#  @sanjeevs_iitr Sanjeev Sharma Sanjeev Sharma posts on X about india, in the, elon musk, ai the most. They currently have [-----] followers and [---] posts still getting attention that total [------] engagements in the last [--] hours. ### Engagements: [------] [#](/creator/twitter::850210820021641216/interactions)  - [--] Week [------] +95,577% - [--] Months [------] +144% - [--] Year [-------] -96% ### Mentions: [--] [#](/creator/twitter::850210820021641216/posts_active)  - [--] Week [--] +1,200% - [--] Months [--] +157% - [--] Year [--] -61% ### Followers: [-----] [#](/creator/twitter::850210820021641216/followers)  - [--] Week [-----] +2.40% - [--] Months [-----] +4.40% - [--] Year [-----] +5.80% ### CreatorRank: [-------] [#](/creator/twitter::850210820021641216/influencer_rank)  ### Social Influence **Social category influence** [countries](/list/countries) 35% [celebrities](/list/celebrities) 13% [stocks](/list/stocks) 2% [automotive brands](/list/automotive-brands) 2% [social networks](/list/social-networks) 1% [technology brands](/list/technology-brands) 1% [finance](/list/finance) 1% **Social topic influence** [india](/topic/india) 35%, [in the](/topic/in-the) 22%, [elon musk](/topic/elon-musk) 13%, [ai](/topic/ai) 12%, [we are](/topic/we-are) 9%, [the most](/topic/the-most) 9%, [night](/topic/night) 7%, [the world](/topic/the-world) 7%, [based](/topic/based) 7%, [environment](/topic/environment) 6% **Top accounts mentioned or mentioned by** [@swaayatt](/creator/undefined) [@elonmusk](/creator/undefined) [@anandmahindra](/creator/undefined) [@narendramodi](/creator/undefined) [@pmoindia](/creator/undefined) [@drdoindia](/creator/undefined) [@darpa](/creator/undefined) [@rntata2000](/creator/undefined) [@yogeshkhakre](/creator/undefined) [@1debaratisen](/creator/undefined) [@bhopalbscdcl](/creator/undefined) [@deepeigen](/creator/undefined) [@nitingadkari](/creator/undefined) [@mionwang](/creator/undefined) [@bnest5](/creator/undefined) [@schandramauli](/creator/undefined) [@mohitdubey](/creator/undefined) [@bnestbpl](/creator/undefined) [@dkhos](/creator/undefined) [@johnkrafcik](/creator/undefined) **Top assets mentioned** [Tesla, Inc. (TSLA)](/topic/tesla) ### Top Social Posts Top posts by engagements in the last [--] hours "Our vehicle Swaayatt-1 Autonomous driving at @BNest5 campus today. @YogeshKhakre @schandramauli @1DebaratiSen. We are preparing for full highway autonomous driving in the month of June and July. Next: Night driving at @BNest5 Campus. @bhopal_bscdcl @swaayatt @mohitdubey" [X Link](https://x.com/sanjeevs_iitr/status/1007097682811281408) 2018-06-14T03:09Z [----] followers, [--] engagements "Swaayatt-1 navigating autonomously during motion planning & steering controller calibration test. One of our last test runs b4 we run our vehicle at speeds upto [--] KMPH on Indian highways. @1DebaratiSen @bnestbpl @YogeshKhakre @bhopal_bscdcl @mohitdubey https://youtu.be/OocIOD4hZw4 https://youtu.be/OocIOD4hZw4" [X Link](https://x.com/anyuser/status/1015746247704043520) 2018-07-07T23:55Z [----] followers, [--] engagements "I was invited as a speaker at TIA Summit July [--]. Title of my talk was "Enabling Driverless Mobility: A Vision Towards Sustainable India" Thnx Jan Kunne for inviting me & @1DebaratiSen Ma'am for all opportunities @bnestbpl @bhopal_bscdcl @YogeshKhakre http://www.tiasummit.com http://www.tiasummit.com" [X Link](https://x.com/sanjeevs_iitr/status/1021321237358731264) 2018-07-23T09:08Z [----] followers, [--] engagements "Glad to announce that we're part of BBC Click's (@BBCClick) live show in Delhi --- this is Click's first live show in Asia. Our self-driving vehicle demo and technology will be covered in this show in Delhi. Special thanks to David Reid :) @1DebaratiSen http://www.bbc.co.uk/showsandtours/shows/date/click_delhi http://www.bbc.co.uk/showsandtours/shows/date/click_delhi" [X Link](https://x.com/sanjeevs_iitr/status/1032916470701817856) 2018-08-24T09:04Z [----] followers, [--] engagements "I have been invited as a Keynote Speaker by Dept. Of Computer Science at IIT Kharagpur. Hosted by the Autonomous Vehicles Research Group at IIT Kgp. I will be speaking at IIT Kgp's initiative and their workshop on AI for Social Good :) Oct 6-7. http://Up.AI http://Up.AI" [X Link](https://x.com/sanjeevs_iitr/status/1037991605045579776) 2018-09-07T09:10Z [----] followers, [--] engagements "Received the top [--] Under [--] Data Scientist in India Award yesterday at the Machine Learning Developers Summit 2019" [X Link](https://x.com/anyuser/status/1091104981761970176) 2019-01-31T22:44Z [----] followers, [--] engagements "DGN-I working on Indian roads @ [--] GFlops the fastest DNN [--] such tasks @elonmusk @dkhos @sundarpichai @satyanadella @johnkrafcik @mtbarra @hakan_samuel @NVIDIADRIVE @NVIDIAAI @UberATG @anandmahindra @RNTata2000 @narendramodi @swaayatt #deeplearning #AutonomousVehicles #ADAS" [X Link](https://x.com/anyuser/status/1251842002091556864) 2020-04-19T11:56Z [----] followers, [--] engagements "Testing our generalized semantic segmentation and obstacles detection algorithm (DGN-I) on sub-urban roads in #India #autonomousdriving #autonomousvehicles #deeplearning Computations: [-----] GFlops @elonmusk @anandmahindra @johnkrafcik @RNTata2000 @dkhos @swaayatt" [X Link](https://x.com/sanjeevs_iitr/status/1405065112990281728) 2021-06-16T07:30Z [----] followers, [--] engagements "In [----] I taught an #ML course @swaayatt. It's available as 7-weeks legacy course at @DeepEigen. I've decided to make it free & available to every1. From Dussehra i.e. Oct' [--] onward it will b freely available @ DeepEigen. Jai Sri Ram _/_ Best wishes [--] every1 for learning" [X Link](https://x.com/anyuser/status/1439123886730186757) 2021-09-18T07:07Z [----] followers, [--] engagements "Demo of our technology enabling precise localization for last-mile autonomous driving in our autonomous Mahindra Bolero vehicle in cluttered environment. This software we will part of our product AutonomousOne. @anandmahindra @RNTata2000 @elonmusk https://www.youtube.com/watchv=HmarMyzbmh8 https://www.youtube.com/watchv=HmarMyzbmh8" [X Link](https://x.com/sanjeevs_iitr/status/1529041364742447104) 2022-05-24T10:07Z [----] followers, [--] engagements "Autonomous driving executing U-Turns at high-speeds i.e. near-drift speeds and lane-change operations via #reinforcementlearning #AutonomousVehicles -- our tech demo at Swaayatt Robots @swaayatt @elonmusk @anandmahindra" [X Link](https://x.com/sanjeevs_iitr/status/1552575208338251776) 2022-07-28T08:42Z [----] followers, [--] engagements "Finally Times of India @TOIIndiaNews has taken a note of the incident i.e. of the attack on Swaayatt Robots its autonomous driving research vehicle. I now hope that @DGP_MP and @CP_Bhopal to whom wrote letters for an investigation will take action https://timesofindia.indiatimes.com/city/bhopal/bhopal-iitian-claims-deliberate-attack-on-his-research-ai-vehicle-cops-say-its-drunk-driving-case/articleshow/93794737.cms https://timesofindia.indiatimes.com/city/bhopal/bhopal-iitian-claims-deliberate-attack-on-his-research-ai-vehicle-cops-say-its-drunk-driving-case/articleshow/93794737.cms" [X Link](https://x.com/sanjeevs_iitr/status/1563075226191413250) 2022-08-26T08:05Z [----] followers, [--] engagements "Autonomous dodging off-roads without any human presence. This is a demonstration of pushing the limits of what is possible in off-road #autonomousdriving. In this demo we performed autonomous dodging without any human presence in our autonomous vehicle that too off-roads. In this mode collision avoidance against aggressive-stochastic-adversarial traffic is the sole responsibility of #AutonomousVehicles. Our autonomous vehicle Deep Xplorer was tasked with navigating an off-road trail avoiding both the static and dynamic obstacles. Furthermore team members on bikes introduced random" [X Link](https://x.com/sanjeevs_iitr/status/2022236773892719030) 2026-02-13T09:09Z [----] followers, 60K engagements "In newspaper today. Thanks @YogeshKhakre @schandramauli and @BNest5 for providing us the platform #AutonomousVehicles #StartupIndia @bhopal_bscdcl" [X Link](https://x.com/sanjeevs_iitr/status/1004963950419513345) 2018-06-08T05:50Z [----] followers, [--] engagements "We look forward to collaborating with you @elonmusk and @Tesla to create fully electric SAE L5 Autonomous Vehicles Here's all our demo we have done so far on unstructured Indian roads --- and see this for tech explanation --- https://www.youtube.com/watchv=pqcZtfzwtnU http://swaayatt-robots.com/techVideos.html @elonmusk We are developing self-driving technology that works in India & thus anywhere in the world as well. We are testing it on Indian highways --- https://t.co/nUzAFkyTKV Wondering if Tesla would b willing [--] collaborate to create revolutionary electric Self-Driving Vehicles" [X Link](https://x.com/sanjeevs_iitr/status/1042754114998988801) 2018-09-20T12:35Z [----] followers, [--] engagements "Meditating on Sri #Ram #siyaram Ma Kali Durga Mahadev or their forms r most powerful #meditation forms. They r 2nd to none. Evrythng else's a sub-standard. Regular meditators cn chant/listen #OM b4 meditation [--] accelerate progress. Evry form of meditation leads [--] smthng +ve" [X Link](https://x.com/sanjeevs_iitr/status/1256469790748635136) 2020-05-02T06:25Z [----] followers, [---] engagements "New demo of our deep net on a single lane road with cameras mounted on front bumper / roof of our vehicle for short / far range perception. This is a section of the road where we'lll b conducting 101KM/H #autonomousdriving demo in few months perhaps by EOY [----]. @elonmusk" [X Link](https://x.com/sanjeevs_iitr/status/1369358126735110153) 2021-03-09T18:43Z [----] followers, [--] engagements "Wishing everyone a very happy Dussehra _/_ Jai Sri Ram _/_ As I mentioned in an earlier post the ML course that I taught in [----] @swaayatt which's been available as a legacy course @DeepEigen can now be registered for free @DeepEigen. Happy learning Jai Sri Ram _/_" [X Link](https://x.com/sanjeevs_iitr/status/1448967861217628165) 2021-10-15T11:03Z [----] followers, [--] engagements "Thanks @OfficialIndiaAI for covering my and @swaayatt journey thus far and our road map going forward to enabling #autonomousdriving and #adas at scale in India and abroad. https://indiaai.gov.in/article/iitian-dropped-phd-offer-to-take-on-autonomous-driving-the-startup-story-of-swaayatt-robots https://indiaai.gov.in/article/iitian-dropped-phd-offer-to-take-on-autonomous-driving-the-startup-story-of-swaayatt-robots" [X Link](https://x.com/sanjeevs_iitr/status/1477864308839047170) 2022-01-03T04:48Z [----] followers, [--] engagements "Our new vehicle platforms r getting ready [--] both on- & off-roads autonomy demos on Indian roads. Left is new platform right our is old platform (now dedicated [--] off-roads & defense applications). Fortuner based platform will b unveiled soon for [---] KM/H #autonomousdriving demo" [X Link](https://x.com/sanjeevs_iitr/status/1499054399804510210) 2022-03-02T16:09Z [----] followers, [--] engagements "Swaayatt Robots @swaayatt has begun mapping roads/streets of India for high-precision localization of #autonomousvehicles. By end of d year we hope [--] hv operational capacity [--] achieve mapping [----] per week. This PoC was done using only a 16-Channel LiDAR http://Sq.Km http://Sq.Km" [X Link](https://x.com/sanjeevs_iitr/status/1510666725242519552) 2022-04-03T17:13Z [----] followers, [--] engagements "A short glimpse of what's about to come in Q1-2023. Single forward facing camera based ADAS + L2 Autonomous Driving features via reinforcement learning. System is being prototyped towards d end we may use two cameras. Current demos uses one GigE camera :) #autonomousdriving" [X Link](https://x.com/sanjeevs_iitr/status/1609539365524627461) 2023-01-01T13:17Z [----] followers, [---] engagements "This demos shows our campus autonomous driving software being prototyped @swaayatt showing autonomous parking execution of tight S-Curves and generic campus autonomous driving. @elonmusk @anandmahindra @nitin_gadkari Next we will b blending it w/ RL (S-MDP) @alexgkendall" [X Link](https://x.com/sanjeevs_iitr/status/1613489860169564163) 2023-01-12T10:55Z [----] followers, [---] engagements "Autonomous driving trials on urban and sub-urban roads in #india. Soon we @swaayatt exhibit in Q2-2023 autonomous driving in chaotic traffic scenarios in the cities. @elonmusk @anandmahindra @PMOIndia @DRDO_India @RNTata2000" [X Link](https://x.com/sanjeevs_iitr/status/1617125025634725890) 2023-01-22T11:40Z [----] followers, [----] engagements "Autonomous driving off-roads through dense fog using a single VLP-32C LiDAR in India. We at @swaayatt are one of the [--] companies in the world to achieve both on- and off-roads autonomy :) @elonmusk @anandmahindra @RNTata2000 @DRDO_India @DARPA @swaayatt" [X Link](https://x.com/sanjeevs_iitr/status/1621881903266820097) 2023-02-04T14:42Z [----] followers, [----] engagements "Autonomous driving through chaotic unruly traffic in #India via reinforcement learning based driving policy. The vehicle was tasked with end-effector constraints parking through such traffic -- the complexity is humongous as no one follows traffic-rules on such open environments" [X Link](https://x.com/sanjeevs_iitr/status/1629082066980859904) 2023-02-24T11:33Z [----] followers, [----] engagements "Autonomous Driving demo at Lal Bahadur Shastri National Academy of Administration campus. I was invited to give a talk on "AI & Autonomous Driving" on the 20th of March and demo our AV at the academy. Demo was done during this visit. Happy Ram Navmi Jai Sri Ram Jai Ma Kali" [X Link](https://x.com/sanjeevs_iitr/status/1641773928656797696) 2023-03-31T12:06Z [----] followers, [---] engagements "Autonomous driving off-roads at high-speeds reaching [--] KM/H on this road which is near the limit of humans driving safely on this road without risking drift or side-skids at turns. #india @PMOIndia @DARPA @DRDO_India @elonmusk @swaayatt" [X Link](https://x.com/sanjeevs_iitr/status/1645053850464796672) 2023-04-09T13:19Z [----] followers, [---] engagements "To enable #autonomousdriving in environments as unpredictable as in #India to make #autonomousvehicles globally safe we've bn testing our tech & R&D behind it in chaos. Here our vehicle is negotiating tight-dynamic-stochastic obstacles with soft lane constraints. @elonmusk" [X Link](https://x.com/anyuser/status/1697504899305451754) 2023-09-01T07:01Z [----] followers, [----] engagements "Driving where no Autonomous Vehicle has driven before At @swaayatt we have been pushing the boundary of what is considered possible in autonomous driving and proving the safety and robustness in the most adversarial traffic and complex environments imaginable for autonomous vehicles i.e. in #India #autonomousdriving #autonomousvehicles #deeplearning #reinforcementlearning @elonmusk @alexgkendall @DARPA @narendramodi @PMOIndia" [X Link](https://x.com/sanjeevs_iitr/status/1705124032880799972) 2023-09-22T07:37Z [----] followers, [----] engagements "Ability to negotiate tight stochastic-dynamic obstacles on any kind of roads and in environmental conditions is one of the key ability autonomous vehicles should demonstrated. Here our autonomous vehicle encountering one such scenario during a generic on- and off-roads autonomous driving task. Our vehicle very easily successfully negotiated this scenario while performing the autonomous navigation task. Usually in such situations typically in West AVs would come to a complete halt on the legal driving side and wait for situation to clear out -- potentially creating a deadlock -- what is" [X Link](https://x.com/sanjeevs_iitr/status/1708514019236069376) 2023-10-01T16:07Z [----] followers, [----] engagements "India should help Israel in whatever way possible including providing military assistance if needed. Israel is one of the most wonderful countries I have lived in when I was interning at the @arieluniversity and Israelis are one of the most friendliest of people. India and Israel have both been a victim of terrorism for too long. It is high time it stops now" [X Link](https://x.com/anyuser/status/1711243926051418272) 2023-10-09T04:55Z [----] followers, [----] engagements "Sir we at @swaayatt have been doing fundamental R&D in mathematics theoretical computer science and robotics to create cutting edge autonomous driving tech that is far ahead of startups in the West. Never got any backing from anyone in India not even Govt. That is quite something" [X Link](https://x.com/sanjeevs_iitr/status/1712364436831498399) 2023-10-12T07:07Z [----] followers, [---] engagements "Demonstrating ECAN in our autonomous vehicle at @swaayatt which is one of the foremost algorithms allowing to formulate the mathematical optimization problem for autonomous navigation and obstacles avoidance as convex program. ECAN also allows navigation in previous unknown and unseen environments again one of the handful algorithmic framework with such capabilities. This was the first even successful demonstration of ECAN in real-world that too for autonomous driving. I invented ECAN in [----] while a 5th sem undergrad at IIT Roorkee. Kudos to the entire team for this effort most notably" [X Link](https://x.com/sanjeevs_iitr/status/1714155713327456699) 2023-10-17T05:45Z [----] followers, [----] engagements "Changing the rules of engagement for Autonomous Driving Bidirectional traffic negotiation on a single lane road in India with unpredictable incoming traffic dynamics. #autonomousdriving #india @elonmusk @swaayatt" [X Link](https://x.com/sanjeevs_iitr/status/1716815561164997106) 2023-10-24T13:55Z [----] followers, [----] engagements "This Diwali we will be showcasing readiness of our #autonomousdriving technology @swaayatt to work in world's most difficult of traffic and environmental scenarios by demonstrating it on the roads in the city of Bhopal in #india starting with night operations. With this demonstration on Diwali we will acquire the launch capabilities in all frontiers: highways off-roads and cities. All of this and more in the presence of the most adversarial of traffic dynamics imaginable for autonomous vehicles. We also should be ready to perform first public demonstration around end of November. While the" [X Link](https://x.com/sanjeevs_iitr/status/1722874565649420700) 2023-11-10T07:11Z [----] followers, [----] engagements "Bringing sustainable #autonomousdriving to India and to the world. This marks the beginning of our #autonomousvehicles trials to bring autonomous transportation to the part of the world no expected i.e. in #India. Currently our city trials are restricted to performing operations at night an ongoing endeavor to bring safe cost-effective and sustainable autonomous mobility globally. Earlier we introduced bidirectional negotiation on single lane roads to the world of autonomous driving -- a capability no other company has demonstrated. While the city night roads are sparsely populated they have" [X Link](https://x.com/sanjeevs_iitr/status/1723704532515852563) 2023-11-12T14:09Z [----] followers, [----] engagements "Can autonomous vehicles learn to cross toll-plaza that may be as unstructured as the ones in India while also negotiating complex traffic-dynamics at the toll-gates In our pursuit of achieving Level-5 autonomy we started asking these very tough questions. In this demo we showcase #autonomousdriving for toll-gate crossing and complex traffic negotiation at such intersections while dealing with the highly stochastic behaviours of large trucks. This is the world's first and the only demo of #autonomousvehicles learning to perform maneuvers of such complexity. Our vehicle can be seen entering the" [X Link](https://x.com/anyuser/status/1737442177389666416) 2023-12-20T11:57Z [----] followers, [----] engagements "Presenting autonomous driving in complex stochastic and adversarial traffic-dynamics on the roads in #India. Over the course of last year we enabled #autonomousdriving in conditions and in situations no one in the autonomous driving industry considered was possible and in a country like India where the contemporary belief was that #autonomousvehicles are an impossibility. With the closure of [----] we present autonomous driving at a very large scale in the city of Bhopal in India. In this demo our autonomous vehicle at @swaayatt can be seen negotiating the surrounding traffic with ease where it" [X Link](https://x.com/anyuser/status/1742025021940256898) 2024-01-02T03:28Z [----] followers, 96.9K engagements "Expanding on our objective of bringing Level-5 autonomy globally that is tested in the most adversarial and complex traffic-dynamics and environmental and weather conditions imaginable we present #autonomousdriving in very dense fog at night with negotiation of incoming traffic on a single lane road in #India. During the initial [--] seconds it can be seen that in order to avoid the incoming vehicle which didn't yield any room for our vehicle our vehicle decided to shift off-roads to enable a successful negotiation without coming to a complete halt. This bidirectional negotiation i.e. single" [X Link](https://x.com/sanjeevs_iitr/status/1746035999031906544) 2024-01-13T05:06Z [----] followers, [----] engagements "Glad to share my interview with the Analytics India Magazine where we discussed our recent Level-5 Toll-Plaza navigation demo and much more #autonomousdriving #autonomousvehicles #deeplearning #India #machinelearning #reinforcementlearning A few weeks back @swaayatt an Indian autonomous driving company claimedLevel [--] autonomy. The company announced this big achievementthrough a video showcasing autonomous driving of the car at night at a toll plaza amid complex traffic dynamics. The video was still not https://t.co/T4F4w1jNej A few weeks back @swaayatt an Indian autonomous driving company" [X Link](https://x.com/sanjeevs_iitr/status/1747202802726625281) 2024-01-16T10:23Z [----] followers, [----] engagements "Autonomous driving at high-speeds off-roads with our new autonomous driving test vehicle Autonomous Thar On 22nd of January Sri Ram ji's birthplace temple is being inaugurated in Ayodhya. To honour him we launch Autonomous Thar on Indian roads which perhaps one day will automate military applications and save lives. Sri Ram has played a very significant role in my life. It is all due to him that I have reached where I am today and also the reason I could sustain somehow in India for [--] years without getting funded 2015-2021 before receiving an investment from a US based investor while running" [X Link](https://x.com/anyuser/status/1748981100326592775) 2024-01-21T08:09Z [----] followers, 16.1K engagements "On 21st January we launched our new autonomous vehicle platform based on Thar for the purpose of off-roads autonomous driving R&D and we showcased it driving off-roads at high-speeds. Going forward we will be doing the kind of off-road demos that are considered impossible as per the current autonomous driving industry standard with a goal that our off-roads R&D will help modernize the armed forces and save precious lives. Here's a glimpse of our Autonomous Thar being prepared for such operations. Jai Sri Ramπ Jai Ma Kali π @swaayatt" [X Link](https://x.com/sanjeevs_iitr/status/1753690000414191662) 2024-02-03T08:00Z [----] followers, [----] engagements "Thank you so much Sir @Rajeev_GoI for sharing our work and cutting-edge research in enabling autonomous driving in the most complex of traffic-dynamics and environmental conditions. We will keep pushing the boundaries of the research frontiers in AI and autonomous driving to contribute our bit in making India a cutting-edge R&D hub and in Sri @narendramodi ji's vision of innovation. PM @narendramodi ji's vision of innovation has spread all across the country - Bhopal based Sanjeev Sharmas AI and algos powered Autonomous driving system hosted on a Thar ππ»πͺπ» #NewIndia #IndiaTechade" [X Link](https://x.com/sanjeevs_iitr/status/1753787510382043434) 2024-02-03T14:28Z [----] followers, [----] engagements "I had a chance to discuss our Level-5 #autonomoudriving research with Priyakshi Gupta co-founder of EV Reporter and differentiate our work with the major players in the domain. This interview covered our prior and current work in enabling autonomous vehicles perceive using only off-the-shelf cameras as well as deal with highly stochastic-complex-adversarial traffic-dynamics. We have been a first mover when it comes to the use reinforcement learning in the context of autonomous driving enabling a new paradigm for achieving Level-5 autonomy. Over the past few have made significant progress on" [X Link](https://x.com/sanjeevs_iitr/status/1755487984957247641) 2024-02-08T07:05Z [----] followers, [----] engagements "Autonomous driving through tight dynamic stochastic and adversarial traffic-dynamics on sub-urban roads in India as well as through partially unstructured environments. This demos showcases the robustness of our motion planning and decision making algorithmic frameworks in enabling #autonomousdriving through seamlessly through such traffic and environmental scenarios. The vehicle starts from a generic open environment at the temple where there are no traffic-rules to abide by. It then exits the region and assumes a generic autonomous navigation behaviour negotiating complex traffic scenes. At" [X Link](https://x.com/anyuser/status/1763160843707982290) 2024-02-29T11:14Z [----] followers, 189.1K engagements "For sure Amar. Currently this classical decision making and motion planning algorithmic framework that I had designed for such negotiation tasks is going to be scaled up with inverse-RL which will drastically improve the performance. It is an ongoing pursuit and there are always room for improvement (significant of those) given that autonomous driving is an active area of R&D not just for us but globally -- there is no limit to the mathematical field you can venture into and bring ideas from there and incorporate in neural networks (or reinforcement models). Very recently we started working" [X Link](https://x.com/sanjeevs_iitr/status/1763422296230748642) 2024-03-01T04:33Z [----] followers, [----] engagements "Thank you so much Saurabh π We will definitely do Sabji Mandi by July although not sure about mela :) We are only a $3M funded startup (raised in 2021). But we will definitely solve sab-mandi -- only problem is we don't do demos where there are infants and small kids -- like in sabji mandis" [X Link](https://x.com/anyuser/status/1763448433363320960) 2024-03-01T06:17Z [----] followers, [----] engagements "NDTV has covered our recent Kankali Kali Mata demo in complex dynamic environments. Going forward we will be showcasing this framework working in much more complex environments and traffic-scenes. https://www.ndtv.com/india-news/swaayatt-robot-ceo-sanjeev-sharma-reveals-success-in-autonomous-driving-on-indian-roads-5155756 https://www.ndtv.com/india-news/swaayatt-robot-ceo-sanjeev-sharma-reveals-success-in-autonomous-driving-on-indian-roads-5155756" [X Link](https://x.com/sanjeevs_iitr/status/1765612435833065774) 2024-03-07T05:36Z [----] followers, [----] engagements "High-speed off-roads autonomous driving with bidirectional dynamic traffic paving the road for military and several other off-roads autonomy operations. The demo and tech-capabilities addresses several of the requirements of not just Indian armed forces but also addresses the solutions to various