How Almanac Fixes The Biggest Flaw In Crypto Prediction Markets

Prediction markets are supposed to be one of the best tools for forecasting the future. Prices reflect probabilities. Traders put money behind their beliefs, so, in theory, the market converges on the truth.

But in practice, it doesn’t work that cleanly.

Almanac (subnet 41) is built around that idea. It is a trading terminal and intelligence platform sitting on top of Polymarket, and that rewards traders not just for being right, but for being right early, and consistently.

Here is exactly what it is trying to build and how it actually works under the hood.

What Almanac Actually Is

Almanac is a prediction market terminal that lets you trade real-money prediction markets through a clean interface at beta.almanac.market. It started as Sportstensor, focused mainly on the NFL, NBA, and soccer markets, before rebranding to Almanac and opening its public beta in December 2025.

Almanac Homepage

Because Almanac layers on top of **Polymarket (one of the largest prediction market platforms in the world) at its core, when you trade through [Almanac](https://beta.almanac.market/), you’re trading directly on Polymarket’s liquidity and settlement system… same prices, same outcomes. You are not trading on some separate platform with zero trading volume**.

But Almanac adds something Polymarket doesn’t have… a reward system that specifically incentivizes getting it right early, consistently, and with actual certainty.

The rewards come from a 1% fee on trades, which gets redistributed daily to the traders who perform best. The scoring engine tracks not just whether you are profitable, but whether you are profitable early and consistently across different markets. Traders who show genuine conviction under uncertainty earn more than traders who wait until an outcome is obvious and pile in at the last minute.

The platform also aggregates predictions from Bittensor miners (AI models and statistical forecasters competing on the subnet) and combines them into a smoothed signal with tighter confidence bands than those of raw market prices. The result is an earlier, more stable intelligence on how an event is likely to resolve.

Inside The Almanac Web App

The terminal is built to be a one-stop shop for everything you need to find an edge and earn rewards. Once you connect your wallet, here are the four main areas you can explore.

• Markets: This is where the actual action happens. You get a clean desktop interface showing curated Polymarket events across sports, politics, and crypto. You can browse the odds, view the order books, and place your trades using official Polymarket liquidity directly from this screen.

Almanac Markets

• Leaderboard: This section isn’t just a list of names. The leaderboard tracks hundreds of active traders and ranks them by their actual Return on Investment, win rate, and qualified volume. It is the perfect place to spot highly skilled forecasters and analyze their moves.

Almanac Leaderboard

Just this morning, @almanac_market posted the latest Top Traders of the Week. These numbers show actual USDC rewards paid out on top of Polymarket PnL.

[embed]

• Analytics: Now, this is where the platform really flexes its AI capabilities. Almanac provides AI-generated strategy summaries for the top performers, showing you exactly what kinds of bets they take. It also features a bot detection barometer and advanced price filters to help you cut through the noise.

Almanac Analytics

• How It Works: And if you ever get confused by the mechanics, this dedicated tab breaks everything down into four simple steps. It explains the exact scoring rules, the daily reward distribution logic, and even provides documentation for advanced users who want to set up automated API trading.

How It Works

Watch the entire platform in action with this complete visual breakdown

[embed]Almanac walkthrough

How Everything Works Under The Hood

Behind the desktop interface, Almanac runs a strict scoring engine powered by Bittensor validators. Here’s exactly how the network processes your trades and calculates your rewards.

Every time you or an AI miner places a real-money trade, the system securely logs it. The network tracks your total volume, your overall profit, and exactly when you placed the bet.

The system is designed to only reward real skill and genuine conviction. It automatically filters out dust accounts, spam, and pure copy trading. You have to maintain a solid return on investment and a minimum winning volume just to qualify for the daily rewards.

The Scoring Engine is where the real magic happens. Once a real-world event officially resolves, the validators score all the qualified traders. The engine applies a special time-weighted multiplier to the scores. This means the traders who placed their winning bets early when the market was the most uncertain get heavily rewarded for taking on that extra risk.

[embed]Scoring Engine

Lastly, every 24 hours, the network finalizes the scores and distributes the daily payouts. The absolute best human traders receive their cut of the USDC reward pool, while the top-performing AI miners earn their Bittensor Alpha tokens.

How To Get Involved

Almanac is completely open, meaning anyone can start participating right now.

