It started the way a lot of things start in DeFi. Someone looked at the validator economics, did some quick napkin math, and thought: "It can't be that hard, right?"
That someone goes by "Agent Chud." He's done a lot for the Chainflip community already, most prominently creating Burnonomics.com, a real-time FLIP supply analytics dashboard that tracks emissions, burns, asset flows, top brokers & integrators, an extensive overview of stakers & operators, including FLIP token simulation data, among others. He is already a known builder in the Chainflip community, but only a few weeks ago he had little experience in being an Operator. What he had was conviction about Chainflip's future and a willingness to figure things out in public, mistakes and all.
Today, Agent Chud runs a fleet of 25 validators, operates a custom-built RPC gateway that routes intelligently across a broad pool of public and paid endpoints using adaptive, health-aware selection, and has cut his RPC costs to less than 1% of what a typical multi-validator setup would pay. And he did almost all of it with AI tools, community support, and a Telegram group chat that never sleeps.
AI and Community Support Got the First Nodes Online
Chud's entry into Chainflip infrastructure started when Staking as a Service (SaaS) decided to wind down validator operations to focus on other projects. That opened a gap, and Chud saw an opportunity to step in. He was already active in the community, following the protocol's development and being a substantial FLIP holder & staker. Now, with the announcement of FLIP 2.1 tokenomics, the validator economics kept pulling his attention. The math looked good, and the barrier to entry seemed manageable.
"It can't be that hard, no?"
he wrote in the group chat one evening, floating the idea of spinning up his own nodes.
The community's response was encouraging but honest. David Cumps, one of the more active community members (running SaaS for five years since early testnet, Broker as a Service, the Operator Dashboard, a Discord swapping bot, and recently an MCP server for AI agents on Chainflip), immediately started sharing tips. It set the tone for what would become an ongoing, real-time mentorship played out across weeks of Telegram messages.
Agent Chud's first move was to have GPT and Claude generate his infrastructure setup: container definitions and a collection of shell and Python scripts to bring nodes online and keep them healthy. It worked for the most part, despite the containers being rough around the edges. Cumps would later describe the default Linux settings as needing adjustment: "Yeah, Google it; it's a pretty common Linux thing. The defaults are too low."
When Chud's containers hit an inode issue that took his engines offline, Cumps diagnosed it immediately. Chud's take on the GPT-generated containers was blunt: "Slop ass containers lmao. Patching now."
The tools got him started, and the community kept him going.
Honest Feedback Pushed Better Tooling
One of the earliest moments that defined Chud's journey was when he shared a screenshot of his first monitoring dashboard. The community feedback was immediate and unfiltered.
"I just want the dashboard to not look like Helen Keller designed it," Chud wrote, responding to suggestions about what metrics to prioritize.
Chud already had experience building data-heavy interfaces through Burnonomics, his FLIP analytics dashboard. However, running validators was a different kind of problem. The monitoring needs are real-time and operational rather than analytical. That feedback loop between what the community expected and what Chud was building pushed him to iterate fast, eventually adding a private fleet management view on top of his existing tooling to track all his validators from a single pane.
A Custom RPC Gateway Cut Costs to Less Than a Hundredth of the Industry Standard
The single most impressive piece of infrastructure to come out of Agent Chud's journey had nothing to do with validators directly. It was the RPC gateway.
Running Chainflip validators requires RPC connections to multiple blockchains: Bitcoin, Ethereum, Solana, Arbitrum and Polkadot. Traditionally, operators pay for dedicated RPC endpoints from providers. For a multi-validator setup, those costs add up fast, often running into thousands of dollars per month.
Chud decided to solve this differently. He built a custom routing layer that sits between his validators and a broad pool of public RPC endpoints. The layer watches how each provider is performing in the moment and uses that feedback to pick the fastest, most reliable provider for each call, and avoid ones that are struggling.
The system is adaptive and learns from every request. If a provider starts degrading, the router shifts traffic automatically. If a new provider is added, the system tests it and integrates it into the rotation. Paid RPCs exist as a fallback, but only trigger when latency or freshness crosses a learned threshold.
"Intelligent router uses online learning to route RPC calls by method by provider. Some providers serve specific methods better than others," Chud explained when the community asked how it worked. "The system is adaptive, so its behavior and routing preferences change as provider health changes or more providers are added."
A Chainflip community member cut to the core of it: "Effectively tracking latency by calling on some rolling average and using that as the basis?"
"Ish," Chud replied.
The numbers kept getting better. Over several weeks of iteration and a handful of major revisions of the gateway, request savings climbed from around 80% to over 90%, with public routing eventually reaching above 95%. Each revision used data collected from the previous version to make better routing decisions.
The final RPC bill for his entire fleet came in at less than 1% of what a conventional setup would cost. Pennies per hour of operation across all validators.
"It's fucking amazing for the diversity of node operators," one community member said, watching the progress unfold.