problems that are currently a topic of active research for DARPA and US DoD. In this demo it can be seen that our autonomous vehicle is able to seamlessly navigate off-roads environment along with negotiating bidirectional traffic who do not follow the traffic-rules in general. As per the driving" [X Link](https://x.com/sanjeevs_iitr/status/1765725424443597115) 2024-03-07T13:05Z [----] followers, 24.1K engagements "@infinite_varsh Thank you so much Varsh This was our 78th demo; shortly after we did an off-roads as well challenging the R&D parameters set up by the DARPA as a part of the RACER program and the parameters on the basis of which US DoD is providing grants in the US https://x.com/sanjeevs_iitr/status/1765725424443597115s=20 High-speed off-roads autonomous driving with bidirectional dynamic traffic paving the road for military and several other off-roads autonomy operations. The demo and tech-capabilities addresses several of the requirements of not just Indian armed forces but also addresses" [X Link](https://x.com/sanjeevs_iitr/status/1766345976577438179) 2024-03-09T06:11Z [----] followers, [---] engagements "Enabling autonomous vehicles to execute end-to-end military operations is an arduous undertaking. It can be seen in this demo that our autonomous vehicle doesn't wait for incoming vehicles to abide by the driving rules and can handle both left and right negotiation as per the anticipation. Over the years we have been enabling #AutonomousVehicles negotiate traffic-dynamics that is stochastic complex as well as adversarial all at the same time. Adversarial modelling of on-road autonomy translates to off-roads with a very different use-case where the autonomous agents and multi-agent systems" [X Link](https://x.com/sanjeevs_iitr/status/1766497722230550936) 2024-03-09T16:14Z [----] followers, [----] engagements "@Intrinsic_cycle Thank you so much Nikhil for sharing our work with the world π" [X Link](https://x.com/sanjeevs_iitr/status/1766907952425001444) 2024-03-10T19:24Z [----] followers, [----] engagements "Two weeks back on Feb [--] I got the chance to meet the Minster of State Sri Rajeev Chandrasekhar ji who heads Ministry of Electronics and Information Technology as well as Ministry of Skill Development and Entrepreneurship India in his office in New Delhi. It was a wonderful experience. We extensively discussed our cutting-edge R&D in developing the #autonomousdriving technology at @swaayatt that works in highly stochastic traffic dynamics and its key roles and applications in the context of Indian ecosystem. Our discussion touched upon several topics including artificial general intelligence" [X Link](https://x.com/anyuser/status/1767081958574629266) 2024-03-11T06:55Z [----] followers, 10.8K engagements "Our recent demo at the Kankali Kali Mata temple where our vehicle negotiated stochastic dynamic complex and adversarial traffic dynamics got covered by many media houses. Here's one from local news paper in Bhopal in Hindi Today we also did a live demo with Dainik Bhasker electronic media and the news and live demo should be coming out very soon :) https://peoplesupdate.com/driverless-bolero-car-ran-in-bhopal-got-funding-of-rs-22-crore-from-us-news-in-hindi/ https://peoplesupdate.com/driverless-bolero-car-ran-in-bhopal-got-funding-of-rs-22-crore-from-us-news-in-hindi/" [X Link](https://x.com/sanjeevs_iitr/status/1767227558968340806) 2024-03-11T16:34Z [----] followers, [----] engagements "I was interviewed by the Free Press Journal MP where we discussed the foundations of our R&D and my personal journey and the journey of @swaayatt in solving Level-5 autonomous driving problem. The interview was in Hindi and we discussed both the on- and off-roads #autonomousdriving research at Swaayatt to allow #AutonomousVehicles to negotiate stochastic-complex-adversarial traffic-dynamics customary on the roads in India. We have setup ambitious goals for this year: to bring [---] KM/H demo on Indian roads where at the point of avoidance the relative velocity would be very high generalized" [X Link](https://x.com/sanjeevs_iitr/status/1768914559945822505) 2024-03-16T08:17Z [----] followers, [----] engagements "Autonomous driving through extremely-tight-dynamic environments with complex stochastic and adversarial traffic-dynamics or simply through an absolute chaos on sub-urban unstructured roads in India. This kind of traffic and environment has never been attempted in the history of #autonomousdriving. There were no traffic-rules to abide by on this road other than to perform a left-sided avoidance if the other obstacles follow the same else the vehicle will have to change its plan in a stochastic manner in several of the adversarial multi-agent negotiation settings encountered throughout the" [X Link](https://x.com/anyuser/status/1769654557959766097) 2024-03-18T09:18Z [----] followers, 126.3K engagements "@13pranav13 This is at 2x for brevity else the video will become very-very long. One can watch HQ video on our YT channel at 1x" [X Link](https://x.com/sanjeevs_iitr/status/1769674485605580803) 2024-03-18T10:37Z [----] followers, [----] engagements "It is more of a risk for us than to anyone else. It is career at stake. We wouldn't do anything for a cheap fame. Unless the tech is rigorously tested we wouldn't do anything. Yesterday media came to do live demo off-roads. We realized there was a construction going on with pile of mud dumped from dumper trucks on the side of the road. I gave them an explicit warning that I know our vehicle will avoid it but this is untested. They said their safety inside our vehicle is their risk and only then we did the demo off-roads and did two tests where our vehicle did avoid the pile of mud on the side" [X Link](https://x.com/sanjeevs_iitr/status/1769691754859499972) 2024-03-18T11:46Z [----] followers, [----] engagements "Hi @Mankaran32 A key difference between us and Waymo Cruise Tesla Comma (if comma is still doing behavioural cloning it is already a deadend any mathematician would be able to tell that or anyone who has gone through even the basics of theoretical computer science and machine learning) is that for the sake of discussion I am taking into account Tesla auto-vectorization but ignoring their futuristic work which involves around auto-regressive (inverse-) RL because then the discussion will become too broad: While others are focused on developing individual algorithms and inducing intelligence" [X Link](https://x.com/sanjeevs_iitr/status/1769947296681115927) 2024-03-19T04:41Z [----] followers, [----] engagements "In pursuit of Level-5 #autonomousdriving technology development we treated the problem of autonomous navigation as a generic mathematical research problem. We did not differentiate among the verticals like on-roads off-roads highway-navigation for trucks geo-fenced navigation or campuses. The Level-5 intelligence we have been developing solves all three frontiers of autonomous driving: (i) last-mile autonomy (city and campuses navigation) (ii) generic on-roads autonomy and (iii) off-roads autonomy for #autonomousvehicles for military applications. This article by Telematics Wire nicely" [X Link](https://x.com/anyuser/status/1770755265572331949) 2024-03-21T10:12Z [----] followers, 17K engagements "Wishing everyone a very Happy Holi Jai Sri Ram π Jai Ma Kali π" [X Link](https://x.com/sanjeevs_iitr/status/1772298229557698751) 2024-03-25T16:23Z [----] followers, [----] engagements "I am humbled to know that my years of mathematical research in motion planning reinforcement learning and decision making under uncertainty and our cutting-edge pioneering research at @swaayatt in enabling #autonomousvehicles to negotiate extremely complex stochastic and adversarial traffic-dynamics and unstructured environments is being recognized and that too by Mr. @anandmahindra ji ππ Thank you so much for both recognizing our R&D and for sharing it with the world This was our 80th demonstration on the roads in India. Our off-roads autonomous driving R&D is challenging the parameters of" [X Link](https://x.com/sanjeevs_iitr/status/1775389192391999582) 2024-04-03T05:05Z [----] followers, 121.6K engagements "Robotics AI or Autonomous Driving is nothing but pure- and applied-mathematics combined with learning frontiers of theoretical computer science. A first step is to ensure that you understand Linear Algebra very-very well. Second you need to ensure multi-variate calculus. You also need to know the probability. Once these fundamentals are covered if you are interested in robotics from an AI perspective please ensure that you finish one full book in machine learning: it can be CM Bishop's or Kevin Murphy's ML a Probabilistic Perspective or Elements of Statistical Learning by Tibshirani. You at" [X Link](https://x.com/sanjeevs_iitr/status/1775394735189811339) 2024-04-03T05:27Z [----] followers, [----] engagements "Our R&D in AI and autonomous navigation to enable L5 #autonomousdriving is based on a principled mathematical approach that we have taken since the inception of @swaayatt The data-efficient #reinforcementlearning based foundational models frameworks and pipelines we have built thus far and are building as of now are ready to take on the most formidable of approaches that theoretical CS and mathematical frontiers enabling foundational deep learning models have to offer. This article shares a gist of our cutting-edge R&D at Swaayatt and my journey from undergrad days at IIT Roorkee and" [X Link](https://x.com/anyuser/status/1776184938754347405) 2024-04-05T09:47Z [----] followers, [----] engagements "@aarkayn @swaayatt @VGK_India @HQ_IDS_India @IDSAIndia @CAPS_INDIA @India_iDEX @adgpi @IAF_MCC @indiannavy @OfficialCLAWSIN @USIofIndia @nmfindia @vifindia @DefProdnIndia Unfortunately collaborations of military happen easily only outside India :) It is easier to reach DARPA and US DoD than to reach their counterparts in India" [X Link](https://x.com/anyuser/status/1777241725188116536) 2024-04-08T07:47Z [----] followers, [----] engagements "Autonomous driving through very dense dynamic traffic with extremely tight-complex-stochastic traffic-dynamics on sub-urban roads connecting to an open ground with absolutely zero traffic-rules. This is the most heavily cluttered environment where we have tested our #autonomousdriving technology presenting many of the adversarial negotiation scenarios as well throughout the autonomous navigation task. This demo was done at the Mata Baglamukhi Madir campus in the city of Nalkheda in MP India and was done in the presence of heavy police forces deployed that day on the ground as can be seen in" [X Link](https://x.com/anyuser/status/1777625003426508979) 2024-04-09T09:10Z [----] followers, 336K engagements "My research statement since my undergrad days has been to solve the problem of autonomy (which is the toughest AI problem of this decade and was the toughtest problem back then as well) in absolute chaos. While this may be horrendous as a researcher that is somehow a boon for us as of now so long it lasts :)" [X Link](https://x.com/anyuser/status/1777647419599057180) 2024-04-09T10:39Z [----] followers, 12.5K engagements "Following rules are logics written over on top of AI layers not following rules is a pure stochastic process that is where the capability of AI is tested. Traffic doesn't follow rules there our vehicle navigated this in a what I call just manner -- which rule you see our vehicle violated It would be hard to point out whereas if a vehicle violates a rule you can point it out -- that is the toughness of stochastic processes :)" [X Link](https://x.com/sanjeevs_iitr/status/1777759144994336821) 2024-04-09T18:03Z [----] followers, [----] engagements "Thank you so much Vishal π Yes navigating through the corridor was a challenge and this is the narrowest road (if we can call it a road) we have tested this motion planning and decision making framework. Over the past few years since undergrad days my research focused on enabling autonomous navigation (primarily then focusing on motion planning and decision making under uncertainty from mathematical optmization RL and ML perspective) in previously unknown and unseen environments. One key motion planning and decision making frameworks that uses two RL agents which has been demoed in our" [X Link](https://x.com/sanjeevs_iitr/status/1777871150049100182) 2024-04-10T01:28Z [----] followers, [----] engagements "@MalfoyVoldy Thank you so much This is only a beginning a lot more to come soon. Our demo and technology in August will change the way autonomous driving will work in future" [X Link](https://x.com/sanjeevs_iitr/status/1778228820476039180) 2024-04-11T01:09Z [----] followers, [----] engagements "Wishing everyone a very happy ongoing Chaitra Navrati leading to Sri Ram Navmi π Jai Sri Ram π Jai Ma Kali π" [X Link](https://x.com/sanjeevs_iitr/status/1778314296050544769) 2024-04-11T06:49Z [----] followers, [----] engagements "@Gordonswaby I am glad to know that :) π Thank you so much for sharing our work with the world This was our 83rd demo on the roads in India and our August [----] demo will change the way autonomous driving is perceived globally" [X Link](https://x.com/sanjeevs_iitr/status/1779468812229771662) 2024-04-14T11:16Z [----] followers, [----] engagements "Thank you so much Robert This was our 83rd demo on the roads in India this was the densest scenario in terms of the number of obstacles and pedestrians present on the road even though most of them static. We are going to showcase a paradigm for autonomous vehicles in August that will change the way autonomous driving technology proceeds further development globally" [X Link](https://x.com/sanjeevs_iitr/status/1779469400904544403) 2024-04-14T11:19Z [----] followers, [----] engagements "Wishing everyone a very blessed Sri Ram Navmi π Jai Sri Ram π Jai Maa Kali π" [X Link](https://x.com/anyuser/status/1780589633396761080) 2024-04-17T13:30Z [----] followers, [----] engagements "@pitdesi @swaayatt This is autonomous :) This was our 82nd demo on the roads in India. We do both on- and off-roads autonomous driving -- the only startup who has both the capabilities. Plus our 83rd demo the latest one was done in even more complex situation -- here -- https://x.com/sanjeevs_iitr/status/1777625003426508979 Autonomous driving through very dense dynamic traffic with extremely tight-complex-stochastic traffic-dynamics on sub-urban roads connecting to an open ground with absolutely zero traffic-rules. This is the most heavily cluttered environment where we have tested our" [X Link](https://x.com/sanjeevs_iitr/status/1785221788030431358) 2024-04-30T08:16Z [----] followers, [---] engagements "Thanks so much @pitdesi for sharing our research and our autonomous driving demos with the world. We have been researching on all frontiers of autonomous driving and have been demonstrating our technology since [----] on the roads in India. There are four different paradigms that we are exploring as future model of autonomous driving and one of the the most ambitious one will be demonstrated in the month of August this year. We raised $3M in [----] the only funding we ever raised and we have been doing both on-roads and off-roads autonomous driving -- something that no other company has been able" [X Link](https://x.com/sanjeevs_iitr/status/1785225319646937553) 2024-04-30T08:30Z [----] followers, 28.8K engagements "Anidhya can't help it man. Dr Malpani used to talk about frugal innovation a lot on LinkedIn. PS: I had $62.5M acquisition offer in Jan [----] nearly the peak of COVID when I was doing another startup to just save Swaayatt somehow. Decided not to sell. No investor in India invested in us. It took a US investor to invest in a RnD startup in India :) We raised $3M in [----] July and have used only $650k thus far. Can't get more frugal than this" [X Link](https://x.com/anyuser/status/1786105628521554142) 2024-05-02T18:49Z [----] followers, 21.4K engagements "@malpani @AnidhyaAhuja We are going to opening it for public on our Autonomous Thar. One can book a demo via our website :) Hope that helps" [X Link](https://x.com/sanjeevs_iitr/status/1786298052078112896) 2024-05-03T07:33Z [----] followers, [----] engagements "Autonomous driving off-roads is an extremely challenging problem. Here's our autonomous vehicle at @swaayatt navigating off-road terrains while there was an active construction going on. Navigating such terrains autonomously is unthinkable and is beyond the capability of any startup anywhere in the world. Our autonomous vehicle had never seen this kind of an environment before not even in the context of obstacles detection during training. Negotiation of a construction site including with very well structured traffic-cones is usually considered as a challenge by the autonomous driving giants" [X Link](https://x.com/sanjeevs_iitr/status/1793891249327423820) 2024-05-24T06:26Z [----] followers, 12.7K engagements "We have closed $4M in funding which is part of much larger round we are raising with investors in the US. This round was closed at $151M valuation and remainder of the funds will be around that as well (around $175M). Over the past few years we have pioneered several frontiers in #AI and #autonomousdriving. For example we were a first mover of #reinforcementlearning applied to a real-world nonlinear dynamical system operating in a continuous domain an autonomous vehicle using [--] autonomous (RL-) agents. This was the time when Deep Mind was the only company working at that scale in RL (AlphaGo" [X Link](https://x.com/anyuser/status/1799333106828124371) 2024-06-08T06:50Z [----] followers, 23.6K engagements "Going forward with this new fund raise of $4M which is a part of larger fund we are raising with global investors we will actively be inventing new AI capabilities to solve the problem autonomous general navigation. My core beliefs and that of @swaayatt's and reason behind starting Swaayatt were simple: Unless we solve the hardest #AI problem i.e. autonomous agents learning to negotiate the most (i) complex (ii) stochastic and (iii) adversarial traffic-dynamics on the roads to control the behaviour of a nonlinear dynamical system operating in a continuous domain such as #autonomousvehicles it" [X Link](https://x.com/sanjeevs_iitr/status/1799701189753188686) 2024-06-09T07:12Z [----] followers, [----] engagements "Jai Sri Ram π Jai Maa Kali π Om Namah Shivay π Bhopal-based Indian AI and Robotics startup Swaayatt Robots ( ) recently raised $4 million at a valuation of $151 million from US investors. The company will further raise $11M at a valuation of round $175M-$200M. Read more - https://t.co/W3GVA3K3dg https://t.co/bU27hliF7B Bhopal-based Indian AI and Robotics startup Swaayatt Robots ( ) recently raised $4 million at a valuation of $151 million from US investors. The company will further raise $11M at a valuation of round $175M-$200M. Read more - https://t.co/W3GVA3K3dg https://t.co/bU27hliF7B" [X Link](https://x.com/sanjeevs_iitr/status/1799740835782894035) 2024-06-09T09:50Z [----] followers, 34.7K engagements "With the recent closure of $4M funding we will be scaling up autonomous driving to new heights. This will being with significantly capabilities enhancements in our (i) Toll-Plaza navigation framework (ii) Bidirectional traffic negotiation on single lane roads framework (iii) Enabling autonomous vehicles to learn to overtake on typical two lane roads like the Indian drivers so that they can negotiate any corner cases on highways (iv) Making our inverse-RL based frameworks robust for both on- and off-roads autonomous driving and (v) making redundant some of the perception algorithms for" [X Link](https://x.com/anyuser/status/1800475664723984582) 2024-06-11T10:30Z [----] followers, 28K engagements "Thank you so much Sir π We will keep doing our level best going forward and make L5 autonomous driving a global reality. Congratulations @swaayatt - power ur way to the cutting edge of vision AI and Autonomous Driving Vehicles #NewIndia #IndiaTechade #AI https://t.co/KULA0aR7gX Congratulations @swaayatt - power ur way to the cutting edge of vision AI and Autonomous Driving Vehicles #NewIndia #IndiaTechade #AI https://t.co/KULA0aR7gX" [X Link](https://x.com/sanjeevs_iitr/status/1800587039697748247) 2024-06-11T17:52Z [----] followers, [----] engagements "This lecture covered the topic of Robust Feature Matching focusing on the use of Random Sample Consensus (RANSAC) algorithm for Fundamental Matrix. RANSAC is an iterative algorithm that estimates model parameters where this estimation process involves a set of observed data points from an inherent model consisting of outliers as well. Feature matching is an essential part of many computer vision and robotic perception applications. Thus obtaining true feature matches is critical. For example it can severely impact the accuracy of motion estimation process as in visual odometry and SLAM." [X Link](https://x.com/anyuser/status/1804733081573576827) 2024-06-23T04:27Z [----] followers, 14.5K engagements "On this Independence Day at @swaayatt we pledge to bring autonomy to all frontiers i.e. Civil Military and Industrial both on the ground and in the air. Over the years specifically in the past [--] months we have demonstrated our #autonomousdriving technology conquering on-roads off-roads and geo-fenced autonomous navigation. We are going to hereafter scale it up for multitude of applications. Wishing everyone a very Happy Independence Day Jai Hind #autonomousvehicles #IndependenceDay #India" [X Link](https://x.com/anyuser/status/1823998099112468700) 2024-08-15T08:20Z [----] followers, [----] engagements "Projective 3-Point (P3P) algorithm plays a crucial role in understanding the Visual Odometry and typical SLAM algorithmic pipelines. P3P algorithm allows us to compute camera's (robots's) transformation using the 3D-2D correspondences of feature points in a camera's 2D image plane and their corresponding 3D real-world coordinates. P3P algorithm requires [--] such feature points in an image and their corresponding 3D coordinate. The previous set of lectures discussed the mathematical formulation of the problem state and step by step solution. The geometry involved via P3P algorithm in computation" [X Link](https://x.com/sanjeevs_iitr/status/1827230702095495328) 2024-08-24T06:25Z [----] followers, [----] engagements "As we further our Level-5 autonomous driving research and scale up the technology including sustainable last mile autonomy operational capabilities we begin our day-time operations on regular urban roads in India. This is to ensure that our #autonomousdriving technology @swaayatt can work globally and can negotiate any kind of environments and traffic-dynamics. We will gradually increase the complexity of the traffic-dynamics and the environments that our #autonomousvehicles are tasked to negotiate. In this demo the vehicle was tasked with navigating a regular 4-lane city roads with end going" [X Link](https://x.com/anyuser/status/1833826117909643418) 2024-09-11T11:13Z [----] followers, 14.5K engagements "Autonomous Driving at scale through complex geometric terrain and road-network negotiating stochastic-complex-adversarial traffic-dynamics on the roads in India. This demo showcases @swaayatt's autonomous vehicle starting from a densely cluttered region planning its route to the Shree Ram Mandir (its final destination) in the Barkheda region in the city of Bhopal. Our #autonomousdriving technology enables smooth navigation of our autonomous vehicle through the static and dynamic traffic encountered on the road. This demo utilized our motion planning and decision making algorithmic framework" [X Link](https://x.com/sanjeevs_iitr/status/1851900516390801587) 2024-10-31T08:14Z [----] followers, 27.8K engagements "This demo marks the beginning our generic off-roads #autonomousdriving research at very high speeds i.e. near-drift speeds without requiring HD maps with driving policies being learned via unsupervised and reinforcement learning. During navigation our vehicle consistently maintained speeds in the range of 50-63 KM/H. For human experts typical driving speeds range around [--] KM/H as beyond that there is a high probability of vehicle skidding and drifting (i) around turns and (ii) when brakes are applied. The terrain was rutted and highly uneven with large and sharp pieces of rocks scattered all" [X Link](https://x.com/sanjeevs_iitr/status/1863550273764946263) 2024-12-02T11:46Z [----] followers, 11.7K engagements "Autonomous driving and obstacles avoidance at drift speeds challenging the limits of what is possible In this demo our vehicle can be seen performing #autonomousdriving at very high speeds causing it to both skid and drift at turns while also avoiding obstacles. At such speeds given the inherent dynamics of the vehicle platform used it is very easy for the vehicle to topple. The #reinforcementlearning based motion planning and decision making framework that is being demoed here is tasked with ensuring obstacles avoidance without compromising on the speed to an extent possible and to drive the" [X Link](https://x.com/sanjeevs_iitr/status/1867922543530664260) 2024-12-14T13:20Z [----] followers, 11.8K engagements "In this demo we showcase #autonomousdriving off-roads at night with obstacles avoidance at high-speeds paving the way for fully #autonomousvehicles both on- and off-roads. This was our 9th demo off-roads where earlier last year in Feb [----] we showcased the ability to negotiate bidirectional dynamic traffic off-roads. Going forward this year we will be showcasing our #reinforcementlearning (RL) first approach towards solving the problem of off-roads autonomous driving. Off-roads autonomy is a tough problem to solve due to non availability of HD maps and also due to supervised #DeepLearning" [X Link](https://x.com/anyuser/status/1874413367034605838) 2025-01-01T11:12Z [----] followers, [----] engagements "Enabling autonomous vehicles perceive their environment using only off-the-shelf cameras has been a long term research objective at @swaayatt. This demo highlights the capabilities of our on-road perception system which is able to detect obstacles road boundaries lane markers in images as well as compute depth of the complex scenes in the environment. The output shown in this video is end-to-end raw output from our deep learning system without any post processing. The current system with joint computation of obstacles lane/road boundaries and depth works at [--] FPS on an embedded GPU in our" [X Link](https://x.com/anyuser/status/1875150599421055113) 2025-01-03T12:01Z [----] followers, 19.4K engagements "Solving Level-5 #autonomousdriving problem has been a sole objective at Swaayatt Robots. Towards this endeavor we demonstrate our novel on-line motion planning and decision making framework that allows #autonomousvehicles to move both in a smooth fashion as well as at aggressive speeds while performing obstacles avoidance maneuvers. This demos showcases our autonomous vehicle at @swaayatt negotiating traffic-cones (obstacles) at very aggressive speeds. The location of the marked cones was not known to the planner beforehand and thus the motion (time parametrized trajectory computation with" [X Link](https://x.com/sanjeevs_iitr/status/1884170464739627464) 2025-01-28T09:23Z [----] followers, 27.4K engagements "In this demo we extend our prior work on obstacles avoidance at aggressive speeds showcasing our Thar based autonomous vehicle navigating