Calculating Nature
As spring unlocks Sweden’s wild rivers, legendary kayaker and National Geographic Explorer Lars Larsson embarks on a groundbreaking expedition – one that merges extreme adventure with cutting-edge technology.
More than just navigating class V rapids, Calculating Nature reveals a new way of exploring the wilderness. Using AI, advanced mapping, and predictive algorithms, Lars and his team decode the river’s secrets—analyzing flow patterns, scouting optimal routes, and building an interactive digital map for future adventurers.
The challenge: Can technology outthink nature? And what happens when a computer-generated route collides with the raw, unpredictable force of a raging spring river?
The vision: For over 25 years, Lars has dreamt of creating the ultimate Swedish whitewater guide—a fully digital, interactive resource to help kayakers navigate and experience the best rivers in the world. Thanks to AI-driven analysis and supercomputing power, that dream is within reach.
With a career spanning over 70 first descents, national championships, and decades of exploration, Lars is a pioneer of the sport. This episode isn’t just about running rivers—it’s about rewriting the rules of adventure.
Calculating Nature delivers a visually spectacular, high-stakes journey that blends adrenaline, scientific discovery, and digital innovation with Sweden's majestic landscape as a backdrop—a perfect alignment for audiences passionate about adventure, exploration, and the future of outdoor sports.

Lars Larsson is one of Sweden’s most experienced whitewater paddlers and instructors, with over 30 years on the water. A Swedish champion in freestyle and kayak cross, he represented Sweden on the national freestyle team for a decade.

Lars Larsson has paddled across five continents, but his true expertise lies in exploring Sweden’s uncharted waterways, where he has mastered the art of discovering the unknown. A National Geographic Explorer and Fellow of The Explorers Club in New York, he continues to push the boundaries of adventure. Read more about his latest expeditions at forspaddling.se.

For Lars, exploration goes beyond paddling—it's about merging adventure with data to uncover Sweden’s best whitewater routes. Using Uppsala’s supercomputer and his own field data, he analyzes river dynamics, tests them firsthand, and transforms discoveries into an interactive digital guide for future explorers.
Logline: Set against the breathtaking landscapes of Jämtland, Sweden, two elite kayakers—Lars Larsson, an explorer and meticulous planner, and Honza, a fearless Czech hydrology engineer—embark on an ambitious expedition. With Lars’s sister, Elisabeth, a data scientist from Uppsala University, they merge human intuition with cutting-edge AI to push the boundaries of whitewater exploration. As nature challenges their calculations, tensions rise between logic and instinct, control and chaos. Their journey will test not only their limits but also the very idea of whether nature can truly be predicted—or if it must be embraced on its own terms.
Synopsis: "Calculate Nature" follows Lars Larsson, a professional kayaker renowned for his strategic approach to uncharted waters, who thrives on analyzing every twist and turn. Enter Honza, a young Czech kayaker and a highly skilled hydrology engineer, bringing a different energy to the expedition—a fearless thrill-seeker with the expertise to back it up. While Lars relies on his instinct and deep-rooted experience, Honza fuses his love for adventure with cutting-edge knowledge of fluid dynamics, turning water flow into precise models. He doesn’t just ride the waves—he deciphers them. Their strengths don’t compete; they complement each other, pushing the boundaries of exploration further than either could alone.
When Lars invite his sister, Elisabeth, a brilliant data scientist from Uppsala University, they embark on an ambitious project: to merge human intuition, engineering precision, and AI-driven analytics to uncover Sweden’s greatest first-descent whitewater routes. Lars provides decades of firsthand knowledge, Honza refines the raw data with sophisticated hydrological models, and Elisabeth feeds it all into one of the most powerful supercomputers in the world, searching for hidden paths through nature’s most formidable waters.
But can technology ever truly predict the wild? As they navigate Jämtland’s most untamed rivers, they are faced with challenges that no algorithm can foresee. What happens when the AI's "perfect descent" collides with the raw, unpredictable forces of nature? Can they rely on science, or must they trust their instincts when the stakes are highest?
Through exhilarating descents, stunning landscapes, and moments of triumph and doubt, Calculate Nature is a story of pushing limits, embracing the unknown, and redefining exploration in an era where adventure and technology intersect like never before.
Target Audience: adventure seekers, tech enthusiasts, outdoor and documentary lovers drawn to the fusion of inspirational sports, nature and AI. It explores the balance between instinct and technology while showcasing breathtaking landscapes and the thrill of discovery. A film for those who embrace the unknown and push the limits of exploration.
Visual Style: Calculate Nature is a cinematic journey that blends breathtaking natural beauty, high-adrenaline adventure, and cutting-edge science. Sweeping drone shots will showcase the untamed majesty of Jämtland—from towering waterfalls to vast, glacial-fed rivers winding through dense forests.
The whitewater sequences will be visceral and immersive, placing the audience inside the rapids through dynamic POV shots, slow-motion captures of precision maneuvers, and intense close-ups of the kayakers battling the sheer power of the water. The camera will capture every drop, every spray, every heart-stopping moment as they navigate nature’s raw unpredictability.
To contrast the adventure, data visualization overlays will bring Elisabeth’s AI-driven insights to life—projecting hydrology models, water flow simulations, and terrain analytics onto real-world landscapes. These elements will weave science into the narrative, visually illustrating how big data meets the chaos of the wild.
The film’s intimate character moments—campfire reflections, strategic discussions, and moments of doubt or triumph—will be shot in a natural, documentary style, emphasizing the emotional stakes of the journey. Whether it’s the exhilaration of discovery, the tension of uncertainty, or the awe of untouched nature, Calculate Nature will immerse viewers in the fine balance between technology and the wild, logic and instinct, control and surrender.
"Calculate Nature" is more than just an adventure white water film - it’s a thought-provoking journey into the intersection of human skill, artificial intelligence, and the untamed forces of nature. It’s a story about pushing boundaries, confronting fears, and embracing the unknown. In the end, it’s not just about finding new rivers—it’s about redefining what exploration truly means in an age where technology and the wild collide.
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Anders Klapp
Producer/Director
+46 706 21 15 00
anders@klapp.se
Robin Trygg
Producer
+46 70 401 89 61
info@robintrygg.com
Frederic Liberman
Producer
+46 70456 94 45
fredericliberman@gmail.com
Agnes Klapp
Director/Editor
+46 701 64 63 25
agnes@klapp.se