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Different, Durable, but Needs Refinement: Priority Gemini Smart.Shift Gravel Bike Review

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Priority Bicycles hangs its hat on belt-driven, non-traditional drivetrains. In fact, there isn’t a metal chain or external derailleur on any bike in the brand’s extensive lineup. 

From kids’ bikes to electric commuters, every Priority bicycle uses a low-maintenance Gates Carbon Drive belt. The drivetrain systems vary from single-speeds and internally geared hubs to gearboxes like the new Pinion Smart.Shift.  

Gearboxes are having a moment in the mountain bike world, but haven’t seen much use or acceptance in the gravel market — the Priority Gemini Smart.Shift aims to change that. This is one of the first widely available drop-bar gravel bikes featuring Pinion’s latest Smart.Shift gearbox system.

I’ve been testing the Priority Gemini Smart.Shift Gravel ($3,499) bike for the past 4 months on the gravel roads and trails near Reno, Nev. From smooth singletrack to pristine high-desert gravel and plenty of miles on gritty pavement, I’ve put this bike through its paces.

In short: The Priority Gemini Smart.Shift is a unique entry to the gravel bike market. It has a Gates Carbon Drive belt and a Pinion Smart.Shift gearbox. While this drivetrain has some notable advantages, it takes getting used to and has one primary drawback. Otherwise, the Gemini’s geometry, ride quality, and weight lend themselves well to all-day comfort and far-flung adventures.

Looking for a new gravel bike? Check out our guide to the Best Gravel Bikes.


  • Gearbox and belt drive should be very low maintenance

  • Belt drive is super quiet

  • Comfortable, all-around geometry

  • Fairly compliant and comfortable ride for an aluminum frame


  • Gearbox shifting takes some getting used to

  • Doesn’t shift as well as claimed under load

  • Heavier weight

Priority Gemini Smart.Shift Review

I’ll spend most of this review discussing the performance of the gearbox drivetrain. While that is arguably the most compelling aspect of the Gemini, there’s more to this bike than the gearbox. I’ll start with a rundown of the bike and its performance before moving on to the Pinion Smart.Shift system.

The mounting area for the gearbox on the Priority gemini gravel bike
Using a gearbox required Priority to design a frame to accommodate it; (photo/Jeremy Benson)

Priority Gemini Smart.Shift Details

Priority sells the Gemini with the 6061 aluminum frame I tested or a titanium frame. The complete build with the aluminum frame costs $3,499. Upgrading to titanium costs an additional $2,000 and gives you a 1-pound weight reduction. Regardless of frame material, both options come with a carbon fork. 

Priority designed the frame to house the Pinion Smart.Shift. The Pinion gearbox is housed at the bottom bracket, in the downtube. Otherwise, the frame looks fairly standard, with a traditional shape and design. The frame has internal cable routing, including ports to add a dropper post. 

The front triangle has mounts for two water bottles, plus one on the underside of the down tube. There’s also a set of three-pack mounts on the top tube, front and rear fender mounts, and rack mounts. Curiously, given the Gemini’s adventure and bikepacking focus, there aren’t three-pack mounts on the fork.

Priority sells the Gemini in four frame sizes, small to extra large, and claims these fit riders between roughly 5’2” and 6’4”. The bike has a total weight capacity (rider, gear, and cargo) of 275 pounds. My size XL test bike weighed 26 pounds, set up tubeless and without pedals.

Side view of the Priority Gemini gravel bikeSide view of the Priority Gemini gravel bike
The Gemini has a relatively traditional frame design with a relaxed geometry geared toward long-term comfort; (photo/Jeremy Benson)

Geometry

Priority defines the Gemini as the “lowest maintenance gravel bike available for adventure riders, tourers, and recreational gravel riders.” As such, the relatively neutral geometry caters to user groups and riders interested in all-day comfort. You’ll want to look elsewhere if you’re looking for a racy or aggressive ride. 