at near drift speeds progressing towards our endeavour of Level-5 autonomy. Our autonomous vehicle at @swaayatt was tasked with avoidance of traffic cones on the road placed in a zig-zag fashion at aggressive speeds. The location of the marked cones was not known to the planner beforehand. The #autonomousdriving task i.e. motion planning (time parametrized trajectory computation) and decision making was made even more challenging by restricting the AI" [X Link](https://x.com/sanjeevs_iitr/status/1895315901748072901) 2025-02-28T03:31Z [----] followers, 13.3K engagements "On February 22nd we demoed our #autonomousdriving technology to the Indian Armed Forces along with an invited talk which was attended by the General Officer Commanding (GoC) MB Area Lieutenant General Mr. P. S. Shekhawat. This demonstration included many senior officials (Brigadier Colonel Major) taking end-to-end rides in our #autonomousvehicles in the military campus area allocated to us. Our on- and off-roads autonomy programs target both the civil and military use cases. The area allocated to us by the army was a structured well paved environment where we showcased following capabilities" [X Link](https://x.com/sanjeevs_iitr/status/1897536935641444719) 2025-03-06T06:37Z [----] followers, [----] engagements "Last weekend we took Executive Chairman and Co-Founder of @SaloniHeart (Saloni Heart Foundation) Mr. Himanshu Seth for a ride in our autonomous vehicle performing bidirectional negotiation of traffic on single lane roads. Such a navigation task is too complex for contemporary #AutonomousDriving technologies. Over the years we have developed novel algorithmic frameworks and decision making agents that allow seamless negotiation of bidirectional traffic on single lane and multi-lane roads. If a large vehicle or a bike that doesn't yield from the middle of the road comes from the other end then" [X Link](https://x.com/sanjeevs_iitr/status/1899342715873345824) 2025-03-11T06:12Z [----] followers, [----] engagements "On 13th March Jan Kuenne visited us for a ride in our #autonomousvehicles and celebrate Holi with us. We conducted two demos with him showcasing the key research frontiers that @swaayatt is working on towards achieving Level-5 #autonomousdriving. Demo-1 involved our navigation on a single lane road with bidirectional traffic. The road is wide enough to allow only one vehicle passage at a time -- for any two vehicles approaching each other head-on both will have to yield and shift off-roads. Over the past [---] years we have made significant progress towards learning such navigation policies" [X Link](https://x.com/anyuser/status/1901967344869732471) 2025-03-18T12:02Z [----] followers, [----] engagements "On the night of Holi we took Jan Kuenne for a demonstration of the most recent framework we have been working on to achieve L5 #autonomousdriving i.e. avoidance of obstacles at very high speeds. In this demo as we have demonstrated previously as well the AI agents are constrained to act irrespective of the speed of the vehicle or the configuration only when the obstacles (appearing in the form of marked-cones) come within 25m-30m radius of the vehicle (the decision making is stochastic). The motion planning and the decision making framework over here also has to take into account the toppling" [X Link](https://x.com/sanjeevs_iitr/status/1902706433789153542) 2025-03-20T12:58Z [----] followers, [----] engagements Limited data mode. Full metrics available with subscription: lunarcrush.com/pricing
@sanjeevs_iitr Sanjeev SharmaSanjeev Sharma posts on X about india, in the, elon musk, ai the most. They currently have [-----] followers and [---] posts still getting attention that total [------] engagements in the last [--] hours.
Social category influence countries 35% celebrities 13% stocks 2% automotive brands 2% social networks 1% technology brands 1% finance 1%
Social topic influence india 35%, in the 22%, elon musk 13%, ai 12%, we are 9%, the most 9%, night 7%, the world 7%, based 7%, environment 6%
Top accounts mentioned or mentioned by @swaayatt @elonmusk @anandmahindra @narendramodi @pmoindia @drdoindia @darpa @rntata2000 @yogeshkhakre @1debaratisen @bhopalbscdcl @deepeigen @nitingadkari @mionwang @bnest5 @schandramauli @mohitdubey @bnestbpl @dkhos @johnkrafcik
Top assets mentioned Tesla, Inc. (TSLA)
Top posts by engagements in the last [--] hours
"Our vehicle Swaayatt-1 Autonomous driving at @BNest5 campus today. @YogeshKhakre @schandramauli @1DebaratiSen. We are preparing for full highway autonomous driving in the month of June and July. Next: Night driving at @BNest5 Campus. @bhopal_bscdcl @swaayatt @mohitdubey"
X Link 2018-06-14T03:09Z [----] followers, [--] engagements
"Swaayatt-1 navigating autonomously during motion planning & steering controller calibration test. One of our last test runs b4 we run our vehicle at speeds upto [--] KMPH on Indian highways. @1DebaratiSen @bnestbpl @YogeshKhakre @bhopal_bscdcl @mohitdubey https://youtu.be/OocIOD4hZw4 https://youtu.be/OocIOD4hZw4"
X Link 2018-07-07T23:55Z [----] followers, [--] engagements
"I was invited as a speaker at TIA Summit July [--]. Title of my talk was "Enabling Driverless Mobility: A Vision Towards Sustainable India" Thnx Jan Kunne for inviting me & @1DebaratiSen Ma'am for all opportunities @bnestbpl @bhopal_bscdcl @YogeshKhakre http://www.tiasummit.com http://www.tiasummit.com"
X Link 2018-07-23T09:08Z [----] followers, [--] engagements
"Glad to announce that we're part of BBC Click's (@BBCClick) live show in Delhi --- this is Click's first live show in Asia. Our self-driving vehicle demo and technology will be covered in this show in Delhi. Special thanks to David Reid :) @1DebaratiSen http://www.bbc.co.uk/showsandtours/shows/date/click_delhi http://www.bbc.co.uk/showsandtours/shows/date/click_delhi"
X Link 2018-08-24T09:04Z [----] followers, [--] engagements
"I have been invited as a Keynote Speaker by Dept. Of Computer Science at IIT Kharagpur. Hosted by the Autonomous Vehicles Research Group at IIT Kgp. I will be speaking at IIT Kgp's initiative and their workshop on AI for Social Good :) Oct 6-7. http://Up.AI http://Up.AI"
X Link 2018-09-07T09:10Z [----] followers, [--] engagements
"Received the top [--] Under [--] Data Scientist in India Award yesterday at the Machine Learning Developers Summit 2019"
X Link 2019-01-31T22:44Z [----] followers, [--] engagements
"DGN-I working on Indian roads @ [--] GFlops the fastest DNN [--] such tasks @elonmusk @dkhos @sundarpichai @satyanadella @johnkrafcik @mtbarra @hakan_samuel @NVIDIADRIVE @NVIDIAAI @UberATG @anandmahindra @RNTata2000 @narendramodi @swaayatt #deeplearning #AutonomousVehicles #ADAS"
X Link 2020-04-19T11:56Z [----] followers, [--] engagements
"Testing our generalized semantic segmentation and obstacles detection algorithm (DGN-I) on sub-urban roads in #India #autonomousdriving #autonomousvehicles #deeplearning Computations: [-----] GFlops @elonmusk @anandmahindra @johnkrafcik @RNTata2000 @dkhos @swaayatt"
X Link 2021-06-16T07:30Z [----] followers, [--] engagements
"In [----] I taught an #ML course @swaayatt. It's available as 7-weeks legacy course at @DeepEigen. I've decided to make it free & available to every1. From Dussehra i.e. Oct' [--] onward it will b freely available @ DeepEigen. Jai Sri Ram / Best wishes [--] every1 for learning"
X Link 2021-09-18T07:07Z [----] followers, [--] engagements
"Demo of our technology enabling precise localization for last-mile autonomous driving in our autonomous Mahindra Bolero vehicle in cluttered environment. This software we will part of our product AutonomousOne. @anandmahindra @RNTata2000 @elonmusk https://www.youtube.com/watchv=HmarMyzbmh8 https://www.youtube.com/watchv=HmarMyzbmh8"
X Link 2022-05-24T10:07Z [----] followers, [--] engagements
"Autonomous driving executing U-Turns at high-speeds i.e. near-drift speeds and lane-change operations via #reinforcementlearning #AutonomousVehicles -- our tech demo at Swaayatt Robots @swaayatt @elonmusk @anandmahindra"
X Link 2022-07-28T08:42Z [----] followers, [--] engagements
"Finally Times of India @TOIIndiaNews has taken a note of the incident i.e. of the attack on Swaayatt Robots its autonomous driving research vehicle. I now hope that @DGP_MP and @CP_Bhopal to whom wrote letters for an investigation will take action https://timesofindia.indiatimes.com/city/bhopal/bhopal-iitian-claims-deliberate-attack-on-his-research-ai-vehicle-cops-say-its-drunk-driving-case/articleshow/93794737.cms https://timesofindia.indiatimes.com/city/bhopal/bhopal-iitian-claims-deliberate-attack-on-his-research-ai-vehicle-cops-say-its-drunk-driving-case/articleshow/93794737.cms"
X Link 2022-08-26T08:05Z [----] followers, [--] engagements
"Autonomous dodging off-roads without any human presence. This is a demonstration of pushing the limits of what is possible in off-road #autonomousdriving. In this demo we performed autonomous dodging without any human presence in our autonomous vehicle that too off-roads. In this mode collision avoidance against aggressive-stochastic-adversarial traffic is the sole responsibility of #AutonomousVehicles. Our autonomous vehicle Deep Xplorer was tasked with navigating an off-road trail avoiding both the static and dynamic obstacles. Furthermore team members on bikes introduced random"
X Link 2026-02-13T09:09Z [----] followers, 60K engagements
"In newspaper today. Thanks @YogeshKhakre @schandramauli and @BNest5 for providing us the platform #AutonomousVehicles #StartupIndia @bhopal_bscdcl"
X Link 2018-06-08T05:50Z [----] followers, [--] engagements
"We look forward to collaborating with you @elonmusk and @Tesla to create fully electric SAE L5 Autonomous Vehicles Here's all our demo we have done so far on unstructured Indian roads --- and see this for tech explanation --- https://www.youtube.com/watchv=pqcZtfzwtnU http://swaayatt-robots.com/techVideos.html @elonmusk We are developing self-driving technology that works in India & thus anywhere in the world as well. We are testing it on Indian highways --- https://t.co/nUzAFkyTKV Wondering if Tesla would b willing [--] collaborate to create revolutionary electric Self-Driving Vehicles"
X Link 2018-09-20T12:35Z [----] followers, [--] engagements
"Meditating on Sri #Ram #siyaram Ma Kali Durga Mahadev or their forms r most powerful #meditation forms. They r 2nd to none. Evrythng else's a sub-standard. Regular meditators cn chant/listen #OM b4 meditation [--] accelerate progress. Evry form of meditation leads [--] smthng +ve"
X Link 2020-05-02T06:25Z [----] followers, [---] engagements
"New demo of our deep net on a single lane road with cameras mounted on front bumper / roof of our vehicle for short / far range perception. This is a section of the road where we'lll b conducting 101KM/H #autonomousdriving demo in few months perhaps by EOY [----]. @elonmusk"
X Link 2021-03-09T18:43Z [----] followers, [--] engagements
"Wishing everyone a very happy Dussehra / Jai Sri Ram / As I mentioned in an earlier post the ML course that I taught in [----] @swaayatt which's been available as a legacy course @DeepEigen can now be registered for free @DeepEigen. Happy learning Jai Sri Ram /"
X Link 2021-10-15T11:03Z [----] followers, [--] engagements
"Thanks @OfficialIndiaAI for covering my and @swaayatt journey thus far and our road map going forward to enabling #autonomousdriving and #adas at scale in India and abroad. https://indiaai.gov.in/article/iitian-dropped-phd-offer-to-take-on-autonomous-driving-the-startup-story-of-swaayatt-robots https://indiaai.gov.in/article/iitian-dropped-phd-offer-to-take-on-autonomous-driving-the-startup-story-of-swaayatt-robots"
X Link 2022-01-03T04:48Z [----] followers, [--] engagements
"Our new vehicle platforms r getting ready [--] both on- & off-roads autonomy demos on Indian roads. Left is new platform right our is old platform (now dedicated [--] off-roads & defense applications). Fortuner based platform will b unveiled soon for [---] KM/H #autonomousdriving demo"
X Link 2022-03-02T16:09Z [----] followers, [--] engagements
"Swaayatt Robots @swaayatt has begun mapping roads/streets of India for high-precision localization of #autonomousvehicles. By end of d year we hope [--] hv operational capacity [--] achieve mapping [----] per week. This PoC was done using only a 16-Channel LiDAR http://Sq.Km http://Sq.Km"
X Link 2022-04-03T17:13Z [----] followers, [--] engagements
"A short glimpse of what's about to come in Q1-2023. Single forward facing camera based ADAS + L2 Autonomous Driving features via reinforcement learning. System is being prototyped towards d end we may use two cameras. Current demos uses one GigE camera :) #autonomousdriving"
X Link 2023-01-01T13:17Z [----] followers, [---] engagements
"This demos shows our campus autonomous driving software being prototyped @swaayatt showing autonomous parking execution of tight S-Curves and generic campus autonomous driving. @elonmusk @anandmahindra @nitin_gadkari Next we will b blending it w/ RL (S-MDP) @alexgkendall"
X Link 2023-01-12T10:55Z [----] followers, [---] engagements
"Autonomous driving trials on urban and sub-urban roads in #india. Soon we @swaayatt exhibit in Q2-2023 autonomous driving in chaotic traffic scenarios in the cities. @elonmusk @anandmahindra @PMOIndia @DRDO_India @RNTata2000"
X Link 2023-01-22T11:40Z [----] followers, [----] engagements
"Autonomous driving off-roads through dense fog using a single VLP-32C LiDAR in India. We at @swaayatt are one of the [--] companies in the world to achieve both on- and off-roads autonomy :) @elonmusk @anandmahindra @RNTata2000 @DRDO_India @DARPA @swaayatt"
X Link 2023-02-04T14:42Z [----] followers, [----] engagements