And that points to something Chud himself noticed. The gateway doesn't just save him money, it distributes requests across a wide pool of public endpoints rather than hammering a single paid provider, and therefore increases RPC diversity across the network. More diverse RPC sources mean better reliability for everyone.
"Not only does it serve me as an operator and whoever ends up staking with me, but also the network itself because it drastically increases network RPC diversity and optimizes for latency and freshness," Agent Chud wrote.
He also built a canary system that shadow-tests potential new RPC candidates before ever routing real requests through them, with fallback lanes stacked several deep for every chain.
His gateway segments calls by risk and cost profile: cheap, idempotent reads fan out to public endpoints; transaction broadcasts are pinned to paid upstreams, with follow-up reads sticking to the same provider for consistency; and WebSocket subscriptions run under an independent liveness watchdog that catches silent streams and fails over before the validator engines notice.
When asked about BTC endpoints specifically, his assessment was direct: "Public BTC endpoints are pathetic." His solution was to run his own pruned Bitcoin node. He would later add local pruned eth and assethub (polkadot) nodes to his fleet.
Real-Time Debugging Built Resilience Into the Fleet
Running validators is not a set-and-forget operation, and Chud learned this in real time.
The first real test came when three of his engines lost their state chain connection simultaneously. It was late at night, but Cumps still responded, walking Chud through the debugging process step by step.
"Step 1, kick it," Cumps suggested. "Restart those 3 engines and follow the logs."
Chud dug in. The engines said they were running, and they were, but the state chain client connection kept timing out. Chud's AI agent went to work analyzing logs, eventually identifying something specific to his setup, likely an inode exhaustion issue in the GPT-built containers.
"Welp, guess I do need autohealing for nodes after all," Chud concluded. "Not just the RPC gateway."
By the end of the night, he had engine autohealing live. Cumps gave his approval: "Welcome to your first rodeo."
The bigger test came later, when 100+ validators across the network went offline simultaneously during what appeared to be a network-wide event. Cumps tagged Chud directly: "Welcome to your first crisis".
Chud checked his fleet. "Mine aren't down," he reported. "Autoheal bruh."
His BTC request rate was spiking from a normal 4-20 req/s to over 150, but his infrastructure held. Chud's post-incident investigation produced a detailed technical analysis of the failure window, tracing it to a brief failure in the engine-to-local-node RPC path rather than a broader network outage. It was the kind of analysis that helps the entire ecosystem understand what happened and why.
At $2M Annual Network Revenue, 25 Validators Net Around $160K After Costs
Chud didn't just build infrastructure for the sake of building it. He ran the numbers constantly and shared them openly. The napkin math from his opening "it can't be that hard, right?" moment had grown into a proper model.
The figures below assume the world that arrives with Chainflip's FLIP 2.1 upgrade, where 100% of protocol revenue flows directly to validators and the stakers backing them rather than being burned. They also assume Chud has earned his way to the 20% commission tier on the delegated portion of his stake by proving uptime and reliability in production.
His setup: 25 validators, self-hosted on modern EPYC-class dedicated bare-metal server hardware. With MAB sitting at 200,000 FLIP, running 25 validators means a total required stake of 5 million FLIP. A meaningful portion of that is Chud's own FLIP and earns rewards with no operator fee attached. The rest comes from delegators, on which Chud takes a 20% commission. Total annual infrastructure cost: roughly a few thousand dollars.
The projections he shared with the group:
At $2 million in annual network revenue (fully distributed), Chud's combined take across his own staking rewards and the 20% commission on delegated capital works out to roughly $163,000 gross, netting around $160,000 after infrastructure costs. At $5 million in network revenue, the gross climbs to about $407,000. At $10 million, it approaches $813,000.
"It's a solid business lmao," Chud wrote. "Even at $2M annualized, which is peanuts, 3x the average American income."
His conviction runs deeper than the spreadsheet. When Cumps pointed out that selling FLIP to realize profits creates sell pressure, Chud's response was immediate: "I would never sell it all."
Chud goes further to indicate that “even if every operator and every delegator sold 100% of their flip rewards (which is unlikely), the worst case scenario is a net zero effect on market price.”
His logic: "Don't even need the price to go up with FLIP 2.1 tokenomics. Price going up just means it's more expensive to compete with me."
Delegation Opened With a Community-First Approach
Once the infrastructure was stable and costs were under control, Chud turned his attention to delegation. He launched his operator under the name Burnonomics, keeping the same community-first approach that defined the rest of his journey.
"I'm going to let people in on a case-by-case basis, similar to what SaaS did", he wrote. "Then close it after each admission, so we all get the highest possible rewards".
He started at 15% commission with a plan to increase to 20% once he'd proven uptime and reliability in production. Delegators who joined early got a grace period while he finalized optimizations.
The migration to his new server went smoothly. His 10 original validators moved one by one, with zero slashing. "Went about as well as I could have hoped. No slashes," Chud reported. Cumps congratulated him:
"Congrats on having your new monster in production now."