The head tube angle, seat tube angle, and chainstay length are at or around the norms for modern gravel bikes. Its moderate length reach — 400 mm on the XL frame I tested — and high stack contribute the most to the more casual and upright body position. Riders can also tinker with stem spacers or stem length to dial in the fit as needed.

The tread on the WTB Vulpine tires that came on the Priority GeminiThe tread on the WTB Vulpine tires that came on the Priority Gemini
The Gemini comes with the versatile WTB Vulpine tires; (photo/Jeremy Benson)

Components

The Priority Gemini Smart.Shift’s retail price is $3,499 — no small potatoes. The bulk of that cost goes toward the Pinion gearbox and associated components. The rest of the build won’t exactly turn any heads, but it is functional and fairly well suited to the bike’s intentions.

The Gemini rolls on a set of 700c WTB KOM i23 wheels with a matched set of 40mm-wide WTB Vulpine gravel tires. The tires and the wheels can be set up tubeless; however, the wheels came with just a standard rim strip installed. Converting these wheels/tires to tubeless required installing tubeless rim tape and valve stems.

The cockpit has a size-specific alloy drop handlebar — 440 mm wide on the XL — with a gravel-oriented 12-degree flare. Priority wraps this bar with a comfortable and grippy Microtex tape and clamps it to a 90mm alloy stem (my XL test bike has a 100mm stem). Out back, a comfy WTB Volt saddle sits atop a carbon fiber seatpost.

A set of TRP Hywire hydraulic disc brakes with 160mm rotors front and rear handles braking duties. As of now, the TRP Hywire is the only drop-bar-specific brake/shifter that pairs with the Pinion Smart Shift electric shifting system.

The TRP Hywire hydraulic disc brakesThe TRP Hywire hydraulic disc brakes
The Pinion Smart-Shift gearbox requires the use of TRP Hywire brakes, and they were surprisingly good; (photo/Jeremy Benson)

Priority Gemini Smart.Shift Gravel Bike: The Ride

Before I get into the weeds about gearboxes, let’s discuss how the Gemini rides. Well, it rides exactly how you’d expect a 26-pound gravel bike with a relaxed geometry would. I found it easy to get along with, surprisingly smooth, and generally well-suited to its recreational, touring, and adventurous riding intentions.

The neutral and comfort-oriented geometry put me in a fairly upright riding position. The shorter reach was most noticeable, so I stretched that out a bit by lowering the stem under the spacer stack. Otherwise, the touchpoints worked well for me. The WTB Volt saddle, TRP brake hoods, flared handlebars, and bar tape were comfortable.

With its beefy aluminum frame, I assumed the Gemini would feel a bit harsh. On the contrary, one of the first things that stood out to me was its forgiveness over chunky gravel and chatter. I took it down some seriously rough gravel roads, and it surprised me with its supple and compliant ride feel. Some of that can probably be attributed to the WTB wheels. They’re perfectly adequate, but they aren’t the stiffest wheels around. 

Riding the Priority Gemini gravel bike down a gravel roadRiding the Priority Gemini gravel bike down a gravel road
The Gemini’s relatively smooth and forgiving ride took me a bit by surprise; (photo/Pancho Gomez)

At 26 pounds, the Gemini is heavier than most gravel bikes on the market. A fair portion of that weight is in the gearbox, which weighs more than most traditional drivetrain setups. Fortunately, that weight is centered and low, and I didn’t notice it from a handling standpoint. However, the weight was noticeable in the flats and on climbs compared to lighter and zippier bikes. 

The WTB Vulpine tires worked great on surfaces ranging from pavement to loose, dry gravel. The versatile tread rolled surprisingly quickly on the tarmac and gripped predictably on dirt and gravel surfaces.

The 40mm width was reasonable for mixed terrain rides, with time split between pavement and gravel. But they felt narrow for pure gravel riding, especially in loose conditions. With clearance for up to 50 mm tires, there’s plenty of room to go bigger.