"Autonomous driving through chaotic unruly traffic in #India via reinforcement learning based driving policy. The vehicle was tasked with end-effector constraints parking through such traffic -- the complexity is humongous as no one follows traffic-rules on such open environments"
X Link 2023-02-24T11:33Z [----] followers, [----] engagements
"Autonomous Driving demo at Lal Bahadur Shastri National Academy of Administration campus. I was invited to give a talk on "AI & Autonomous Driving" on the 20th of March and demo our AV at the academy. Demo was done during this visit. Happy Ram Navmi Jai Sri Ram Jai Ma Kali"
X Link 2023-03-31T12:06Z [----] followers, [---] engagements
"Autonomous driving off-roads at high-speeds reaching [--] KM/H on this road which is near the limit of humans driving safely on this road without risking drift or side-skids at turns. #india @PMOIndia @DARPA @DRDO_India @elonmusk @swaayatt"
X Link 2023-04-09T13:19Z [----] followers, [---] engagements
"To enable #autonomousdriving in environments as unpredictable as in #India to make #autonomousvehicles globally safe we've bn testing our tech & R&D behind it in chaos. Here our vehicle is negotiating tight-dynamic-stochastic obstacles with soft lane constraints. @elonmusk"
X Link 2023-09-01T07:01Z [----] followers, [----] engagements
"Driving where no Autonomous Vehicle has driven before At @swaayatt we have been pushing the boundary of what is considered possible in autonomous driving and proving the safety and robustness in the most adversarial traffic and complex environments imaginable for autonomous vehicles i.e. in #India #autonomousdriving #autonomousvehicles #deeplearning #reinforcementlearning @elonmusk @alexgkendall @DARPA @narendramodi @PMOIndia"
X Link 2023-09-22T07:37Z [----] followers, [----] engagements
"Ability to negotiate tight stochastic-dynamic obstacles on any kind of roads and in environmental conditions is one of the key ability autonomous vehicles should demonstrated. Here our autonomous vehicle encountering one such scenario during a generic on- and off-roads autonomous driving task. Our vehicle very easily successfully negotiated this scenario while performing the autonomous navigation task. Usually in such situations typically in West AVs would come to a complete halt on the legal driving side and wait for situation to clear out -- potentially creating a deadlock -- what is"
X Link 2023-10-01T16:07Z [----] followers, [----] engagements
"India should help Israel in whatever way possible including providing military assistance if needed. Israel is one of the most wonderful countries I have lived in when I was interning at the @arieluniversity and Israelis are one of the most friendliest of people. India and Israel have both been a victim of terrorism for too long. It is high time it stops now"
X Link 2023-10-09T04:55Z [----] followers, [----] engagements
"Sir we at @swaayatt have been doing fundamental R&D in mathematics theoretical computer science and robotics to create cutting edge autonomous driving tech that is far ahead of startups in the West. Never got any backing from anyone in India not even Govt. That is quite something"
X Link 2023-10-12T07:07Z [----] followers, [---] engagements
"Demonstrating ECAN in our autonomous vehicle at @swaayatt which is one of the foremost algorithms allowing to formulate the mathematical optimization problem for autonomous navigation and obstacles avoidance as convex program. ECAN also allows navigation in previous unknown and unseen environments again one of the handful algorithmic framework with such capabilities. This was the first even successful demonstration of ECAN in real-world that too for autonomous driving. I invented ECAN in [----] while a 5th sem undergrad at IIT Roorkee. Kudos to the entire team for this effort most notably"
X Link 2023-10-17T05:45Z [----] followers, [----] engagements
"Changing the rules of engagement for Autonomous Driving Bidirectional traffic negotiation on a single lane road in India with unpredictable incoming traffic dynamics. #autonomousdriving #india @elonmusk @swaayatt"
X Link 2023-10-24T13:55Z [----] followers, [----] engagements
"This Diwali we will be showcasing readiness of our #autonomousdriving technology @swaayatt to work in world's most difficult of traffic and environmental scenarios by demonstrating it on the roads in the city of Bhopal in #india starting with night operations. With this demonstration on Diwali we will acquire the launch capabilities in all frontiers: highways off-roads and cities. All of this and more in the presence of the most adversarial of traffic dynamics imaginable for autonomous vehicles. We also should be ready to perform first public demonstration around end of November. While the"
X Link 2023-11-10T07:11Z [----] followers, [----] engagements
"Bringing sustainable #autonomousdriving to India and to the world. This marks the beginning of our #autonomousvehicles trials to bring autonomous transportation to the part of the world no expected i.e. in #India. Currently our city trials are restricted to performing operations at night an ongoing endeavor to bring safe cost-effective and sustainable autonomous mobility globally. Earlier we introduced bidirectional negotiation on single lane roads to the world of autonomous driving -- a capability no other company has demonstrated. While the city night roads are sparsely populated they have"
X Link 2023-11-12T14:09Z [----] followers, [----] engagements
"Can autonomous vehicles learn to cross toll-plaza that may be as unstructured as the ones in India while also negotiating complex traffic-dynamics at the toll-gates In our pursuit of achieving Level-5 autonomy we started asking these very tough questions. In this demo we showcase #autonomousdriving for toll-gate crossing and complex traffic negotiation at such intersections while dealing with the highly stochastic behaviours of large trucks. This is the world's first and the only demo of #autonomousvehicles learning to perform maneuvers of such complexity. Our vehicle can be seen entering the"
X Link 2023-12-20T11:57Z [----] followers, [----] engagements
"Presenting autonomous driving in complex stochastic and adversarial traffic-dynamics on the roads in #India. Over the course of last year we enabled #autonomousdriving in conditions and in situations no one in the autonomous driving industry considered was possible and in a country like India where the contemporary belief was that #autonomousvehicles are an impossibility. With the closure of [----] we present autonomous driving at a very large scale in the city of Bhopal in India. In this demo our autonomous vehicle at @swaayatt can be seen negotiating the surrounding traffic with ease where it"
X Link 2024-01-02T03:28Z [----] followers, 96.9K engagements
"Expanding on our objective of bringing Level-5 autonomy globally that is tested in the most adversarial and complex traffic-dynamics and environmental and weather conditions imaginable we present #autonomousdriving in very dense fog at night with negotiation of incoming traffic on a single lane road in #India. During the initial [--] seconds it can be seen that in order to avoid the incoming vehicle which didn't yield any room for our vehicle our vehicle decided to shift off-roads to enable a successful negotiation without coming to a complete halt. This bidirectional negotiation i.e. single"
X Link 2024-01-13T05:06Z [----] followers, [----] engagements
"Glad to share my interview with the Analytics India Magazine where we discussed our recent Level-5 Toll-Plaza navigation demo and much more #autonomousdriving #autonomousvehicles #deeplearning #India #machinelearning #reinforcementlearning A few weeks back @swaayatt an Indian autonomous driving company claimedLevel [--] autonomy. The company announced this big achievementthrough a video showcasing autonomous driving of the car at night at a toll plaza amid complex traffic dynamics. The video was still not https://t.co/T4F4w1jNej A few weeks back @swaayatt an Indian autonomous driving company"
X Link 2024-01-16T10:23Z [----] followers, [----] engagements
"Autonomous driving at high-speeds off-roads with our new autonomous driving test vehicle Autonomous Thar On 22nd of January Sri Ram ji's birthplace temple is being inaugurated in Ayodhya. To honour him we launch Autonomous Thar on Indian roads which perhaps one day will automate military applications and save lives. Sri Ram has played a very significant role in my life. It is all due to him that I have reached where I am today and also the reason I could sustain somehow in India for [--] years without getting funded 2015-2021 before receiving an investment from a US based investor while running"
X Link 2024-01-21T08:09Z [----] followers, 16.1K engagements
"On 21st January we launched our new autonomous vehicle platform based on Thar for the purpose of off-roads autonomous driving R&D and we showcased it driving off-roads at high-speeds. Going forward we will be doing the kind of off-road demos that are considered impossible as per the current autonomous driving industry standard with a goal that our off-roads R&D will help modernize the armed forces and save precious lives. Here's a glimpse of our Autonomous Thar being prepared for such operations. Jai Sri Ramπ Jai Ma Kali π @swaayatt"
X Link 2024-02-03T08:00Z [----] followers, [----] engagements
"Thank you so much Sir @Rajeev_GoI for sharing our work and cutting-edge research in enabling autonomous driving in the most complex of traffic-dynamics and environmental conditions. We will keep pushing the boundaries of the research frontiers in AI and autonomous driving to contribute our bit in making India a cutting-edge R&D hub and in Sri @narendramodi ji's vision of innovation. PM @narendramodi ji's vision of innovation has spread all across the country - Bhopal based Sanjeev Sharmas AI and algos powered Autonomous driving system hosted on a Thar ππ»πͺπ» #NewIndia #IndiaTechade"
X Link 2024-02-03T14:28Z [----] followers, [----] engagements
"I had a chance to discuss our Level-5 #autonomoudriving research with Priyakshi Gupta co-founder of EV Reporter and differentiate our work with the major players in the domain. This interview covered our prior and current work in enabling autonomous vehicles perceive using only off-the-shelf cameras as well as deal with highly stochastic-complex-adversarial traffic-dynamics. We have been a first mover when it comes to the use reinforcement learning in the context of autonomous driving enabling a new paradigm for achieving Level-5 autonomy. Over the past few have made significant progress on"
X Link 2024-02-08T07:05Z [----] followers, [----] engagements
"Autonomous driving through tight dynamic stochastic and adversarial traffic-dynamics on sub-urban roads in India as well as through partially unstructured environments. This demos showcases the robustness of our motion planning and decision making algorithmic frameworks in enabling #autonomousdriving through seamlessly through such traffic and environmental scenarios. The vehicle starts from a generic open environment at the temple where there are no traffic-rules to abide by. It then exits the region and assumes a generic autonomous navigation behaviour negotiating complex traffic scenes. At"
X Link 2024-02-29T11:14Z [----] followers, 189.1K engagements
"For sure Amar. Currently this classical decision making and motion planning algorithmic framework that I had designed for such negotiation tasks is going to be scaled up with inverse-RL which will drastically improve the performance. It is an ongoing pursuit and there are always room for improvement (significant of those) given that autonomous driving is an active area of R&D not just for us but globally -- there is no limit to the mathematical field you can venture into and bring ideas from there and incorporate in neural networks (or reinforcement models). Very recently we started working"
X Link 2024-03-01T04:33Z [----] followers, [----] engagements
"Thank you so much Saurabh π We will definitely do Sabji Mandi by July although not sure about mela :) We are only a $3M funded startup (raised in 2021). But we will definitely solve sab-mandi -- only problem is we don't do demos where there are infants and small kids -- like in sabji mandis"
X Link 2024-03-01T06:17Z [----] followers, [----] engagements
"NDTV has covered our recent Kankali Kali Mata demo in complex dynamic environments. Going forward we will be showcasing this framework working in much more complex environments and traffic-scenes. https://www.ndtv.com/india-news/swaayatt-robot-ceo-sanjeev-sharma-reveals-success-in-autonomous-driving-on-indian-roads-5155756 https://www.ndtv.com/india-news/swaayatt-robot-ceo-sanjeev-sharma-reveals-success-in-autonomous-driving-on-indian-roads-5155756"
X Link 2024-03-07T05:36Z [----] followers, [----] engagements
"High-speed off-roads autonomous driving with bidirectional dynamic traffic paving the road for military and several other off-roads autonomy operations. The demo and tech-capabilities addresses several of the requirements of not just Indian armed forces but also addresses the solutions to various problems that are currently a topic of active research for DARPA and US DoD. In this demo it can be seen that our autonomous vehicle is able to seamlessly navigate off-roads environment along with negotiating bidirectional traffic who do not follow the traffic-rules in general. As per the driving"
X Link 2024-03-07T13:05Z [----] followers, 24.1K engagements
