AI and Games

AI and Games is a crowdfunded show and needs your support. You can support this series on Paypal, KoFi and Patreon: http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames http://www.patreon.com/ai_and_games You can follow AI and Games on Facebook and Twitter: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames Learn more about the making of this video on Patreon: https://www.patreon.com/posts/ -- In the first of a series I take a look at the AI behind Creative Assembly's 'Total War' franchise. Breaking down the trinity of AI systems required for the game to function by managing combat units, combat strategy and diplomacy in war torn Japan. -- Music in this episode (in order of appearance). The following tracks from the Shogun: Total War Soundtrack: "Tension 5" "Tension 1" "Mobilize 1" "Battle 2" "Frontend" "Battle 1" "Battle 3" "Mobilize 3" "Win 3" The following tracks from the Medieval: Total War Soundtrack: "Euro Battle 1"

AI and Games is a crowdfunded show and needs your support. You can help fund this series on Paypal, KoFi and Patreon (where you can get access to additional content). http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames http://www.patreon.com/ai_and_games You can follow AI and Games on Facebook and Twitter: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames Learn more about the making of this video on Patreon: https://www.patreon.com/posts/ -- In part two of the Total War series I take a look at the evolution of the franchise from Rome: Total War all the way to Napoleon: revamped game engines, the rise of the modding community and new AI systems. All of which had some bumps in the road along the way. -- Music in this episode (in order of appearance): "Euro Battle 1" from the Medieval: Total War soundtrack "Soldiers Chant" from the Rome: Total War soundtrack "Main Theme" & "Naval Battle I" from the Empire: Total War soundtrack "Napoleon Bonaparte" from the Napoleon: Total War soundtrack

AI and Games is a crowdfunded show and needs your support. You can help fund this series on Paypal, KoFi and Patreon (where you can get access to additional content). http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames http://www.patreon.com/ai_and_games You can follow AI and Games on Facebook and Twitter: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames Learn more about the making of this video on Patreon: https://www.patreon.com/posts/ai-of-total-war-16800992 -- In part three of the Total War series I take a look at one of the biggest innovations not just in the franchise, but in game AI development. The implementation of the Monte Carlo Tree Search algorithm in Total War: Rome II. -- Music in this episode (in order of appearance): "Brave Romans" from the Total War: Rome II soundtrack "Attack of the West" from the Total War: Shogun 2 soundtrack "Imperia" "Main Menu" "Praetorian" from the Total War: Rome II soundtrack

Support my videos on Patreon: http://www.patreon.com/ai_and_games Tip Me At: http://www.paypal.me/AIandGames Like AI and Games on Facebook: http://www.facebook.com/AIandGames Follows me on Twitter: http://www.twitter.com/AIandGames -- This AI 101 gives a brief overview of the logic behind the Monte Carlo Tree Search algorithm. If you need to refer back to the Foundation series of AI 101, check out this playlist: https://www.youtube.com/playlist?list=PLokhY9fbx05d8LnVH6m6p3FX7ZcYUegAm

AI and Games is a crowdfunded show and needs your support. You can help fund this series on Paypal, KoFi and Patreon (where you can get access to additional content). http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames http://www.patreon.com/ai_and_games You can follow AI and Games on Facebook and Twitter: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames Learn more about the making of this video on Patreon: https://www.patreon.com/posts/ -- In part four of the Total War series I take a look at improvements made to the Monte Carlo Tree Search algorithm as well as the diplomacy AI personalities that reside within Total War: Attila. -- Music in this episode (in order of appearance): "Scourge of God" "Main Menu" "Warriors of Ahura" "Attack of the West" from the Total War: Attila soundtrack "Skirmish" from the Total War: Warhammer soundtrack

AI and Games is a crowdfunded show and needs your support. You can help fund this series on Paypal, KoFi and Patreon (where you can get access to additional content). http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames http://www.patreon.com/ai_and_games You can follow AI and Games on Facebook and Twitter: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames Learn more about the making of this video on Patreon. https://www.patreon.com/ai_and_games -- In part five of the Total War series I look at the Siege AI subsystem. A specific AI component of the combat AI aimed at attacking fortified settlements. I give an overview and history of how it has worked previously alongside how it was revamped for Total War: Warhammer. -- Music in this episode (in order of appearance): "Vampire Count Skirmish" "Skrimish" "Deployment" "Main Menu" from the Total War: Warhammer soundtrack "The Old Soldier's Return" from the Total War: Three Kingdoms cinematic trailer.

