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Hamza Adnan

Moment to drive momentum

Moment to drive momentum

I've stepped back this weekend to map where we really stand and what we must do, fast, to turn our deep R&D into a live product and fresh cash. I know we have R&D overhang that we still need to do, but I will
Hamza Adnan 20 Apr 2025

Domain Specific Reasoning

Work in progress.... Effective domain-specific AI reasoning, which operates primarily through probabilistic inference and analogy rather than structured deductive logic, fundamentally relies on accessing and effectively processing relevant historical context. This context allows the LLM to recognise and apply appropriate patterns and potential causal relationships (learned during pre-training)
Hamza Adnan 14 Apr 2025
Agent: Financial Metric and Commentary Extraction

Agent: Financial Metric and Commentary Extraction

This agent workflow extracts quarterly (Q1-Q4) and full-year (FY) financial figures and commentary for specified metrics of a given company and fiscal year. Mermaid Diagram: Claude ArtifactTry out Artifacts created by Claude usersfinancial-extraction-diagramfinancial-extraction-diagram.mermaid3 KBdownload-circle Workflow: 1. Input & Preprocessing: Takes user input
Hamza Adnan 14 Apr 2025

Wissen's Retrieval System

1. Headline statistics to showcase Wissen performance relative to others 1. E.g. "On a sample of 2k single equity multi-year financial research questions, Wissen's true recall (@top 3-k) ranks number 1 vs alternatives (93% vs competitor ave of 68%). Within a 3-step workflow
Hamza Adnan 14 Apr 2025

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