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.
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 five 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 — five agents, one timeline, no hindsight bias.