ARKRAFT — Demo Components

Agent Transparency

What EXACTLY made the agents do what they did? These components surface the full reasoning chain behind every agent decision — from raw observation to final action, with every intermediate step visible and explainable.

Agent Activity Overview

What did the agents actually do? A scannable feed of every action with one-click access to the reasoning behind each decision. Start here, then drill into the detailed components below.

AGENT ACTIVITY

6 actions · 5 agents · last 25 min

2 SIGNAL1 EXECUTION1 KNOWLEDGE1 ALLOCATION1 ANOMALY

Decision Trace

Step-by-step reasoning chain. Expand each step to see what the agent observed, what it considered, and why it chose what it chose. Every detail is auditable.

AGENT-0x3ADetected regime shift in EM FX carry and adjusted signal weights

Signal Provenance

Traces a trading signal from raw data source to live deployment. Click any node in the chain to see inputs, outputs, agent reasoning, and metrics.

EARNINGS_SENTIMENT_DIVERGENCE— Full provenance chain

Data IngestionCOMPLETE

Ingested Q4 earnings transcripts

AGENT-0x5B · 09:15:00

Input

742 earnings call transcripts from US mid-cap tech companies (market cap $2B-$15B), covering Q4 2025 results.

Agent Reasoning

“Mid-cap tech has historically been the sector with the highest sentiment-to-returns predictive power. Q4 transcripts are now 95% complete — sufficient coverage to generate signals.”

Output

Structured transcript data with speaker identification, sentiment scores per sentence, and topic classification.

Metrics

742Transcripts

312KSentences

95%Coverage

Agent Reasoning Panel

Live view of an agent's internal state: what it's observing, which rules are triggered, its chain of reasoning, and what decision it reached (with alternatives it considered and rejected).

AGENT-0x9EExecution Monitorthinking

Current TaskInvestigating slippage anomaly on EURUSD execution path

EURUSD Avg Slippage (1h)2.1 bps+1.8 bps

EURUSD Avg Slippage (24h)0.3 bpsflat

EBS Liquidity (top-of-book)$2.4M-68%

Currenex Liquidity$8.1M-12%

EURUSD Spread (current)0.4 pips+0.2 pips

Venue Fill Rate - EBS34%-51%

Venue Fill Rate - Currenex89%-4%

ECB Rate Decision (today)14:45 CETT-22 min

Activity Timeline

Chronological feed of all agent actions. Expand any entry to see the “why” — the agent's reasoning in its own words. Filterable by agent and action type.

ACTIVITY TIMELINE