LIVE COCKPIT / DAILY AUTOMATION
The Macro Pulse: Deterministic Market Cockpit
Canonical macroeconomic series tracked daily with explicit observation dates, contract bounds, and machine-readable feeds for AI agents.
APPLIED AI FOR FINANCE
LIVE TERMINAL: THE MACRO PULSE ↗
Engineering the next generation of Agentic Fintech
AI-assisted market research and tailored agent systems for finance teams.
Identified sources. Analysis in context. Tailored development.
KERNAL / FROM DATA TO WORK
Start with the source.
Identify the document, the period and where the data came from.
SOURCE → DOCUMENT / DATE / UNIT
ILLUSTRATIVE METHOD VIEW
01 / TOOLS & RESEARCH
Explore live tools and published research.
Our public work offers a way to get to know the questions we explore and how we approach them.
ARTICLE / 05 MAY 2026
Financial Modernization and Agentic Intelligence
Our perspective on the evolution of financial systems and the role of agentic intelligence.
02 / COLLABORATION
From a question to a project.
Two lines of work that can stand alone or come together in the same project.
AI-assisted research
We work with you to define a market question, suitable sources and a useful way to present the findings.
- Research questions and scope
- Organizing and comparing information
- Analysis and referenced deliverables
Agent system development
We design tailored agents and workflows to apply AI to information processes and financial work.
- Workflow design and boundaries
- Integration with data and tools
- System evaluation and evolution
03 / METHOD
Make the result open to inspection.
The usefulness of AI also depends on how data are selected, results are checked and conclusions are explained.
Identified sources
A reference and a date give context to each input.
Reproducible calculations
Numerical transformations are kept separate from interpretation.
Explicit interpretations
Facts, hypotheses and missing information are presented as such.
The macro panel's automated summary uses rules and templates. AI-assisted research is a broader line of work.
04 / IN DEVELOPMENT
The lab remains open.
We plan to expand this collection with more articles and tools for researching markets with AI. We also welcome questions and collaborations that can shape that work.
LET'S TALK
What do you need to research
or automate?
Tell us about the problem, the information you have and the result you would like to achieve.
Write to Kernal contact@kernal.info