With Google DeepMind's StarCraft 2 research in full swing, we take a look at why AI researchers are interested in RTS games and the established body of work in this field over the past 15-20 years. CORRECTION: The BWAPI was originally released by Michal "Kovarex" Kovarik and later handled by Adam Heinermann. Apologies for any confusion. Learn more about the AI competitions and API's via the links below: The StarCraft AI Competition: https://www.cs.mun.ca/~dchurchill/starcraftaicomp/ http://www.twitter.com/StarCraftAIComp The Student StarCraft AI Competition https://sscaitournament.com/ http://www.twitter.com/SSCAIT The StarCraft 2 Learning Environment (SC2LE) https://deepmind.com/blog/deepmind-and-blizzard-open-starcraft-ii-ai-research-environment/ The Brood War API https://github.com/bwapi/bwapi StarCraftAI.com, which gives an overview and tutorials on many of the topics behind bot construction http://www.starcraftAI.com Chapters [00:00] Introduction [01:44] About StarCraft [04:30] Early RTS AI Research [08:44] Starcraft AI Competition [15:32] SSCAIT [17:02] Vs Humans [18:27] Google DeepMind [21:50] Closing -- AI and Games is a crowdfunded show and needs your support. You can help fund this series on Paypal, KoFi and Patreon (where you can get access to additional content). http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames http://www.patreon.com/ai_and_games You can follow AI and Games on Facebook and Twitter: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames Learn more about the making of this video on Patreon. https://www.patreon.com/ai_and_games A written version of this video is available on both AIandGames.com and Medium: https://medium.com/@t2thompson/zerg-rush-a-history-of-starcraft-ai-research-4478759a3c53 https://aiandgames.com/zerg-rush-starcraft-ai/ -- Music in this episode (in order of appearance): "Main Title Theme" "Terran One" "Protoss" "Fi

AI and Games is a crowdfunded show and needs your support. You can help fund this series on Paypal, KoFi and Patreon (where you can get access to additional content). http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames http://www.patreon.com/ai_and_games You can follow AI and Games on Facebook and Twitter: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames Learn more about the making of this video on Patreon. https://www.patreon.com/ai_and_games A written version of this video is available on both AIandGames.com and Medium: https://medium.com/@t2thompson/are-mobas-the-future-of-ai-research-de17000d2210 https://aiandgames.com/ai-research-moba/ -- Multiplayer Online Battle Arena's (MOBAs) are one of the biggest genres in modern gaming. I take a look at the potential MOBAs have to become the next big thing in AI research and some of the work that's already been achieved in academia and corporate R&D. -- Research papers highlighted in this video: Off The Beaten Lane: AI Challenges In MOBAs Beyond Player Control Michael Cook, Adam Summerville & Simon Colton https://arxiv.org/pdf/1706.03122.pdf Draft-Analysis of the Ancients: Predicting Draft Picks in DotA 2 Using Machine Learning Adam Summerville, Michael Cook & Ben Steenhuisen https://aaai.org/ocs/index.php/AIIDE/AIIDE16/paper/view/14075 Data-driven Recommendation Systems for Multiplayer Online Battle Arenas Rohit Bhattacharya & Azwad Sabik http://azwadsabik.com/projects/representation_learning_report.pdf Skill-Based Differences in Spatio-Temporal Team Behavior in Defence of The Ancients 2 (DotA 2) Anders Drachen, Matthew Yancey, John Maguire, Derrek Chu, Iris Yuhui Wang, Tobias Mahlmann, Matthias Schubert & Diego Klabjan https://arxiv.org/ftp/arxiv/papers/1603/1603.07738.pdf Esports Analytics Through Encounter Detection Matthias Schubert, Anders Drachen & Tobias Mahlmann http://www.sloansportsconference.com/wp-content/uploads/2016