The fleet status dashboard told the story: FLEET READY. His fleet grew to 15 validators and all 15 qualified with a 91.6% observed cost savings.
Burnonomics has since launched 25 validators and opened up to new delegators, yet the operation still runs on a whitelist-only basis. Launching with an outstanding 99/100 reputation score, stakers get access to a VIP support channel with direct communication to Chud, and there's a minimum stake requirement to keep the group tight.
His pitch was straightforward: dedicated bare-metal hardware in a European data center; the custom RPC stack with built-in redundancy and autohealing watchdogs; mirrored storage with pre-seeded chain databases for fast recovery; and every piece of software unit tested and red teamed. His entire FLIP bag is staked with Burnonomics, proving he's got proper skin in the game.
In public channels, Chud has indicated that now is a “really good opportunity for motivated operators to differentiate themselves on quality of service and transparency”
He alludes to his own dedicated telegram based support channel for his delegates and mentions “Hopefully the rest can get dedicated telegram groups and such up soon.”
Operators Are Building Infrastructure the Ecosystem Didn't Have Before
Chud's story says something bigger about where the Chainflip validator ecosystem is heading. Community operators are picking up tools and infrastructure that have been sitting idle, and are now actually building with them.
Chud's RPC gateway could become a reference architecture for other operators looking to reduce costs. His Burnonomics dashboard already serves the wider community as a go-to resource for FLIP supply data, and he is planning to upgrade and freshen it up in the coming month. His debugging during network events produced analysis that benefited everyone.
The dynamics between supportive Chainflip operators, contributions from community members, and core team members, shows a network where knowledge flows freely and people are genuinely happy to help. Tips get shared in real time. Problems get solved collectively. Someone asks a question at midnight and gets an answer from the protocol's most experienced operators within minutes.
Shaun, from the Chainflip team, captured the seánce like this: "It's really cool to see your adventure in this. Also cool to see Cumps and others jumping in with their tips."
Agent Chud's response: "It's been a lot of fun. I needed a new autistic adventure."
The minimum active bid (MAB) has been seen increasing since the release of the FLIP 2.1 proposal, revealing that Chainflip will change the FLIP tokenomics from buy-and-burn to buy-and-distribute, essentially rewarding FLIP stakers at a higher degree. Since then, more operators are committing capital to the network, and more of them are competing for slots, resulting in a doubling of the MAB to 200K FLIP in under two weeks.
Behind every new validator coming online, there's probably a version of this story playing out somewhere: someone running the numbers, asking questions in a group chat, building something that breaks, fixing it, and doing it again until it works. We see this as a strong community surrounding itself in healthy competition that is collectively pushing the network forward.
Do you want to become a Chainflip Operator? Check out our Operator docs for details on how to start, track the full overview of all Chainflip Operators and see the live Auction page.
Big thanks to Agent Chud for actively contributing to the Chainflip ecosystem.
Resources
Become an Operator - Set up your own validators
Swap Now - Start swapping native assets
Lending - Borrow against native Bitcoin
Blog - Product updates and announcements
Chainflip Scan - Track swaps and network activity
Website - Explore Chainflip
Other Chainflip Products:
Boost - Earn fees by providing single-sided liquidity with no IL risk
Stablecoin Strategies - Deposit stablecoins and earn optimized yields
Provide Liquidity - Supply assets to Chainflip's liquidity pools
Stake FLIP - Delegate FLIP and earn staking rewards
Find us:
FAQ
How much does it cost to run a Chainflip validator?
Infrastructure costs vary by setup, but there's significant room for optimization. Operators who invest in RPC routing, shared infrastructure, and efficient hosting can bring the cost of running multiple validators down to a fraction of what a conventional setup would cost.
What is the minimum active bid (MAB) to become a Chainflip validator?
The MAB fluctuates based on how many validators are competing for active slots. During Agent Chud's journey, it ranged from around 100,000 to 150,000 FLIP. At the time this article was released, MAB was around 200,000 FLIP. You can check the current MAB at https://auctions.chainflip.io/auction
Can you run multiple Chainflip validators on one server?
Yes. Agent Chud demonstrated that a single modern dedicated server can comfortably handle a large fleet of validators without pushing CPU or RAM anywhere near their limits. The main constraint is storage rather than compute.
What is FLIP delegation?
Delegation allows FLIP holders to stake their tokens with a validator operator without running their own infrastructure. Operators set commission rates (typically 15-20%) and delegators earn a share of validator rewards proportional to their stake.
Do you need DevOps experience to run a Chainflip validator?
Agent Chud started with no operator/validator background and used AI tools like Claude, GPT and Codex to generate his initial setup: container definitions and a collection of shell and Python scripts for deployment and day-to-day operations. While the tools accelerated the process, the community support from experienced operators was essential for debugging issues and optimizing performance.
