The best way to understand what xris does is to watch it work over a stretch of time. This is a curated walk-through of one recent week of BTC, from the perspective of each agent.

We're keeping the trade decisions out of it — this isn't a "how to make money" post. It's a "how the team actually thinks" post.

Numbers below are illustrative of the agent outputs you'd see in the dashboard for a typical week. The shape is real. The exact prices are anonymized.

Monday morning — the setup

S/R agent opens with BTC trading just above a Major support cluster at $78,700. The level has been touched 5 times over the last 90 days, with body anchors and volume confirmation. The cluster sits around the 20-day moving average, which adds a confluence the agent flags.

The Resistance side is less defended. R1 is at $80,600 — Strong tier, 3 touches, volume-confirmed once. R2 is at $82,800, Notable tier. The cascade picks $80,600 as the target if the long-side setup activates, with a stop at the cluster low ($78,300, just below the major support).

Reward:Risk on the Market entry card: 2.7:1. The Risk agent is comfortable.

News agent has nothing pinned for BTC. Recent items are all in the noise category — chatter, recycled headlines, no fresh catalysts. The verification pipeline ran on two items overnight and downranked both as low-impact.

Fundamentals agent: BTC's structural picture is unremarkable in either direction. Supply schedule is well-known, no upcoming dilution events. Vitality high (Bitcoin Core continues active development). FDV/MC essentially 1.0x — no overhang. Special Events: no catalysts in the next 30 days.

Macro agent: FOMC is Wednesday. CPI was last week and printed in line. The macro brief flags Wednesday as a high-impact event window — historically BTC realized vol expands 30-50% in the 6 hours around an FOMC statement.

Risk agent: vol regime is contracting (realized vol over last 14 days is below the 60-day average). This is a quiet drift. Setups are tighter, stops are closer. The agent flags that the Wednesday FOMC could break the contraction in either direction.

Synthesis (what the dashboard surfaces to the user): clean Major support being held, modest 2.7:1 setup, no current news catalyst, caution flag on Wednesday FOMC. The Setup card shows green Reward:Risk; the macro context flag shows amber.

Tuesday — drift

Price drifts up to $79,200 over the day. No one moves much.

S/R agent: levels unchanged. Cascade target moves slightly because the entry shifted; new R:R is 2.4:1. Still acceptable.

News agent: one new item pinned mid-day — a major exchange announces it's restoring withdrawals after a brief pause earlier in the week. Sentiment: bullish. Verification: confirmed across CoinDesk, The Block, and the exchange's own channel. Pin reason: Exchange flow restored.

Fundamentals agent: no change.

Macro agent: pre-FOMC positioning visible in the calendar — short-term futures are pricing in a small probability of a hawkish surprise. Brief flags this for Tuesday's macro update.

Risk agent: vol regime still contracting, but starting to show signs of expansion in intraday prints. Probably the FOMC unwind beginning early.

Wednesday — FOMC

FOMC at 14:00 ET. Statement is broadly in line with expectations but the press conference contains a phrase the market reads as slightly more dovish than expected. BTC trades up to $80,400 in a 90-minute candle, rejects from just below the R1 of $80,600, and consolidates.

S/R agent in real time:

14:05 ET: cascade recomputes against new live price. Target stays at $80,600 (now closer, R:R compressed to 1.4:1).
14:30 ET: price brushes $80,550. Resistance held — wick rejection at the Strong tier level. Cascade walks the target forward to R2 ($82,800), R:R recalculates to 2.9:1 from the new entry point.
The "Target (R2 ↗ from R1)" badge appears on the Setups card. The trail is visible.

News agent: FOMC analysis pours in. The agent dedupes 14 articles down to 3 unique items. Macro brief is rewritten with the new context.

Macro agent: FOMC release flagged in the calendar with actual populated. Forward implied path adjusts slightly dovish. Liquidity outlook for the week marginally more supportive.

Risk agent: vol regime expanded, as predicted. Realized vol over the next 24h will be 2x the rolling 14-day average. Position sizing should reflect.

Synthesis: the technical picture is now stronger (R1 was tested and held below it from the rejection side, but more importantly, the cascade has walked to R2, giving a better R:R if the breakout completes). News is supportive. Macro is mildly dovish. Risk is flagging vol expansion.

Thursday — follow-through

Price opens at $80,200 and grinds higher through the morning, breaking R1 at $80,600 around 11:00 ET on healthy volume.

S/R agent:

R1 ($80,600) breakout is recorded. The agent's data store updates the level metadata: this candle adds another touch, but it's now treated as resistance-flipping-to-support (the polarity flip the agent looks for).
New cascade: target is R2 at $82,800, stop is the freshly flipped support at $80,600. R:R: 2.1:1 from current price. Setup is live and tradeable.

News agent: pinned item updated — "BTC reclaims $80k after dovish Fed." Cross-confirmed across 5 sources, sentiment bullish, impact medium. Brief refreshed.

Fundamentals agent: no change.

Macro agent: post-FOMC liquidity reading shows stablecoin market cap ticked up overnight. Supportive.

Risk agent: vol regime expanding. The flipped support at $80,600 is closer than the agent would prefer for a clean stop. Recommends half-size for new entries until the level proves itself with at least 4 hours of holding.

Friday — quiet

Price holds in a tight range $80,800-$81,200 through Friday. R2 not tested.

S/R agent: levels unchanged. Cascade R:R from current entry: 1.3:1. Below the threshold the Risk agent likes for new entries — the move is mostly exhausted from this side.

News agent: one minor item, downranked by verification. Otherwise quiet.

Fundamentals, Macro, Risk: no changes worth noting.

The dashboard's Setups card shows R:R in amber. Translation: there's a setup, but the math no longer favors initiating. Wait for either a pullback to the flipped support or a breakout above R2 with fresh structure.

What the trader should have seen

If you were using the dashboard all week, the agents would have given you a coherent picture without you having to assemble it:

Monday-Tuesday: clean technical setup, modest size, hold off on the heavy bet because of Wednesday's macro event.
Wednesday: real-time cascade walk from R1 to R2 as the rejection played out, signaled by the trail label.
Thursday: breakout of R1 with confirmation across all four other agents (technicals, news, macro, risk). Risk flagging half-size due to vol regime.
Friday: setup math no longer favorable; the team is telling you to wait, not to initiate.

That's what we mean by "prioritized signals, not raw noise." You didn't have to read every news headline, run any computation yourself, or even decide what to focus on each day. The team did the focusing.

What this isn't

We're not claiming the agents will always be right. They're a team of specialists, not oracles. A black swan event drops on Tuesday and the Risk agent's flag on Wednesday's FOMC matters less than no one expected. A regulatory headline breaks on Friday and the Fundamentals agent's "structural picture is fine" reading was correct yesterday but stale today.

But over weeks and months, you get a coherent stream of context that's better than what any single one of them — or you, alone, refreshing five tabs — would produce.

Open the dashboard and watch the agents work for a week. The differences from a single-LLM tool become obvious by day three.

For more on the architecture behind this, read why we built multi-agent, or any of the agent interviews.