Two days devoted to Bittensor. That is the strongest reason to pay attention to Exploit Summit 2026, taking place on September 28 and 29 at New City Gas in Montreal.
Produced by Bittensor Commons, the event brings together subnet founders, miners, researchers, compute providers and people building businesses around TAO. Its identity is specific enough to support a much deeper conversation about the network. A discussion about training can continue into incentives, customer demand, capital and the people doing the work.
The published program mixes demonstrations, workshops, keynotes, panels and debates. For anyone following Bittensor through scattered repositories, Discord conversations and posts on X, the attraction is having those projects within reach of one another.
Disclosure: Victor of Tao Outsider is an Exploit Summit ambassador and works with Bitstarter, which is involved in Pitchtensor.
A conference built around Bittensor
The benefit of a Bittensor-native event is the depth it can support. The audience can follow a discussion about miner behavior into validator scoring, then ask how either affects the service a customer receives.
That shared context should make the demonstrations more interesting. A training team can hear how another subnet handles unreliable compute. A founder working on sales can compare distribution problems with a team building infrastructure. Researchers can meet the people responsible for implementing the mechanisms they study.
The organizers’ September announcement places open competition and public debate at the heart of the event. Montreal’s history in AI research helps frame that ambition, while Bittensor supplies the specific network around which the conference is organized.
Machine learning gets several approaches on one program
Macrocosmos is bringing Project Orion. Its event preview describes training work across mixed GPUs, interruptible machines and geographically distributed compute, alongside results and commercialization plans. Will Squires and Steffen Cruz give attendees a chance to question how that coordination translates into a product.
In a September 14 update, Macrocosmos sharpened that promise. It plans to present what its summer training runs delivered and what the numbers mean commercially for iota.
Connito adds another training approach. The announcement for Isabella Liu describes specialist models trained across decentralized infrastructure and combined into a Mixture-of-Experts system. Placing these approaches in the same conference invites a useful comparison of coordination, evaluation and the work miners actually contribute.
Pareton’s preview of Xavier Lyu’s session moves to inference optimization. The announced workflow has miners submitting code patches for validation and benchmarking against a fixed workload. Accepted performance gains become the next baseline.
Jon Durbin’s Chutes announcement covers GPU utilization, trusted execution environments, permissionless infrastructure and the Parallax training effort. Together, these sessions span the cost of serving models and the practical constraints of training them.
Readers approaching these topics for the first time can also use our guide to machine learning on Bittensor as background before checking the summit schedule.
Subnets bring specific applications
The application lineup is one of the best reasons to spend time with the program. It reaches across science, media, communications and commerce, with each team approaching a different customer problem.
- Metanova Labs / NOVA. Micaela Bazo’s announced session explores drug discovery through open competition and selection pressure.
- Minos. Mamad Anghari is set to explain HelixForge’s GPU-native genomics architecture, according to the organizer’s preview.
- ORO. The Shardul Bansal announcement connects agent competitions, training data and commerce.
- Vidaio. The Gareth Howells preview promises a demonstration of video compression aimed at reducing storage and bandwidth costs.
- Beam. Nic Savy’s announced presentation covers transfers, tunnels, peer-to-peer rooms and streaming, with two reveals teased.
- Zeus. The Rory Tol preview focuses on forecasting for wind and solar generation, plus a further forecasting layer the team intends to preview.
- Bitcast. Its event announcement points to creator attention, products and partnerships.
- Targon. The Rob Myers preview promises an update on the confidential-compute business and a further product reveal.
The debates are about decisions subnet teams face
Research and revenue get a direct confrontation. Marcus Graichen and Will Squires were announced on opposing sides, with Jack Ai Leung named as moderator. The subject reaches into how teams spend time, what they promise supporters and how long a research effort gets to develop.
The pace of protocol change is another scheduled disagreement. Exploit’s preview of Yoav Cohen and Rob Myers sets business predictability against the pressure to improve quickly. Hearing the participants defend those positions in the same room should give builders more context than a sequence of disconnected posts.