I’ve never used TRP brakes on a drop-bar bike, but they performed surprisingly well. The lever feel was great, and the brakes were plenty powerful. 

The TRP Hywire drop bar shiftersThe TRP Hywire drop bar shifters
The TRP Hywire shifter made it possible to use the Pinion Smart.Shift gearbox on a drop-bar bike; (photo/Jeremy Benson)

Pinion Smart.Shift

Gearboxes aren’t new, but they’ve steadily gained traction in various cycling segments. While more traditional chain-driven derailleur setups are the dominant drivetrain, there is a vocal minority of gearbox advocates. Weight distribution, low maintenance, reduced risk of damage — gearboxes have some notable advantages.

Until recently, the available mechanically actuated gearbox systems weren’t practical for a drop-bar bike. Pinion’s latest electric Smart Shift gearbox and the TRP Hywire brake/shifter levers have provided a solution. TRP designed these for the Pinion gearbox, making it possible to shift it from the levers, like traditional drivetrains.

Pinion bases the Smart.Shift gearboxes on its C line of gearboxes. The Gemini uses the 12-speed C1.12i. Pinion builds 18-speed, nine-speed, and six-speed Smart.Shift gearboxes for other applications. As the name suggests, the gearbox houses all shifting components, which function more like an automotive transmission. The sealed magnesium housing keeps dirt and moisture out of the system.

The non-drive side of the Pinion Smart.Shift gearboxThe non-drive side of the Pinion Smart.Shift gearbox
The Pinion Smart.Shift gearbox promises lightning-fast shifting and minimal upkeep; (photo/Jeremy Benson)

Unlike a more traditional derailleur drivetrain, the gearbox sits around the cranks. The crank spindle passes through the gearbox and directly drives the gears. The spur gearing uses two sub-units that mate together to create varying gear ratios. In this case, a four-gear and a three-gear unit pair make the 12 separate gears.  

The C1.12i gearbox provides a massive 600% gear spread across its 12 speeds. That range is much wider than SRAM Transmission’s 520% and Shimano’s 510%. Additionally, cyclists can shift gears while coasting or stopped, and Pinion even claims that the Smart.Shift system shifts well under load — more on that later. Instead of a chain, a Gates Carbon Drive belt connects a sprocket on the cranks and a sprocket on the rear wheel. 

The Smart.Shift system is electric and runs off a battery that occasionally needs charging. Pinion says the battery can last up to 20,000 shifts (approximately 100 hours) before recharging. Pinion also has an app to get firmware updates, calibrate your shifting, customize shift buttons, and more.

Close-up look at the Gates Carbon Drive belt and the front sprocket on the Priority geminiClose-up look at the Gates Carbon Drive belt and the front sprocket on the Priority gemini
The Gates Carbon Drive belt never needs lube and supposedly lasts for up to 18,000 miles; (photo/Jeremy Benson)

So why choose a gearbox over a derailleur drivetrain? Low maintenance is one of the main reasons. The Gates Carbon Drive belt lasts for a claimed 30,000 km (18,000 miles). It never needs to be lubed and rarely, if ever, needs to be cleaned. The gearbox itself has a 6,000-mile service interval before the oil needs to be changed. Additionally, there is no derailleur to break or knock out of alignment.

For these reasons, a gearbox drivetrain could be an excellent option for riding super long distances, overnight touring, or bikepacking adventures. It could also be great for anyone who simply loathes bike maintenance.

Riding With Pinion Smart.Shift

So what’s it like riding a gravel bike with a gearbox? It was a bit of a mixed bag, if I’m being honest. In some ways, it was fantastic, but in others, it fell short of my expectations.

While I think that gearboxes are generally pretty cool and the technology is advancing rapidly, I’m not sure it’s the right choice for me. That said, I see the appeal and how a gearbox gravel bike could be a good fit for specific riders and types of riding.