Sure Footing is out now on Steam and Itch.io: https://store.steampowered.com/app/670730/Sure_Footing https://tableflipgames.itch.io/sure-footing You can expect to see Sure Footing available on Nintendo Switch, Xbox One and mobile platforms in 2019. You can keep up to date with Sure Footing's development on its own YouTube channel, as well as on Twitter, Facebook and Discord: https://www.youtube.com/channel/UCjG7y5Iw4TLHcK6ckuqUj_A http://www.twitter.com/SureFootingGame http://www.twitter.com/TableFlipGames http://www.facebook.com/TableFlipGames https://discord.gg/mDBgS82 -- Some more Sure Footing information for you: The Sure Footing Press Page: http://www.tableflipgames.co.uk/press/sheet.php?p=sure_footing Sure Footing at the AIIDE 2015 Conference: http://www.youtube.com/watch?v=gal1-lOmwBQ Sure Footing at the 2015 PROCJAM: http://www.youtube.com/watch?v=l8A5arWkTh4 The 2016 research paper covering the first phase of the PCG system. http://www.t2thompson.com/wp-content/uploads/2016/06/footing-fdg-16.pdf -- AI and Games is a crowdfunded show and needs your support. You can help fund this series on Paypal, KoFi and Patreon (where you can get access to additional content). http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames http://www.patreon.com/ai_and_games You can follow AI and Games on Facebook and Twitter: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames Learn more about the making of this video on Patreon. https://www.patreon.com/ai_and_games A written version of this video is available on both AIandGames.com and Gamasutra: http://aiandgames.com/sure-footing/ http://www.gamasutra.com/blogs/TommyThompson/20180627/320851/Keep_Running__Procedural_Level_Generation_in_Sure_Footing.php -- In a first for the series, I look at a video game that I actually made! Sure Footing's procedural level generation system started out as an academic research project and is now a multipl

AI and Games is a crowdfunded show and needs your support. You can help fund this series on Paypal, KoFi and Patreon (where you can get access to additional content). http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames http://www.patreon.com/ai_and_games You can follow AI and Games (and me) on Facebook and Twitter: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames http://www.twitter.com/GET_TUDA_CHOPPA A written version of this video is available on both AIandGames.com and Gamasutra: http://aiandgames.com/specops-theline/ http://www.gamasutra.com/blogs/TommyThompson/20180709/321286/Heart_of_Darkness__Behind_the_AI_and_Storytelling_of_Spec_Ops_The_Line.php -- Spec Ops: The Line is a cult classic shooter from 2012 that defies expectations of what we expect in the third-person cover shooters. Special thanks to Jörg Reisig (AI programmer on Spec Ops: The Line) who provided a lot of background information that was instrumental to the final video. Patrons can watch the full interview with Jörg over on Patreon http://www.patreon.com/posts/19898716 You can follow Jörg on Twitter at: https://twitter.com/_chorge In addition, be sure to follow Jörg as an indie developer as he works on his game 'The Fermi Paradox'. https://twitter.com/FermiGame -- Images used in this episode are taken from the following presentation: "Design-Driven AI in Spec Ops: The Line" Game AI Conference 2012 Presented by Daniel Kollman and Jorg Reisig. Text excerpt lifted from "Significant Zero" by Walt Williams http://www.simonandschuster.com/books/Significant-Zero/Walt-Williams/9781501129957 Music in this episode is all taken from the Spec Ops: The Line Soundtrack by Elia Cmíral. -- Some useful links for those seeking advice and guidance on post traumatic stress disorder and other mental health problems: UK & EU == Mind - a mental health charity http://www.mind.org.uk/ PTSD.org - a charity based in Scotland

