Hi everyone,
I have spent the last few days reading through the recent Balancer forum discussions very closely.
Fernando’s announcement
Operational restructuring BIP
BAL tokenomics revamp
sagix’s alternative proposal
After reading all four threads, I think the core disagreement inside the community is now very clear.
One side is saying Balancer needs stability first. Cut emissions, reduce burn, extend runway, narrow scope, and rebuild from a more sustainable base. I understand that position, and I think 0xDanko, Marcus, and the rest of the team are being realistic about the treasury and the operating constraints.
The other side is saying that if Balancer removes its discovery engine before V3 has properly matured, then V3 risks becoming technically solid but commercially static. I think sagix is making a serious point there. His line that “architecture without bootstrapping is a museum” lands because there is truth in it.
I also think Xeonus is right that the old emissions model did not solve this problem in a durable way. DeFi has already run that experiment enough times to know that rented liquidity is not the same thing as sustainable product growth.
So to me, both camps are right about the problem. Where I think there is room for a new path is in the mechanism.
My proposal is that NLO, Neural Liquidity Orchestrator, becomes an AI powered liquidity management layer for Balancer V3.
Not as a pitch deck. Not as a vague partnership idea. As a working system that can give Balancer a real discovery mechanism without forcing the protocol back into an emissions based growth model.
NLO began as PhD research and has since been turned into a working product. The reason I mention that is because the system was not built from a marketing thesis. It was built from a research question: can liquidity allocation, position management, and risk control be handled more intelligently than what DeFi has traditionally relied on. The product exists because we kept pushing that work past the research stage and into live deployment. The product is under shadow mode right now and is expected to launch in Q2 2026. The website is at https://nlo.finance
Today, NLO is a live system built to discover pools, evaluate them, allocate capital, execute positions, and continuously monitor risk after deployment. It already has multi chain vault infrastructure, routing and settlement logic, operator tooling, and a live simulator environment. In plain terms, it is designed to answer one question over and over again: where should liquidity actually go, and when should it leave?
The easiest way to describe NLO is through its operating loop.
1. It discovers pools across supported chains and DEXs.
2. It collects the data needed to understand those pools properly, including fee generation, TVL, volume, volatility, token behavior, and market context.
3. It filters out opportunities that do not make economic sense early, before capital is ever deployed.
4. It scores the remaining pools with an AI decision layer that estimates where capital is worth putting to work. This is its own proprietary DeFi language model. No Chatgpt or other language model API’s being used whatsoever.
5. It validates those decisions with simulation and safety checks before moving money.
6. It executes through non custodial vault infrastructure with hard constraints around deployment, diversification, and risk.
7. It keeps monitoring live positions after entry, including depeg detection, liquidity deterioration, and changing market conditions, and it can block new entries or unwind risk when needed.
That is the part I think matters for Balancer right now.
The current debate is really about how Balancer can preserve runway without losing the ability to discover and grow new opportunity. NLO is interesting because it does not require BAL emissions to solve that problem.
For 0xDanko’s stability first position, this is compatible with the direction of the restructuring. NLO does not need token emissions to function. It deploys only where the economics justify it. That means Balancer can stay disciplined on runway while still experimenting with growth.
For Xeonus’s argument that Balancer needs a sustainable product without emissions, I think this fits directly. NLO is not proposing another subsidy loop. It is proposing a product layer that tries to make liquidity decisions on the basis of actual economics. Fee revenue, liquidity depth, volatility, and risk, not token incentives.
For sagix’s argument that V3 still needs a discovery mechanism, I agree with the underlying concern. Where I differ is that I do not think emissions are the only way to provide discovery. NLO can act as a discovery engine by identifying which Balancer pools are actually worth deploying capital into and which are not. In other words, the protocol can still bootstrap growth, but through intelligence rather than subsidy. Balancer will be one of the prominent DeX that NLO deposits into apart from 170+ other DeX’s that it integrates with across multiple networks.
For belbix and the broader partner concern, I think the message is also important. If Balancer wants to rebuild trust with integrators and long term stakeholders, the next chapter cannot just be about shrinking. It needs to include a believable product path. That path has to be transparent, measurable, and built in the open. I think an NLO integration can be approached that way.
And to Marcus’s point that Balancer still has real products, I agree. Balancer still has meaningful infrastructure, meaningful primitives, and a real community. The missing piece may simply be a new growth engine that fits the post emissions reality.
What Balancer brings is already obvious. It brings battle tested AMM infrastructure, V3 pool architecture, governance, community, a live treasury, a token with market presence, and deployments across the chains that matter.
What NLO brings is the intelligence layer. Pool discovery. Scoring. capital allocation logic. Execution logic. monitoring. risk controls. and a system that can be demonstrated live today.
That combination creates something I do not think DeFi really has yet: an AMM protocol with a built in AI layer for liquidity management.
Not an optimizer sitting on top. Not a sidecar product. A genuine protocol level intelligence layer.
If this direction is worth exploring, I would suggest a three phase approach.
In months one to three, the focus should be a tightly scoped pilot on Ethereum and Arbitrum. The goal would be to integrate Balancer V3 pool data into NLO’s discovery and scoring layer, start with pool categories Balancer is already prioritizing, and publish transparent performance and risk reporting. This phase should be about proving the concept carefully, not trying to force a grand integration overnight.
In months three to six, the conversation can expand into BAL utility. I am not suggesting a return to emissions. I am suggesting utility tied to actual productive activity. If NLO managed Balancer strategies generate real fees and real usage, then BAL can be linked to governance, access, fee routing, or approval rights around those strategies in a way that reflects real product value rather than inflation.
In months six to twelve, if the pilot works, Balancer can expand the model across the chain set it is choosing to focus on. At that point, the protocol is no longer only asking how to survive. It is asking how to become distinct again.
So my ask is simple.
First, I would like community discussion on whether this direction is worth taking seriously.
Second, I would like to propose a technical working group between interested Balancer contributors and NLO so we can scope an actual pilot properly.
Third, if the discussion is constructive, I would like funding consideration for a fixed scope, milestone based integration pilot with clear deliverables and public reporting.
We are not asking for emissions. We are not asking for an open ended grant without proof. We are proposing a performance first approach. Build it carefully, demonstrate it on Balancer V3 pools, publish the results, and then let the community decide whether it deserves to scale.
NLO is a working system, not a concept. I would be happy to do a live technical demo for anyone in the community who wants to see it in action.
If there is interest, I can also follow this RFC with a more technical post focused specifically on architecture, integration points, risk boundaries, and what an Ethereum plus Arbitrum pilot would actually look like.
Kevin Coutinho
Founder, NLO