Climbing up a gravel road while testing the Priority Gemini gravel bikeClimbing up a gravel road while testing the Priority Gemini gravel bike
The belt drive was impressively quiet and low maintenance, but the shifting performance did not meet my expectations; (photo/Pancho Gomez)

The Bad

I’ll start with what I disliked about riding with the Pinion gearbox. Despite Pinion’s claim that the Smart.Shift gearbox shifts well under load, I felt it had some serious limitations. Downshifting under heavy load was problematic. I’ve read that it works much better than the previous non-electric systems, but I’ve never tried them, so I can’t compare them directly. 

The main problem was that the times I needed to shift most, grinding uphill while climbing, there was too much load in the system. When the system was overloaded, it would cancel shifts. Unlike a derailleur drivetrain, which will shift even when you probably shouldn’t, the gearbox would simply refuse.

The inability to downshift at critical moments meant I was often stuck in too hard a gear while climbing. Or I had to back way off the power and dump a bunch of momentum to get into a lower gear. Neither of those was ideal when I was working my hardest up a steep incline.

To be fair, sometimes the system would shift under power. Shifting into higher/harder gears was consistently more successful. Downshifting, however, required perfect timing of the shift and the lowest torque in my pedal stroke. Downshifting with any power going into the pedals required an adapted shifting technique. 

Climbing up a gravel road while testing the Priority GeminiClimbing up a gravel road while testing the Priority Gemini
I can hear the electric buzz of another poorly timed shift being canceled; (photo/Pancho Gomez)

Of course, there are limits to shifting any drivetrain under load, but I found the limit was much lower with the Smart-Shift system. Essentially, I needed to relearn how and when to shift to time it perfectly with cadence and load. Otherwise, I would hear the noise of my shift being canceled again.

Did I adapt to it over time? Yes, somewhat, but … I never got to a point where it wasn’t still frustrating. I needed to reset my expectations and had a hard time doing that. 

Another thing I didn’t love was the TRP Hywire shifters. The hoods were comfortable, and the brakes worked well, but I struggled with the shifters. The shifter paddles are small, very close together, and quite sensitive, leading to many instances of accidental shifts or hitting the wrong button at an inopportune time. 

The Smart.Shift charging dongle also stuck out in an awkward spot by the head tube and would occasionally rub on my knee while pedaling. The charger was also comically large, so it would be awkward to bring with you on bike tours. Surely this could be improved.

The Gates Carbon Drive belt on the Priority geminiThe Gates Carbon Drive belt on the Priority gemini
I really enjoyed the silence and lack of maintenance of the Gates Carbon Drive Belt; (photo/Jeremy Benson

The Good

I’ll finish with what I liked about riding with the Pinion gearbox. First, it was always super quiet and stayed that way over hundreds of miles of testing. This was remarkable since the belt never needed to be lubed or cleaned, and I never had to make any adjustments. 

I also enjoyed the ability to shift without turning the cranks while coasting downhill and while stopped. When I was at a stoplight, I could drop a couple of gears so that I wasn’t awkwardly starting from a stop in too high of a gear. 

One of the big claims about Smart.Shift system is lightning-fast shifting. I can confirm that the actuation speed was impressive. With a light tap of the shifter, you can hear the little motor in the gearbox go to work almost instantly. In that regard, it worked very well.

Additionally, the Smart.Shift system’s battery life was fantastic at 100 hours or 20,000 shifts between charges. Sure, you need to charge it occasionally, but 100 hours is easily several weeks of riding for most people. Plus, the 6,000-mile service interval should keep most riders out of the shop for a very long time. That’s a year or two, depending on how much you ride.

Side view of the Priority Gemini gravel bikeSide view of the Priority Gemini gravel bike
The Priority Gemini is the gravel bike that gearbox fans have been waiting for; (photo/Jeremy Benson)

Priority Gemini Smart.Shift: Who’s It For?

