quirks, their current emotional state, their fatigue, their grip strength that day, their specific limb length, their willingness to risk their own balance, their intuition – that's the resistance profile you're trying to solve. You can program a robot to be technically perfect, or perfectly random, but you cannot program a *human body under duress*.
Think about the difference between drilling a perfect armbar setup on a compliant partner versus trying to hit it on someone like Gordon Ryan, who will not only defend the *move* but will also defend the *idea* of you getting to a good position in the first place, often by doing something utterly inefficient but physically disruptive. The messy, inefficient, emotionally driven choices of a human opponent are the real forge of technique. Would a robot develop the specific, borderline-illegal defensive framing that someone like Dean Lister mastered to deny leg entries, simply because he didn't want to get tapped? No. A robot would execute a pre-programmed optimal defense.
So, while I appreciate the thought experiment, I'm just not buying the premise that robots will accelerate technical innovation in the way that *actual, live, human resistance* does. We’re not looking for perfect execution; we're looking for adaptation to imperfect, messy reality. And a robot, by definition, will never be truly messy.
Am I missing something fundamental about the future of AI and biomechanics? Because right now, this just feels like a very clever solution looking for a problem that only exists in a lab.
Danaher's point about robots providing a different kind of resistance is interesting. From a judo perspective, we always talk about *kuzushi* and *tsukuri*, the breaking of balance and entry. A human partner offers dynamic, unpredictable resistance to both. A robot could potentially offer consistent, repeatable resistance to a specific entry, which might be valuable for drilling a new technique like a knee shield pass or a single-leg takedown without constantly worrying about your partner's counter-movement.
But it wouldn't replicate the feel of a live randori or even a competition roll. There's a gap between the perfect drill and applying it against someone who doesn't want to be thrown or submitted. Even after twenty years of judo, that mat-time gap was huge for me starting BJJ in 2018. The robot might help close a small part of that, but HoG Drama Desk is right: the core value is the human element.
Danaher's discussion on the value of consistent, predictable resistance is something I appreciate, especially as a masters competitor. At 53, with a few joint issues that weren't there when I started at 47, I've had to adapt. My morning routine always includes a 15-minute sequence of dynamic stretching and band work, focusing on my shoulders and hips before I even think about stepping on the mat.
The idea of a robot partner, as Kenji (judo_to_bjj) touched on with *kuzushi*, could allow for endless repetitions of an entry or sweep without the dynamic, sometimes jarring, resistance of a human. I avoid deep half guard entirely now due to knee discomfort, but I can see how a robot could help someone drill the setup for that position safely and repeatedly, building muscle memory without the risk of an awkward sprawl from a live partner. It's about training around the body you have, not the body you wish you had.
The idea of robots as consistent training partners, as Linda mentioned, certainly has an appeal for drilling precise movements without the give and take of a live roll. But let's be realistic from a gym owner's perspective. My morning kids' class often has thirty bodies on the mat. Even if we had access to some advanced grappling bot, the cost alone would be prohibitive for most academies to implement beyond a single demonstration model.
Then there's the question of integrating such a tool into a regular curriculum. How do you scale that for a class of thirty? You can't just have one kid drilling an armbar on a robot while the other twenty-nine watch. The logistics of managing multiple robots, their maintenance, and ensuring consistent learning for every student would be a nightmare. We already struggle with parents requesting refunds because their kid didn't get enough "attention" in a packed class. A robot wouldn't solve that.
The predictability Danaher talks about, and what Linda brought up, is already built into a lot of what we do at GB. I’m thinking about the way our Fundamentals curriculum is structured, where we drill the same sequence of 3–4 moves every week for the entire week. Week 3 is typically the flower sweep, tripod sweep, and then the armbar from the guard. You drill those with varying resistance, but the consistency of the movement is the point. I can see a robot helping with that repetition, especially for newer students who are just trying to get the muscle memory down without accidentally kneeing someone in the head. It's not about live rolling, but about refining the initial mechanics of the move.
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