Security receives equally practical treatment. John Yu’s Bitsec demonstration is announced around gaming incentive mechanisms. Piotr Barbachowski’s Dendrite session draws on experience mining, breaking and repairing those systems. Both belong close to the discussion of what subnet competition produces.
Toufic Adlouni brings a legal perspective on ownership, covering slots, validators, tokens and the businesses around them. For founders and participants, that is a chance to ask where technical control and legal rights meet.
Customers, founders and the next teams
Max Sebti of Score and Jean-Thomas Ledore of PwC France are announced for a conversation about enterprise deployment. Trust, implementation and scale give the discussion a commercial focus that complements the technical program.
Pitchtensor brings new machine-learning teams into that picture. Exploit’s August 27 announcement describes two startups competing on stage, with the audience helping determine the outcome through Bitstarter’s crowdfunding process. Bitstarter’s September 11 update specifies five judges and September 29 on the OTF stage.
Participation also extends beyond the venue. A September 11 announcement from 404 describes a game-building competition running through September 25, with a 10 TAO prize pool and winners to be announced at Exploit. Entrants are asked to build playable games using its generator. It gives the summit another connection to work the community can make before arriving.
Another useful inclusion is Marcus Graichen’s session on the pressure of building in Bittensor. Teams are expected to respond to protocol changes and public scrutiny while continuing to ship. Giving that experience space on the program recognizes the people sustaining the network.
How the two days fit together
The current agenda uses OTF and Rao stages. Day one starts with an introductory Bittensor workshop at 09:00, followed by the main welcome at 10:00 and Jacob Steeves at 10:10. Day two includes a mining workshop at 10:30 and a closing address at 18:00. Times are presented for Montreal; consult the live schedule before planning a session.
The remaining program also spans robotics, wallet security, ChronoLLM, subnet liquidity, Leadpoet, KubeTEE, quantum computing, token/equity structures, autonomous-system coordination, BitMind, Crucible Wallet, distribution, 404Gen, Yanez, incubators, Swarm, Provenonce and Green Compute. Tom Lynch and Peyton Spencer also have keynote slots.
Sessions run concurrently, so choosing a route through the official agenda ahead of time will help. The schedule includes breaks for meeting other attendees and private dinners with Affine and Targon.
The community gathers before the opening session
September 27 brings the community quiz night at nomad studio. General Tensor and Zeus are behind the gathering, with questions spanning network history and Bittensor culture. The registration page lists drinks and pizza, free attendance for summit ticket holders, and host approval. Attendees should register with the email attached to their summit ticket.
After the first conference day, New City Gas hosts the Exploit party. The listing describes DJs and dancing, with the first 1,000 drinks offered free. Entry is for summit ticket holders, and separate registration is checked against the ticket list.
These gatherings add time for the conversations that a tightly scheduled stage program leaves unfinished. For a community that spends much of its working life online, meeting the person behind a familiar handle is part of the draw.
Dates, venue and tickets
| Detail | Current information |
|---|---|
| Conference | September 28 and 29, 2026 |
| Venue | New City Gas, 950 Rue Ottawa, Montreal, Canada |
| Producer | Bittensor Commons |
| Registration | Official Exploit Summit page on Luma |
| Student access | Approval required; eligibility and identification checks apply |
The ticket page currently lists the final-release phase. Earlier sale phases are marked closed. Student registration requires current enrollment details, and matching identification is required at check-in. Readers should use the current registration page for prices and conditions.
Reporting notes
Program and registration pages were checked on September 16, 2026, with the Targon dinner date reconciled on September 17. Earlier official X announcements were reviewed from archived copies collected through September 15. Demonstrations, results and reveals described here remain scheduled organizer or project claims. Ticket prices, remaining capacity, streaming access and final Pitchtensor prize rules are unconfirmed in this review. The event agenda and Bitstarter’s September 11 announcement list different Pitchtensor panels. The agenda and Targon’s registration page now both place the private dinner on September 28; attendance requires host approval. Private dinners require their own access arrangements. Attendance and product announcements provide no basis for predicting TAO returns.
Sources
Bittensor Commons announcement, September 9
Conference registration and student eligibility
Private Targon dinner registration
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