If you’ve been wishing for a gearbox on a drop-bar gravel bike, consider your wish granted — the Pinion Smart.Shift gearboxes and TRP Hywire drop-bar shifters have finally made it possible to combine the two. There are some other boutique options, but the Priority Gemini is one of the most accessible in terms of price and availability.

It’s not light or racy, but the Priority Gemini Smart.Shift is exactly what Priority intended it to be. While the gearbox may be its most notable feature, the Gemini’s forgiving ride and agreeable geometry are well-suited to its touring, bikepacking, and recreational riding intentions. Add the super-low-maintenance gearbox to the mix, and this could be the perfect bike for long-distance rides and adventurous bike tours. 

While the new Smart.Shift gearbox may work better than its predecessors, but it still takes some time to get used to it. Riders must adapt somewhat to account for the shifting performance under load. Assuming you’re willing to do that, then this might be the low-maintenance adventure bike of your dreams.

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Noticias

¿Qué modelo de chatgpt es el mejor? Una guía sobre qué modelo usar y cuándo.

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Chatgpt no es un monolito.

Desde que Operai lanzó por primera vez el Buzzy Chatbot en 2022, ha implementado lo que parece un nuevo modelo cada pocos meses, utilizando una panoplia confusa de nombres.

Varios competidores de Operai tienen populares Alternativas de chatgptcomo Claude, Géminis y perplejidad. Pero los modelos de Openai se encuentran entre los más reconocibles de la industria. Algunos son buenos para tareas cuantitativas, como la codificación. Otros son mejores para hacer una lluvia de ideas sobre nuevas ideas.

Si está buscando una guía sobre qué modelo usar y cuándo, está en el lugar correcto.

GPT-4 y GPT-4O

Openai lanzó por primera vez GPT-4 en 2023 como su modelo de lenguaje grande. El CEO Sam Altman dijo en un podcast de abril que la modelo tomó “cientos de personas, casi todo el esfuerzo de Openi” para construir.

Desde entonces, ha actualizado su modelo insignia a GPT-4O, que lanzó por primera vez el año pasado. Es tan inteligente como GPT-4, que es capaz de acumular el SAT, el GRE y pasar la barra, pero es significativamente más rápido y mejora sus “capacidades entre el texto, la voz y la visión”, dice Openii. El “O” significa Omni.

4O puede traducir rápidamente el habla y ayudar con el álgebra lineal básica, y tiene las capacidades visuales más avanzadas.

Sus imágenes de estilo Studio Ghibli tocaron la emoción en línea. Sin embargo, también planteó preguntas de derechos de autor cuando los críticos argumentaron que Operai se está beneficiando injustamente del contenido de los artistas.

Operai dice que 4O “se destaca en las tareas cotidianas”, como hacer una lluvia de ideas, resumir, escribir correos electrónicos y revisar informes.

GPT-4.5

Altman describió a GPT-4.5 en una publicación sobre X como “el primer modelo que se siente como hablar con una persona reflexiva”.

Es el último avance en el paradigma de “aprendizaje sin supervisión” de OpenAI, que se centra en ampliar los modelos en el “conocimiento de las palabras, la intuición y la reducción de las alucinaciones”, dijo la miembro del personal técnico de Operai, Amelia Glaese, durante su presentación en febrero.

Entonces, si está teniendo una conversación difícil con un colega, GPT-4.5 podría ayudarlo a replantear esas conversaciones en un tono más profesional y tacto.

Operai dice que GPT-4.5 es “ideal para tareas creativas”, como proyectos de colaboración y lluvia de ideas.

O1 y O1-Mini

Openai lanzó una mini versión de O1, su modelo de razonamiento, en septiembre del año pasado y la versión completa en diciembre.

Los investigadores de la compañía dijeron que es el primer modelo capacitado para “pensar” antes de que responda y se adapte bien a las tareas cuantitativas, de ahí el “modelo de razonamiento” del apodo. Esa es una función de su técnica de entrenamiento, conocida como cadena de pensamiento, que alienta a los modelos a razonar a través de problemas descomponiéndolos paso a paso.