AI and Games is a crowdfunded show and needs your support. You can help fund this series on Paypal, KoFi and Patreon (where you can get access to additional content). http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames http://www.patreon.com/ai_and_games You can follow AI and Games (and me) on Facebook and Twitter: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames http://www.twitter.com/GET_TUDA_CHOPPA A written version of this video is available: The AI and Games website: http://aiandgames.com/doom2016 Gamasutra: http://gamasutra.com/blogs/TommyThompson/20180806/323715/Cyber_Demons__The_AI_of_DOOM_2016.php -- DOOM's return in 2016 thrilled audiences as it married modern design sensibilities with a reverence for classic shooter gameplay. In this video I reveal how Hierarchical Finite State Machines make it all work and how 2011's Rage paved the way for DOOM's AI systems. Chapters [00:00] Introduction [02:11] Push Forward Combat & Combat Chess [04:22] 'Call of DOOMY' [06:14] DOOM's AI Systems [11:36] Designing DOOM [18:36] Closing -- Videos used in this episode are taken from the following: 'DOOM Resurrection [Part 1]: To Hell and Back' by NoClip https://www.youtube.com/watch?v=PS6SBnccxMA 'Embracing Push Forward Combat in DOOM' GDC 2018 https://www.youtube.com/watch?v=2KQNpQD8Ayo 'Bringing Hell to Life: AI and Full Body Animation in DOOM' https://www.youtube.com/watch?v=3lO1q8mQrrg -- Soundtrack for this episode is the following tracks from the DOOM Soundtrack by Mick Gordon. - "MasterMind' - 'Hellwalker' - 'Harbinger' - 'BFG Division' - 'Biowaves' #DOOM #DOOMEternal #DOOM64

AI and Games is a crowdfunded show and needs your support. You can help fund this series on Paypal, KoFi and Patreon (where you can get access to additional content). http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames http://www.patreon.com/ai_and_games You can follow AI and Games (and me) on Facebook and Twitter: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames http://www.twitter.com/GET_TUDA_CHOPPA A written version of this video is available: The AI and Games website: http://aiandgames.com/tomb-raider/ Medium: https://medium.com/@t2thompson/tombraider-60682f8fe36f -- Tomb Raider: Underworld may well be over a decade old, but it's home to a number of exciting research projects that sought to understand how players play the game once it is released to market. -- Research papers referenced in this episode are listed below: - Drachen, A., & Canossa, A. (2009). Analyzing spatial user behavior in computer games using geographic information systems. In Proceedings of the 13th international MindTrek conference: Everyday life in the ubiquitous era (pp. 182-189). ACM. https://www.researchgate.net/profile/Alessandro_Canossa/publication/307476789_Analyzing_User_Behavior_in_Digital_Games/links/5a1ee55b0f7e9b9d5e005056/Analyzing-User-Behavior-in-Digital-Games.pdf - Drachen, A., Canossa, A., & Yannakakis, G. N. (2009). Player modeling using self-organization in Tomb Raider: Underworld. In Computational Intelligence and Games, 2009. CIG 2009. IEEE Symposium on (pp. 1-8). IEEE. http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.456.4596&rep=rep1&type=pdf - Mahlmann, T., Drachen, A., Togelius, J., Canossa, A., & Yannakakis, G. N. (2010). Predicting player behavior in Tomb Raider: Underworld. In Computational Intelligence and Games (CIG), 2010 IEEE Symposium on (pp. 178-185). IEEE. http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.180.6405&rep=rep1&type=pdf - Sifa, R., Drachen, A.,

