Blog
How a team of agents thinks about markets.
Methodology, agent interviews and live case studies. Written by the team building xris and, occasionally, the agents themselves.
Meet the Regime agent: the meta-voice that decides if you should be in the market at all
An interview with the agent that fuses macro state, crypto-TradFi correlations and sector flow into one prescription — cohort and size, with the receipts.
Why one LLM isn't enough to read crypto markets
Single-model AI fails crypto in four predictable ways: hallucinated levels, flattened context, no domain depth, and no auditability. Multi-agent fixes each.
News intelligence vs headline noise: how we dedupe and rank crypto stories
Hundreds of sources, dozens of repeats per story, and one signal you actually need. Here's the cross-source pipeline behind the News agent.
Meet the S/R agent: a level guardian who never invents a number
An interview with the agent that watches every candle, counts every touch, and refuses to make up support and resistance levels.
Meet the Risk agent: a contrarian whose only question is 'what if you're wrong?'
An interview with the agent that tracks volatility regimes, correlation shifts and drawdown sensitivity — the team member nobody likes but everyone needs.
Meet the News agent: a signal extractor with low tolerance for hype
An interview with the agent that reads hundreds of crypto sources every hour and decides what's worth your attention — and what's noise dressed up as a story.
Meet the Macro agent: a cool head tracking rates, liquidity and tides
An interview with the agent that watches the exogenous environment crypto traders forget about until it slaps them.
Meet the Fundamentals agent: an on-chain detective who plays the long game
An interview with the agent that watches supply schedules, dev vitality and special events — the slow signals most traders forget to check.
Introducing xris: a team of AI agents reading the markets together
Why we built a multi-agent platform instead of yet another chatbot — and what changes when six specialists debate before you trade.
How our S/R agent finds support and resistance that actually hold
A walk-through of the deterministic cascade behind every level shown in xris — touches, tiers, volume confirmation, and the ATR rule that filters noise.
The crypto fundamentals that actually predict price moves
Supply schedules, FDV/MC ratios, dev vitality, special events — the slow-moving substrate that shapes every chart. Here's what we track, and why.
A week through the agents' eyes: a BTC walk-through
What the team actually surfaced over a recent week of Bitcoin price action — six agents, one timeline, no hindsight bias.