En un artículo publicado en la capacitación de seguridad del modelo, la compañía dijo que “los modelos de capacitación para incorporar una cadena de pensamiento antes de responder tienen el potencial de desbloquear beneficios sustanciales, al tiempo que aumentan los riesgos potenciales que provienen de una inteligencia aumentada”.

En un video de una presentación interna de Operai en los mejores casos de uso para O1, Joe Casson, un ingeniero de soluciones en OpenAI, demostró cómo O1-Mini podría resultar útil para analizar el máximo beneficio en una llamada cubierta, una estrategia de negociación financiera. Casson también mostró cómo la versión de vista previa de O1 podría ayudar a alguien razonar a través de cómo crear un plan de expansión de la oficina.

Operai dice que el modo Pro de O1, una “versión de O1 que utiliza más cómputo para pensar más y proporcionar respuestas aún mejores a los problemas más difíciles”, es mejor para un razonamiento complejo, como crear un algoritmo para el pronóstico financiero utilizando modelos teóricos o generar un resumen de investigación de varias páginas en tecnologías emergentes.

O3 y O3-Mini

Los modelos pequeños han estado ganando tracción en la industria durante un tiempo como una alternativa más rápida y rentable a los modelos de base más grandes. Operai lanzó su primer modelo pequeño, O3 Mini, en enero, solo semanas después de que la startup de la startup china Butterfly Effect debutó el R1 de Deepseek, que conmocionó a Silicon Valley, y los mercados, con sus precios asequibles.

Openai dijo que 03 Mini es el “modelo más rentable” en su serie de razonamiento. Está destinado a manejar preguntas complejas, y Openai dijo que es particularmente fuerte en ciencias, matemáticas y codificación.

Julian Goldie, un influencer de las redes sociales que se centra en la estrategia de SEO, dijo en una publicación sobre el medio que O3 “brilla en tareas de desarrollo rápido” y es ideal para tareas de programación básicas en HTML y CSS, funciones simples de JavaScript y la construcción de prototipos rápidos. También hay una versión “mini alta” del modelo que, según él, es mejor para la “codificación y lógica compleja”, aunque tenía algunos problemas de control.

En abril, Openai lanzó una versión completa de O3, que llama “nuestro modelo de razonamiento más poderoso que empuja la frontera a través de la codificación, matemáticas, ciencias, percepción visual y más”.

Operai dice que el O3 se usa mejor para “tareas complejas o de múltiples pasos”, como la planificación estratégica, la codificación extensa y las matemáticas avanzadas.

O4 mini

Operai lanzó otro modelo más pequeño, el O4 Mini, en abril. Dijo que está “optimizado para un razonamiento rápido y rentable”.

La compañía dijo que logra un rendimiento notable para el costo, especialmente en “Matemáticas, codificación y tareas visuales”. Fue el modelo de referencia con mejor rendimiento en el examen de matemáticas de invitación estadounidense en 2024 y 2025.

O4 Mini, y su mini versión, son excelentes para un razonamiento rápido y más sencillo. Son buenos para acelerar cualquier tarea de razonamiento cuantitativo que encuentre durante su día. Si está buscando un trabajo más profundo, opte por O3.

Scott Swingle, alumbre de DeepMind y fundador de la compañía de herramientas de desarrolladores con IA Abante AI, probó O4 con un problema de Euler, una serie de problemas computacionales desafiantes lanzados cada semana más o menos. Dijo en una publicación sobre X que O4 resolvió el problema en 2 minutos y 55 segundos, “Mucho más rápido que cualquier solucionador humano. Solo 15 personas pudieron resolverlo en menos de 30 minutos”.

Operai dice que el O4 Mini se usa mejor para “tareas técnicas rápidas”, como consultas rápidas relacionadas con STEM. Dice que también es ideal para el razonamiento visual, como extraer puntos de datos clave de un archivo CSV o proporcionar un resumen rápido de un artículo científico.