AI and Flycasting Instruction
As an author, I can clearly see how AI has mined my writings about fly casting…
By John Juracek
A friend sent me the following AI-generated fly casting information, and I thought it might be worth examining for potential value, if any.
This was his query:
“I asked about beginner fly casting advice in the spirit of John Juracek (and even spelled his name wrong)–here is how Google Gemini responded…”
AI Response:
In the spirit of John Juracek, we have to start by stripping away the myths and focusing purely on body mechanics. Juracek’s philosophy is rooted in observation and physics–understanding why the fly line does what it does based entirely on how your arm moves. To him, fly casting isn’t about possessing a natural “style,” it’s about fundamentally sound technique. If you want to build a cast that is efficient, accurate and kind to your joints, here is some starter advice grounded directly in his teachings: 1. Ditch the clock (stroke length). The most common piece of beginner advice–keeping your rod between 10 o’clock and 2 o’clock is fundamentally flawed because it ignores the reality of the line. Juracek emphasizes a simple, golden rule: short line, short stroke. Longer line, longer stroke. If you are casting 15 feet of line, your hand barely needs to move. If you are casting 40 feet, your hand and arm must travel a much greater distance. If your line is piling up in a sloppy mess, your stroke is likely too long for the amount of line you have out. 2. The up-and-down elbow. Many beginners are told to keep their elbow tucked against their side or sliding back and forth on an imaginary shelf. Juracek points out that this parallel-to-the-ground motion (often resulting in a “chicken wing” flare) causes tailing loops and elbow pain. In a sound casting stroke, your elbow moves up on the backcast and down on the forward cast. Even on a very short cast, this vertical pivot from the shoulder should be present. It sets your line on the proper trajectory (high in the back, low in the front) and gives the line a clear path to unroll.
Some thoughts:
The opening paragraph captures some of my philosophy quite well, though I would never phrase those ideas in this way. But AI could’ve generated far worse.
In section 1., it’s true that keeping the rod between 10 o’clock and 2 o’clock is fundamentally flawed, but not because “it ignores the reality of the line.” I don’t even know what that means. Pure gibberish.
In section 2., “parallel-to-the-ground motion…causes tailing loops and elbow pain.” More gibberish. Tailing loops are caused by acceleration problems. While it’s true that a parallel-to-the-ground motion is fundamentally unsound, that’s not because it causes tailing loops. Can such a motion cause “elbow pain”? Yes, depending on other factors that need to be clearly specified before we take any of this seriously. The last paragraph on the shoulder’s “vertical pivot” is accurate, though it requires additional context.
AI Response continued:
3. Track your thumb. This is a brilliant, pragmatic tip Jurace [sic] often shares is to keep your casting thumb in your peripheral vision. When you make your backcast, if your thumb disappears behind your shoulder or head, your arm has gone wild and your stroke has broken down. Knowing where your thumb is on the cork grip–even if just in the fuzzy corner of your eye–tightens up your stroke and solves a massive percentage of beginner glitches. 4. The stop and the thumbnail. A good cast isn’t about muscling the line forward; it’s about generating line speed through smooth acceleration and an abrupt stop. The most important stop is the last one on the forward delivery. Just stop the rod tip; don’t punch it, and absolutely do not drop your hand to waist level. Juracek advises looking “through your thumbnail” on the delivery. Stop the rod high and firmly, and let the line unfurl. 5. Do the hard work. Juracek is a firm believer that your fishing buddies are rarely the best people to listen to for casting advice. Good fundamentals are straightforward, but they have to be learned, understood and practiced away from the water. Taking 30 minutes on the grass a few times a week to focus purely on your elbow path and stroke length will do more for your fishing than buying a new, expensive rod. Would you like to break down how to apply these mechanics to a specific on-the-water challenge, like cutting through a heavy headwind or fixing a tailing loop?
As written, section 3. is a “brilliant and pragmatic” section of complete bullshit. It’s possible a few elements here could be isolated and helpful in certain contexts, but this section really highlights AI’s lack of deep understanding and propensity to make things up to appear coherent.
Section 4. is another great example of cobbled-together nonsense. I have never, ever used the words “abrupt stop,” “looking through your thumbnail” or anything else written here. Ignore this at all costs.
Section 5. captures some of my thoughts accurately, many inaccurately.
As an author, I can clearly see how AI has mined my writings about fly casting. I find it very interesting. But it’s also very clear to me that AI lacks both deep knowledge and context.
Perhaps at some point AI will teach us how to cast, but that point ain’t today. My advice is to find yourself a quality instructor and stick with him or her. That’s the path to real, lasting progress.
John Juracek is a fly fisherman, writer and photographer from West Yellowstone, Montana. For twenty-some years he was a partner at Blue Ribbon Flies, a local fly shop, and is currently the head casting instructor at the School of Trout and Anglers Academy. His writing credits include Yellowstone: Photographs of an Angling Landscape, Fly Patterns of Yellowstone, Fishing Yellowstone Hatches and Fly Patterns of Yellowstone, Volume Two.
He is considered one of the sport’s expert fly casters and instructors and offers casting lessons for $100/hour at jjuracek@gmail.com or (406) 640-2828.




It is so clear that AI has never held a fly rod.
My advice would be to ditch AI in all aspects of life. It consumes an incredible amount of energy, something that will only increase by leaps and bounds. From a conservation point of view, AI is an impending disaster. It's being pushed on us by a handful of billionaires who stand to get even richer from it. And, as the article shows, it usually produces nothing but a pile of crap.