UPTIME
99.97%← 99.91%
LATENCY
180ms← 340ms
KNOWLEDGE
1,247← 340
SIGNALS
23← 14
CONNECTORS
12NEW
RESOLUTION
98%← 85%
Product·6 min read

ARKRAFT Q4 2025 Product Update: What We Shipped

YK
Yuna KangHead of Product · January 8, 2026

Q4 2025 was our biggest quarter of product development. Here's what shipped.

Decision Traces & Signal Provenance

The most requested feature from our enterprise clients: full transparency into agent decision-making. Every agent action now comes with a complete reasoning chain — from raw observation to final decision, with every intermediate step visible and auditable.

This includes: - Step-by-step decision traces with expandable detail - Signal provenance chains showing data lineage from source to deployment - Agent reasoning panels showing live internal state - Activity timelines filterable by agent and action type

These aren't just for compliance. Our clients tell us they're most useful for debugging — understanding why a signal underperformed or why a risk alert fired.

Self-Healing Pipeline Upgrade

We rebuilt our data pipeline monitoring from the ground up. The new system detects gaps in 4 seconds (down from 15), resolves 98% of incidents autonomously (up from 85%), and maintains a knowledge base of resolution patterns so it gets better over time.

Full technical details in Jihoon's engineering blog post.

New Data Connectors

12 new alternative data sources integrated: - Satellite imagery (3 providers) - Credit card transaction data (2 providers) - Web traffic analytics (2 providers) - Patent filing data - Government contract awards - Shipping & logistics data - App download statistics - Social sentiment (Reddit, Twitter, StockTwits)

Performance

- System uptime: 99.97% (up from 99.91%) - Average signal processing latency: 180ms (down from 340ms) - Knowledge base entries: 1,247 (up from 340) - Active signals in production: 23 (up from 14)

What's Next in Q1 2026

- Cross-asset regime coupling research - Enhanced execution RL agent with multi-venue coordination - API access for external signal integration - Expanded Asia-Pacific market coverage

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