AI and Games is a crowdfunded show and needs your support. You can help fund this series on Paypal, KoFi and Patreon (where you can get access to additional content). http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames http://www.patreon.com/ai_and_games You can follow AI and Games (and me) on Facebook, Twitter and Instagram: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames http://www.twitter.com/GET_TUDA_CHOPPA http://www.instagram.com/aiandgames/ A written version of this video is available on Gamasutra: http://gamasutra.com/blogs/TommyThompson/20180906/325967/Primal_Instinct__Companion_AI_in_Far_Cry_Primal.php As well as the AI and Games website: https://aiandgames.com/farcryprimal/ -- Far Fry Primal introduces a new mechanic that allows players to tame wild animals and use them as weapons in their battle for Oros Valley. In this video I take a look at the history of the companion AI systems and the problems faced along the way. This video is inspired by Chris Seddon's Nucl.AI 2016 talk "Animal House: Creating Systemic Animal Companions in Far Cry Primal" -- Far Cry 4 footage used in this episode is taken from the following: Far Cry 4: Story Trailer https://www.youtube.com/watch?v=xI6uV47jKME Far Cry 4 - The Legend of Kalinag - Movie Edition https://www.youtube.com/watch?v=AQpqbKdV6JM -- Soundtrack for this episode is the following tracks from the Far Cry Primal Soundtrack by Jason Graves. - Main Theme (Extended) - The Mammoth Hunt - Prowl of the Snowblood Wolves #gamedev #AI #FarCry

AI and Games is a crowdfunded show and wouldn't be possible wthout the wonderful people who support it on Patreon. http://www.patreon.com/ai_and_games http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames You can vote for new AI 101 topics on patreon now at: https://www.patreon.com/posts/21904062/ Get yourself an AI and Games t-shirt over on Teespring! https://teespring.com/stores/aiandgames You can follow AI and Games (and me) on Facebook, Twitter and Instagram: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames http://www.instagram.com/aiandgames/ http://www.twitter.com/GET_TUDA_CHOPPA -- In this first of a new series of AI 101 I take a look at navigation meshes: what they are, how they work and how some AAA games exploit them in some pretty interesting ways. Special thanks to Pauline (The Kebab Dude), Matt (DarkCnix) and Jack (Milk D Seahorse) for helping out filming footage of Tom Clancy's The Division. -- If you're interested in learning more about navigation meshes here are some links to some resources you might find useful: - Theory and Overview of Navigation Meshes https://en.wikipedia.org/wiki/Navigation_mesh https://www.gamedev.net/articles/programming/artificial-intelligence/navigation-meshes-and-pathfinding-r4880/ https://developer.valvesoftware.com/wiki/Navigation_Meshes - Nav Meshes in Unity https://unity3d.com/learn/tutorials/topics/navigation/nav-meshes https://www.youtube.com/watch?v=rKGq42FMV8c&list=PLokhY9fbx05dodzlBfYsKrUSVk5oVactQ - Nav Meshes in Unreal Engine 4 https://docs.unrealengine.com/en-us/Resources/ContentExamples/NavMesh/1_1 https://docs.unrealengine.com/en-us/Resources/ContentExamples/NavMesh - Recast and Detour https://github.com/recastnavigation/recastnavigation -- Games in this episode (in order of appearance): - Watchdogs - Tom Clancy's Ghost Recon Wildlands - Grand Theft Auto V - Tom Clancy's The Division - Assassin's Creed Unity - DOOM

AI and Games is a crowdfunded show and wouldn't be possible wthout the wonderful people who support it on Patreon. https://www.patreon.com/posts/22116442 http://www.paypal.me/AIandGames http://www.ko-fi.com/AIandGames Learn more about the making of this video, get notes from my research and video prep over on patreon now: Get yourself an AI and Games t-shirt over on Teespring! https://teespring.com/stores/aiandgames You can follow AI and Games (and me) on Facebook, Twitter and Instagram: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames http://www.instagram.com/aiandgames/ http://www.twitter.com/GET_TUDA_CHOPPA -- I return to the Halo universe and build on my existing video on the behaviour tree AI of Halo 2, to discuss how Halo 3 manages large-scale infantry combat. You can read the article based on this video at: http://www.aiandgames.com/halo3 http://gamasutra.com/blogs/TommyThompson/20181022/328891/Combat_Evolved__Encounter_Design_in_Halo_3.php -- Music in this video (in order): 'Finish the Fight' - Halo 3 OST 'Impart' - Halo 2 Anniversary OST 'Greatest Journey' - Halo 3 OST 'Never Forget' - Halo 3 OST #gamedev #AI #Halo