"@infinite_varsh Thank you so much Varsh This was our 78th demo; shortly after we did an off-roads as well challenging the R&D parameters set up by the DARPA as a part of the RACER program and the parameters on the basis of which US DoD is providing grants in the US https://x.com/sanjeevs_iitr/status/1765725424443597115s=20 High-speed off-roads autonomous driving with bidirectional dynamic traffic paving the road for military and several other off-roads autonomy operations. The demo and tech-capabilities addresses several of the requirements of not just Indian armed forces but also addresses"
X Link 2024-03-09T06:11Z [----] followers, [---] engagements
"Enabling autonomous vehicles to execute end-to-end military operations is an arduous undertaking. It can be seen in this demo that our autonomous vehicle doesn't wait for incoming vehicles to abide by the driving rules and can handle both left and right negotiation as per the anticipation. Over the years we have been enabling #AutonomousVehicles negotiate traffic-dynamics that is stochastic complex as well as adversarial all at the same time. Adversarial modelling of on-road autonomy translates to off-roads with a very different use-case where the autonomous agents and multi-agent systems"
X Link 2024-03-09T16:14Z [----] followers, [----] engagements
"@Intrinsic_cycle Thank you so much Nikhil for sharing our work with the world π"
X Link 2024-03-10T19:24Z [----] followers, [----] engagements
"Two weeks back on Feb [--] I got the chance to meet the Minster of State Sri Rajeev Chandrasekhar ji who heads Ministry of Electronics and Information Technology as well as Ministry of Skill Development and Entrepreneurship India in his office in New Delhi. It was a wonderful experience. We extensively discussed our cutting-edge R&D in developing the #autonomousdriving technology at @swaayatt that works in highly stochastic traffic dynamics and its key roles and applications in the context of Indian ecosystem. Our discussion touched upon several topics including artificial general intelligence"
X Link 2024-03-11T06:55Z [----] followers, 10.8K engagements
"Our recent demo at the Kankali Kali Mata temple where our vehicle negotiated stochastic dynamic complex and adversarial traffic dynamics got covered by many media houses. Here's one from local news paper in Bhopal in Hindi Today we also did a live demo with Dainik Bhasker electronic media and the news and live demo should be coming out very soon :) https://peoplesupdate.com/driverless-bolero-car-ran-in-bhopal-got-funding-of-rs-22-crore-from-us-news-in-hindi/ https://peoplesupdate.com/driverless-bolero-car-ran-in-bhopal-got-funding-of-rs-22-crore-from-us-news-in-hindi/"
X Link 2024-03-11T16:34Z [----] followers, [----] engagements
"I was interviewed by the Free Press Journal MP where we discussed the foundations of our R&D and my personal journey and the journey of @swaayatt in solving Level-5 autonomous driving problem. The interview was in Hindi and we discussed both the on- and off-roads #autonomousdriving research at Swaayatt to allow #AutonomousVehicles to negotiate stochastic-complex-adversarial traffic-dynamics customary on the roads in India. We have setup ambitious goals for this year: to bring [---] KM/H demo on Indian roads where at the point of avoidance the relative velocity would be very high generalized"
X Link 2024-03-16T08:17Z [----] followers, [----] engagements
"Autonomous driving through extremely-tight-dynamic environments with complex stochastic and adversarial traffic-dynamics or simply through an absolute chaos on sub-urban unstructured roads in India. This kind of traffic and environment has never been attempted in the history of #autonomousdriving. There were no traffic-rules to abide by on this road other than to perform a left-sided avoidance if the other obstacles follow the same else the vehicle will have to change its plan in a stochastic manner in several of the adversarial multi-agent negotiation settings encountered throughout the"
X Link 2024-03-18T09:18Z [----] followers, 126.3K engagements
"@13pranav13 This is at 2x for brevity else the video will become very-very long. One can watch HQ video on our YT channel at 1x"
X Link 2024-03-18T10:37Z [----] followers, [----] engagements
"It is more of a risk for us than to anyone else. It is career at stake. We wouldn't do anything for a cheap fame. Unless the tech is rigorously tested we wouldn't do anything. Yesterday media came to do live demo off-roads. We realized there was a construction going on with pile of mud dumped from dumper trucks on the side of the road. I gave them an explicit warning that I know our vehicle will avoid it but this is untested. They said their safety inside our vehicle is their risk and only then we did the demo off-roads and did two tests where our vehicle did avoid the pile of mud on the side"
X Link 2024-03-18T11:46Z [----] followers, [----] engagements
"Hi @Mankaran32 A key difference between us and Waymo Cruise Tesla Comma (if comma is still doing behavioural cloning it is already a deadend any mathematician would be able to tell that or anyone who has gone through even the basics of theoretical computer science and machine learning) is that for the sake of discussion I am taking into account Tesla auto-vectorization but ignoring their futuristic work which involves around auto-regressive (inverse-) RL because then the discussion will become too broad: While others are focused on developing individual algorithms and inducing intelligence"
X Link 2024-03-19T04:41Z [----] followers, [----] engagements
"In pursuit of Level-5 #autonomousdriving technology development we treated the problem of autonomous navigation as a generic mathematical research problem. We did not differentiate among the verticals like on-roads off-roads highway-navigation for trucks geo-fenced navigation or campuses. The Level-5 intelligence we have been developing solves all three frontiers of autonomous driving: (i) last-mile autonomy (city and campuses navigation) (ii) generic on-roads autonomy and (iii) off-roads autonomy for #autonomousvehicles for military applications. This article by Telematics Wire nicely"
X Link 2024-03-21T10:12Z [----] followers, 17K engagements
"Wishing everyone a very Happy Holi Jai Sri Ram π Jai Ma Kali π"
X Link 2024-03-25T16:23Z [----] followers, [----] engagements
"I am humbled to know that my years of mathematical research in motion planning reinforcement learning and decision making under uncertainty and our cutting-edge pioneering research at @swaayatt in enabling #autonomousvehicles to negotiate extremely complex stochastic and adversarial traffic-dynamics and unstructured environments is being recognized and that too by Mr. @anandmahindra ji ππ Thank you so much for both recognizing our R&D and for sharing it with the world This was our 80th demonstration on the roads in India. Our off-roads autonomous driving R&D is challenging the parameters of"
X Link 2024-04-03T05:05Z [----] followers, 121.6K engagements
"Robotics AI or Autonomous Driving is nothing but pure- and applied-mathematics combined with learning frontiers of theoretical computer science. A first step is to ensure that you understand Linear Algebra very-very well. Second you need to ensure multi-variate calculus. You also need to know the probability. Once these fundamentals are covered if you are interested in robotics from an AI perspective please ensure that you finish one full book in machine learning: it can be CM Bishop's or Kevin Murphy's ML a Probabilistic Perspective or Elements of Statistical Learning by Tibshirani. You at"
X Link 2024-04-03T05:27Z [----] followers, [----] engagements
"Our R&D in AI and autonomous navigation to enable L5 #autonomousdriving is based on a principled mathematical approach that we have taken since the inception of @swaayatt The data-efficient #reinforcementlearning based foundational models frameworks and pipelines we have built thus far and are building as of now are ready to take on the most formidable of approaches that theoretical CS and mathematical frontiers enabling foundational deep learning models have to offer. This article shares a gist of our cutting-edge R&D at Swaayatt and my journey from undergrad days at IIT Roorkee and"
X Link 2024-04-05T09:47Z [----] followers, [----] engagements
"@aarkayn @swaayatt @VGK_India @HQ_IDS_India @IDSAIndia @CAPS_INDIA @India_iDEX @adgpi @IAF_MCC @indiannavy @OfficialCLAWSIN @USIofIndia @nmfindia @vifindia @DefProdnIndia Unfortunately collaborations of military happen easily only outside India :) It is easier to reach DARPA and US DoD than to reach their counterparts in India"
X Link 2024-04-08T07:47Z [----] followers, [----] engagements
"Autonomous driving through very dense dynamic traffic with extremely tight-complex-stochastic traffic-dynamics on sub-urban roads connecting to an open ground with absolutely zero traffic-rules. This is the most heavily cluttered environment where we have tested our #autonomousdriving technology presenting many of the adversarial negotiation scenarios as well throughout the autonomous navigation task. This demo was done at the Mata Baglamukhi Madir campus in the city of Nalkheda in MP India and was done in the presence of heavy police forces deployed that day on the ground as can be seen in"
X Link 2024-04-09T09:10Z [----] followers, 336K engagements
"My research statement since my undergrad days has been to solve the problem of autonomy (which is the toughest AI problem of this decade and was the toughtest problem back then as well) in absolute chaos. While this may be horrendous as a researcher that is somehow a boon for us as of now so long it lasts :)"
X Link 2024-04-09T10:39Z [----] followers, 12.5K engagements
"Following rules are logics written over on top of AI layers not following rules is a pure stochastic process that is where the capability of AI is tested. Traffic doesn't follow rules there our vehicle navigated this in a what I call just manner -- which rule you see our vehicle violated It would be hard to point out whereas if a vehicle violates a rule you can point it out -- that is the toughness of stochastic processes :)"
X Link 2024-04-09T18:03Z [----] followers, [----] engagements
"Thank you so much Vishal π Yes navigating through the corridor was a challenge and this is the narrowest road (if we can call it a road) we have tested this motion planning and decision making framework. Over the past few years since undergrad days my research focused on enabling autonomous navigation (primarily then focusing on motion planning and decision making under uncertainty from mathematical optmization RL and ML perspective) in previously unknown and unseen environments. One key motion planning and decision making frameworks that uses two RL agents which has been demoed in our"
X Link 2024-04-10T01:28Z [----] followers, [----] engagements
"@MalfoyVoldy Thank you so much This is only a beginning a lot more to come soon. Our demo and technology in August will change the way autonomous driving will work in future"
X Link 2024-04-11T01:09Z [----] followers, [----] engagements
"Wishing everyone a very happy ongoing Chaitra Navrati leading to Sri Ram Navmi π Jai Sri Ram π Jai Ma Kali π"
X Link 2024-04-11T06:49Z [----] followers, [----] engagements
"@Gordonswaby I am glad to know that :) π Thank you so much for sharing our work with the world This was our 83rd demo on the roads in India and our August [----] demo will change the way autonomous driving is perceived globally"
X Link 2024-04-14T11:16Z [----] followers, [----] engagements
"Thank you so much Robert This was our 83rd demo on the roads in India this was the densest scenario in terms of the number of obstacles and pedestrians present on the road even though most of them static. We are going to showcase a paradigm for autonomous vehicles in August that will change the way autonomous driving technology proceeds further development globally"
X Link 2024-04-14T11:19Z [----] followers, [----] engagements
"Wishing everyone a very blessed Sri Ram Navmi π Jai Sri Ram π Jai Maa Kali π"
X Link 2024-04-17T13:30Z [----] followers, [----] engagements
"@pitdesi @swaayatt This is autonomous :) This was our 82nd demo on the roads in India. We do both on- and off-roads autonomous driving -- the only startup who has both the capabilities. Plus our 83rd demo the latest one was done in even more complex situation -- here -- https://x.com/sanjeevs_iitr/status/1777625003426508979 Autonomous driving through very dense dynamic traffic with extremely tight-complex-stochastic traffic-dynamics on sub-urban roads connecting to an open ground with absolutely zero traffic-rules. This is the most heavily cluttered environment where we have tested our"
X Link 2024-04-30T08:16Z [----] followers, [---] engagements
"Thanks so much @pitdesi for sharing our research and our autonomous driving demos with the world. We have been researching on all frontiers of autonomous driving and have been demonstrating our technology since [----] on the roads in India. There are four different paradigms that we are exploring as future model of autonomous driving and one of the the most ambitious one will be demonstrated in the month of August this year. We raised $3M in [----] the only funding we ever raised and we have been doing both on-roads and off-roads autonomous driving -- something that no other company has been able"
X Link 2024-04-30T08:30Z [----] followers, 28.8K engagements
"Anidhya can't help it man. Dr Malpani used to talk about frugal innovation a lot on LinkedIn. PS: I had $62.5M acquisition offer in Jan [----] nearly the peak of COVID when I was doing another startup to just save Swaayatt somehow. Decided not to sell. No investor in India invested in us. It took a US investor to invest in a RnD startup in India :) We raised $3M in [----] July and have used only $650k thus far. Can't get more frugal than this"
X Link 2024-05-02T18:49Z [----] followers, 21.4K engagements