• For Traders: If you already have some USDC, you can connect a Polygon wallet directly to the Almanac beta terminal. Once you are in, the terminal shows curated markets with order books, price history, top holders, and live analytics. The leaderboard tracks over 800 traders by ROI, win rate, and qualified volume. AI-generated summaries break down what the top performers are doing (like which markets they focus on, how they size positions, and where their edge seems to come from). There is also a bot detection barometer so you can see whether a market is being driven by automated activity.

P.S. Your funds stay in your custody the entire time. Almanac never touches them.

Almanac signup

• For Miners and Developers: If you want to provide raw intelligence to the network, you can join their Discord and apply to run a miner. You can plug in your own AI prediction models or statistical data to help score the markets and earn native Alpha tokens and TAO. You can also check out their docs at docs.almanac.market and their GitHub at sportstensor/sn41.
• For Investors: Because Almanac is built on @bittensor, it is a fully investable ecosystem. You can gain direct exposure by staking your $TAO into Subnet 41, or by acquiring the native Alpha token to capture value as the platform trading volume naturally grows.

Current Status And Ecosystem

Almanac started as Sportstensor, a Bittensor subnet focused on sports prediction models. It launched in 2024 and received a $200,000 investment from DSV Fund in October 2025, partnered with Polymarket, and rebranded to Almanac as it expanded into broader prediction markets.

It is also interesting to know that the subnet token (SN41 alpha) has an unusual economic design. Miner rewards cannot exceed the fees the platform collects, so there is no dilution beyond real revenue. When fees grow, rewards grow. When volume is high, excess fees go toward buying back alpha tokens on the open market.

It is one of the few subnets on Bittensor where token economics are directly tied to actual product usage rather than emissions alone.

The Team

Almanac is driven by a lean, crypto-native team with only 3 publicly listed members:

• **Leo Lucian **is the founder and CEO, leading the overall vision and serving as the main public face of the project. He has been involved since the early Sportstensor days, drove the rebrand to Almanac, and manages investor relations alongside product direction.
• On the technical side, Stephen, who goes by **Neuromancer**, handles the heavy network architecture. He is the engineer behind the scoring engine, reward distribution, and the incentive mechanics that make early conviction scoring work. He appeared alongside Leo in a Revenue Search interview in September 2025, where they discussed the broader vision of bridging AI and prediction markets.
• **Xzistance **operates as the CTO and has contributed significantly to the engineering and Bittensor subnet operations side.

While they follow the standard crypto practice of using pseudonymous handles, they are highly communicative about their building process. Instead of blowing money on massive marketing campaigns, this team focuses entirely on rapid product iteration. They are constantly shipping updates like AI trader summaries, bot detection, and advanced price filters, proving their only priority is building tools that help their users actually win.

Current Limitations In The Beta Stage

While @almanac_market is a highly ambitious project, it is important to remember that it is still operating in an active beta phase. The terminal is currently designed specifically for desktop users, meaning the mobile experience is not quite there yet.

You also have to factor in the 1% fee on all trades, which goes directly toward funding the reward pool. Because the system is built to reward pure skill, casual or unprofitable trading will not earn you any extra yield. You have to possess a genuine edge to capture those payouts.

On the technical side, the platform relies entirely on Polymarket for its liquidity and market resolutions. And like any early decentralized finance product built by a small team, it carries standard smart contract risks and is subject to the unpredictable regulatory environment surrounding crypto prediction markets.

But if you are a skilled forecaster looking for a real advantage, dealing with a desktop beta phase is a very small price to pay.

Why All of This Matters

Most prediction market interfaces are just windows into Polymarket, but @almanac_market is trying to be something more… It’s trying to be a layer that turns market participation into a structured, incentivized forecasting tournament where skill compounds over time.

For casual traders, it is a way to earn extra on top of normal trading profits. For serious forecasters, it is a platform that actually rewards the thing that makes a great predictor: being right before the crowd. And for institutions looking for cleaner probabilistic signals, the aggregated output from hundreds of competing models offers something traditional markets do not give you until it is almost too late to act on.

The beta is live now at beta.almanac.market. It is currently desktop-only and primarily sports-focused, with broader markets being added as the platform grows.

Try out the terminal: beta.almanac.market Check out their GitHub at sportstensor/sn41 Read the docs: docs.almanac.market Follow updates @almanac_market on X