AI and Games is a crowdfunded show and wouldn't be possible wthout the wonderful people who support it on Patreon. https://www.patreon.com/posts/disposable-ai-in-22551835 Vote on the next episode of Design Dive at: https://www.patreon.com/posts/22568851 -- As the 100th armistice day looms, I figured what better time to raise this difficult topic. Design Dive is back with a new episode looking at how we employ non-player characters in games based on real-world conflict. -- Get yourself an AI and Games t-shirt over on Teespring! https://teespring.com/stores/aiandgames You can follow AI and Games (and me) on Facebook, Twitter and Instagram: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames http://www.instagram.com/aiandgames/ http://www.twitter.com/GET_TUDA_CHOPPA -- Video Footage at the opening of this video: "Nov 11, 1918 - Scenes in Paris, France on Armistice Day" https://www.youtube.com/watch?v=QOXv5-a8pvg Music in this video (in order): 'Music Theme 1' - Battlefield V OST 'Main Theme' - Battlefield 1 OST 'Disposable Heroes' - Metallica 'Little Trinketry' - Valiant Hearts OST 'A Brotherhood of Heroes' - Call of Duty WWII OST #Armistice100 #BattlefieldV #GameDesign

In part 1 of my analysis of Tom Clancy's The Division, I look at the AI systems built to create enemy combatants and the design philosophies that drove them. -- AI and Games is a crowdfunded show and wouldn't be possible wthout the wonderful people who support it on Patreon. Learn more about the making of this video, get notes from my research and video prep over on patreon now: https://www.patreon.com/posts/ai-of-tom-part-1-22940065 You can read the article based on this video on AIandGames.com and Gamasutra: https://aiandgames.com/the-division1 http://www.gamasutra.com/blogs/TommyThompson/20181203/331725/Enemy_AI_Design_in_Tom_Clancys_The_Division.php -- Get yourself an AI and Games t-shirt over on Teespring! https://teespring.com/stores/aiandgames You can follow AI and Games (and me) on Facebook, Twitter and Instagram: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames http://www.instagram.com/aiandgames/ http://www.twitter.com/GET_TUDA_CHOPPA -- Music in this video (in order) from The Division soundtrack: - Prologue - We Are The Division - The Garden - Dyer #TheDivision #gamedev #AI

In part 2 of my analysis of Tom Clancy's The Division, I look at how the AI systems I discussed in part 1 actually run online and what a players version of the game needs to do to synchronise with it. Plus I look at how enemy AI is balanced throughout the game world and how AI players were used to test missions in The Division during development. -- AI and Games is a crowdfunded show and wouldn't be possible wthout the wonderful people who support it on Patreon. Learn more about the making of this video, get notes from my research and video prep over on patreon now: https://www.patreon.com/posts/ai-of-tom-part-2-22984895 You can read the article based on this video at: https://aiandgames.com/the-division2/ http://www.gamasutra.com/blogs/TommyThompson/20181210/332298/How_Tom_Clancys_The_Division_Manages_AI_Online.php -- Get yourself an AI and Games t-shirt over on Teespring! https://teespring.com/stores/aiandgames You can follow AI and Games (and me) on Facebook, Twitter and Instagram: http://www.facebook.com/AIandGames http://www.twitter.com/AIandGames http://www.instagram.com/aiandgames/ http://www.twitter.com/GET_TUDA_CHOPPA -- Music in this video (in order) from The Division soundtrack: - Precinct - Safehouse - Take Back New York #TheDivision2 #gamedev #AI