"@malpani @AnidhyaAhuja We are going to opening it for public on our Autonomous Thar. One can book a demo via our website :) Hope that helps"
X Link 2024-05-03T07:33Z [----] followers, [----] engagements
"Autonomous driving off-roads is an extremely challenging problem. Here's our autonomous vehicle at @swaayatt navigating off-road terrains while there was an active construction going on. Navigating such terrains autonomously is unthinkable and is beyond the capability of any startup anywhere in the world. Our autonomous vehicle had never seen this kind of an environment before not even in the context of obstacles detection during training. Negotiation of a construction site including with very well structured traffic-cones is usually considered as a challenge by the autonomous driving giants"
X Link 2024-05-24T06:26Z [----] followers, 12.7K engagements
"We have closed $4M in funding which is part of much larger round we are raising with investors in the US. This round was closed at $151M valuation and remainder of the funds will be around that as well (around $175M). Over the past few years we have pioneered several frontiers in #AI and #autonomousdriving. For example we were a first mover of #reinforcementlearning applied to a real-world nonlinear dynamical system operating in a continuous domain an autonomous vehicle using [--] autonomous (RL-) agents. This was the time when Deep Mind was the only company working at that scale in RL (AlphaGo"
X Link 2024-06-08T06:50Z [----] followers, 23.6K engagements
"Going forward with this new fund raise of $4M which is a part of larger fund we are raising with global investors we will actively be inventing new AI capabilities to solve the problem autonomous general navigation. My core beliefs and that of @swaayatt's and reason behind starting Swaayatt were simple: Unless we solve the hardest #AI problem i.e. autonomous agents learning to negotiate the most (i) complex (ii) stochastic and (iii) adversarial traffic-dynamics on the roads to control the behaviour of a nonlinear dynamical system operating in a continuous domain such as #autonomousvehicles it"
X Link 2024-06-09T07:12Z [----] followers, [----] engagements
"Jai Sri Ram π Jai Maa Kali π Om Namah Shivay π Bhopal-based Indian AI and Robotics startup Swaayatt Robots ( ) recently raised $4 million at a valuation of $151 million from US investors. The company will further raise $11M at a valuation of round $175M-$200M. Read more - https://t.co/W3GVA3K3dg https://t.co/bU27hliF7B Bhopal-based Indian AI and Robotics startup Swaayatt Robots ( ) recently raised $4 million at a valuation of $151 million from US investors. The company will further raise $11M at a valuation of round $175M-$200M. Read more - https://t.co/W3GVA3K3dg https://t.co/bU27hliF7B"
X Link 2024-06-09T09:50Z [----] followers, 34.7K engagements
"With the recent closure of $4M funding we will be scaling up autonomous driving to new heights. This will being with significantly capabilities enhancements in our (i) Toll-Plaza navigation framework (ii) Bidirectional traffic negotiation on single lane roads framework (iii) Enabling autonomous vehicles to learn to overtake on typical two lane roads like the Indian drivers so that they can negotiate any corner cases on highways (iv) Making our inverse-RL based frameworks robust for both on- and off-roads autonomous driving and (v) making redundant some of the perception algorithms for"
X Link 2024-06-11T10:30Z [----] followers, 28K engagements
"Thank you so much Sir π We will keep doing our level best going forward and make L5 autonomous driving a global reality. Congratulations @swaayatt - power ur way to the cutting edge of vision AI and Autonomous Driving Vehicles #NewIndia #IndiaTechade #AI https://t.co/KULA0aR7gX Congratulations @swaayatt - power ur way to the cutting edge of vision AI and Autonomous Driving Vehicles #NewIndia #IndiaTechade #AI https://t.co/KULA0aR7gX"
X Link 2024-06-11T17:52Z [----] followers, [----] engagements
"This lecture covered the topic of Robust Feature Matching focusing on the use of Random Sample Consensus (RANSAC) algorithm for Fundamental Matrix. RANSAC is an iterative algorithm that estimates model parameters where this estimation process involves a set of observed data points from an inherent model consisting of outliers as well. Feature matching is an essential part of many computer vision and robotic perception applications. Thus obtaining true feature matches is critical. For example it can severely impact the accuracy of motion estimation process as in visual odometry and SLAM."
X Link 2024-06-23T04:27Z [----] followers, 14.5K engagements
"On this Independence Day at @swaayatt we pledge to bring autonomy to all frontiers i.e. Civil Military and Industrial both on the ground and in the air. Over the years specifically in the past [--] months we have demonstrated our #autonomousdriving technology conquering on-roads off-roads and geo-fenced autonomous navigation. We are going to hereafter scale it up for multitude of applications. Wishing everyone a very Happy Independence Day Jai Hind #autonomousvehicles #IndependenceDay #India"
X Link 2024-08-15T08:20Z [----] followers, [----] engagements
"Projective 3-Point (P3P) algorithm plays a crucial role in understanding the Visual Odometry and typical SLAM algorithmic pipelines. P3P algorithm allows us to compute camera's (robots's) transformation using the 3D-2D correspondences of feature points in a camera's 2D image plane and their corresponding 3D real-world coordinates. P3P algorithm requires [--] such feature points in an image and their corresponding 3D coordinate. The previous set of lectures discussed the mathematical formulation of the problem state and step by step solution. The geometry involved via P3P algorithm in computation"
X Link 2024-08-24T06:25Z [----] followers, [----] engagements
"As we further our Level-5 autonomous driving research and scale up the technology including sustainable last mile autonomy operational capabilities we begin our day-time operations on regular urban roads in India. This is to ensure that our #autonomousdriving technology @swaayatt can work globally and can negotiate any kind of environments and traffic-dynamics. We will gradually increase the complexity of the traffic-dynamics and the environments that our #autonomousvehicles are tasked to negotiate. In this demo the vehicle was tasked with navigating a regular 4-lane city roads with end going"
X Link 2024-09-11T11:13Z [----] followers, 14.5K engagements
"Autonomous Driving at scale through complex geometric terrain and road-network negotiating stochastic-complex-adversarial traffic-dynamics on the roads in India. This demo showcases @swaayatt's autonomous vehicle starting from a densely cluttered region planning its route to the Shree Ram Mandir (its final destination) in the Barkheda region in the city of Bhopal. Our #autonomousdriving technology enables smooth navigation of our autonomous vehicle through the static and dynamic traffic encountered on the road. This demo utilized our motion planning and decision making algorithmic framework"
X Link 2024-10-31T08:14Z [----] followers, 27.8K engagements
"This demo marks the beginning our generic off-roads #autonomousdriving research at very high speeds i.e. near-drift speeds without requiring HD maps with driving policies being learned via unsupervised and reinforcement learning. During navigation our vehicle consistently maintained speeds in the range of 50-63 KM/H. For human experts typical driving speeds range around [--] KM/H as beyond that there is a high probability of vehicle skidding and drifting (i) around turns and (ii) when brakes are applied. The terrain was rutted and highly uneven with large and sharp pieces of rocks scattered all"
X Link 2024-12-02T11:46Z [----] followers, 11.7K engagements
"Autonomous driving and obstacles avoidance at drift speeds challenging the limits of what is possible In this demo our vehicle can be seen performing #autonomousdriving at very high speeds causing it to both skid and drift at turns while also avoiding obstacles. At such speeds given the inherent dynamics of the vehicle platform used it is very easy for the vehicle to topple. The #reinforcementlearning based motion planning and decision making framework that is being demoed here is tasked with ensuring obstacles avoidance without compromising on the speed to an extent possible and to drive the"
X Link 2024-12-14T13:20Z [----] followers, 11.8K engagements
"In this demo we showcase #autonomousdriving off-roads at night with obstacles avoidance at high-speeds paving the way for fully #autonomousvehicles both on- and off-roads. This was our 9th demo off-roads where earlier last year in Feb [----] we showcased the ability to negotiate bidirectional dynamic traffic off-roads. Going forward this year we will be showcasing our #reinforcementlearning (RL) first approach towards solving the problem of off-roads autonomous driving. Off-roads autonomy is a tough problem to solve due to non availability of HD maps and also due to supervised #DeepLearning"
X Link 2025-01-01T11:12Z [----] followers, [----] engagements
"Enabling autonomous vehicles perceive their environment using only off-the-shelf cameras has been a long term research objective at @swaayatt. This demo highlights the capabilities of our on-road perception system which is able to detect obstacles road boundaries lane markers in images as well as compute depth of the complex scenes in the environment. The output shown in this video is end-to-end raw output from our deep learning system without any post processing. The current system with joint computation of obstacles lane/road boundaries and depth works at [--] FPS on an embedded GPU in our"
X Link 2025-01-03T12:01Z [----] followers, 19.4K engagements
"Solving Level-5 #autonomousdriving problem has been a sole objective at Swaayatt Robots. Towards this endeavor we demonstrate our novel on-line motion planning and decision making framework that allows #autonomousvehicles to move both in a smooth fashion as well as at aggressive speeds while performing obstacles avoidance maneuvers. This demos showcases our autonomous vehicle at @swaayatt negotiating traffic-cones (obstacles) at very aggressive speeds. The location of the marked cones was not known to the planner beforehand and thus the motion (time parametrized trajectory computation with"
X Link 2025-01-28T09:23Z [----] followers, 27.4K engagements
"In this demo we extend our prior work on obstacles avoidance at aggressive speeds showcasing our Thar based autonomous vehicle navigating at near drift speeds progressing towards our endeavour of Level-5 autonomy. Our autonomous vehicle at @swaayatt was tasked with avoidance of traffic cones on the road placed in a zig-zag fashion at aggressive speeds. The location of the marked cones was not known to the planner beforehand. The #autonomousdriving task i.e. motion planning (time parametrized trajectory computation) and decision making was made even more challenging by restricting the AI"
X Link 2025-02-28T03:31Z [----] followers, 13.3K engagements
"On February 22nd we demoed our #autonomousdriving technology to the Indian Armed Forces along with an invited talk which was attended by the General Officer Commanding (GoC) MB Area Lieutenant General Mr. P. S. Shekhawat. This demonstration included many senior officials (Brigadier Colonel Major) taking end-to-end rides in our #autonomousvehicles in the military campus area allocated to us. Our on- and off-roads autonomy programs target both the civil and military use cases. The area allocated to us by the army was a structured well paved environment where we showcased following capabilities"
X Link 2025-03-06T06:37Z [----] followers, [----] engagements
"Last weekend we took Executive Chairman and Co-Founder of @SaloniHeart (Saloni Heart Foundation) Mr. Himanshu Seth for a ride in our autonomous vehicle performing bidirectional negotiation of traffic on single lane roads. Such a navigation task is too complex for contemporary #AutonomousDriving technologies. Over the years we have developed novel algorithmic frameworks and decision making agents that allow seamless negotiation of bidirectional traffic on single lane and multi-lane roads. If a large vehicle or a bike that doesn't yield from the middle of the road comes from the other end then"
X Link 2025-03-11T06:12Z [----] followers, [----] engagements
"On 13th March Jan Kuenne visited us for a ride in our #autonomousvehicles and celebrate Holi with us. We conducted two demos with him showcasing the key research frontiers that @swaayatt is working on towards achieving Level-5 #autonomousdriving. Demo-1 involved our navigation on a single lane road with bidirectional traffic. The road is wide enough to allow only one vehicle passage at a time -- for any two vehicles approaching each other head-on both will have to yield and shift off-roads. Over the past [---] years we have made significant progress towards learning such navigation policies"
X Link 2025-03-18T12:02Z [----] followers, [----] engagements
"On the night of Holi we took Jan Kuenne for a demonstration of the most recent framework we have been working on to achieve L5 #autonomousdriving i.e. avoidance of obstacles at very high speeds. In this demo as we have demonstrated previously as well the AI agents are constrained to act irrespective of the speed of the vehicle or the configuration only when the obstacles (appearing in the form of marked-cones) come within 25m-30m radius of the vehicle (the decision making is stochastic). The motion planning and the decision making framework over here also has to take into account the toppling"
X Link 2025-03-20T12:58Z [----] followers, [----] engagements
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