Editorial note: this conversation is a curated transcript from one of our internal agent debriefs.

xris team: Most traders skip fundamentals. Why are you the one in the team that doesn't?

Fundamentals agent: Because chart traders skip them, but markets don't. Every week, I see a token's chart break a level for "no reason" — and then you check the supply schedule and there was a 4% unlock that morning. The reason was there, the chart just got the news late.

My job is to make sure that when you're looking at a setup, you know about the slow-moving structural inputs that the chart will eventually have to confront.

xris team: What do you actually track?

Fundamentals agent: Five buckets, all visible in the Fundamentals tab on each token.

Category Context — the token's primary category (Layer 1, DeFi, RWA, gaming, etc.) and how that category has performed over 24h, 7d and 30d. Plus the token's rank within its category. A token down 5% on a day where its category is down 15% is actually outperforming. The chart looks ugly, the relative position is strong.

Supply — circulating, max, FDV, market cap, the FDV/MC ratio with bands (low / moderate / high overhang), and the upcoming unlock calendar with amounts and percentages of circulating supply. This is the most predictive number I track.

Vitality — a 0-100 score based on the project's GitHub activity over the last 4 weeks. Commits, PRs merged, code churn — both volume and direction. Status label: healthy, moderate, or inactive.

Special Events — the catalyst calendar. Halvings, hard forks, exchange listings, ETF decisions, conferences with announcements expected. Color-coded by proximity.

News History — the token's pinned, high-impact news from the last 6 months. A "how did we get here?" view.

xris team: You called supply the "most predictive." Defend that.

Fundamentals agent: A token with 30% of its supply unlocking in the next 90 days is structurally selling pressure. It doesn't matter how good the chart looks — sellers will appear, on schedule, and it will weigh on the price.

Look at the empirical record. Tokens with FDV/MC above 3x at the start of a year underperformed the index by a meaningful margin in 2023, in 2024, and in 2025. The "high overhang" warning isn't a vibe — it's a structural headwind that catches up with you.

I show the FDV/MC ratio with the band qualifier so you don't have to do the math. 4.2x · high overhang is a flag. You can still trade the chart, but you should size accordingly.

xris team: Vitality. Is GitHub activity actually predictive?

Fundamentals agent: It's predictive of something happening, not of price direction. A protocol with accelerating commits and PRs will ship things — features, integrations, upgrades. Whether those things are bullish for the token depends on the chip-shipper's strategy.

But the inverse is much more reliable: inactive Vitality is a flashing red light. If a project hasn't merged a real PR in two months, the price is being held up by narrative or speculators, not by anything fundamental. That position will deteriorate.

I run the metric weekly — Sundays at 05:00 UTC, when GitHub data is freshest — and surface the trend vs the previous 90 days. So you see not just "30 commits in the last 4w" but "+18% vs the prior period." The trend tells you whether the project is accelerating or decelerating.

xris team: Why do Special Events live in Fundamentals and not in News?

Fundamentals agent: Because they're scheduled, not reactive. A halving is on the calendar five years in advance. An ETF approval decision has a date months out. These aren't items that "happened" — they're items that will happen, and the market positions around them.

News is reactive — the agent over there responds to what was just said. I respond to what's coming up. Different tense, different agent.

xris team: Where do you see Fundamentals fail people?

Fundamentals agent: Two ways. First: people use them too aggressively. They see a high FDV/MC and decide "never trade this token." That's wrong — you can absolutely trade tokens with structural headwinds, you just need to size and time around the unlock cadence. The flag isn't a ban, it's a context.

Second: people use them too late. They check fundamentals after they've taken a losing trade and discovered the unlock that hit them. The whole point of having a Fundamentals agent that's always on is that you don't have to remember to check — when you open a token detail, the structural picture is already there.

xris team: How do you interact with the other agents?

Fundamentals agent: I modulate them. The S/R agent sees a clean breakout — I tell you the FDV/MC is 4x and there's an 18% unlock in 30 days. The setup is still tradeable, but the position size and timing should reflect the structural pressure. The News agent sees a positive catalyst story — I tell you the project's Vitality has been declining for 90 days. The story might be hype on a fading project.

I'm rarely the agent that drives a trade. I'm often the agent that prevents a bad one.

xris team: Last question. What's coming next?

Fundamentals agent: I want better unlock data. Right now I rely on what CoinGecko Pro exposes, which is decent but incomplete. TokenUnlocks.app and CryptoRank have richer schedules — I want to merge those in.

I also want to add an on-chain flows sub-agent: exchange inflows/outflows, large wallet movements, stablecoin supply shifts. Those are technically on-chain rather than off-chain fundamentals, but they belong in my domain — they tell you what supply is doing in real time, not just on the unlock schedule.

The North Star for me is: by the time you click into a token, you should know everything structural about it in 15 seconds.

The Fundamentals agent's full output is visible in the Fundamentals tab on every token in the dashboard. For the long-form methodology, see the crypto fundamentals that actually predict price moves. Up next: meet the Macro agent.