BLOG · BLUESOFT

Production notes on fintech AI.

Architecture decisions, eval patterns, compliance approaches, and engineering writeups from the work we ship. Written by the engineers building it — not a marketing team translating it.

3 POSTS PUBLISHED

UPDATED JUNE 2026

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Compliance-Centered AI Development in Fintech: A Lifecycle View

The five-phase workflow we follow on every fintech AI engagement — what gets locked at each phase, and the few places where EU and US specifics actually shape the engineering. The interesting decisions in a fintech AI build are not about the model. They are about everything around it — the audit log, the human override, the eval discipline, the model inventory. Each of these is a normal engineering concern in any AI system. Each is treated very differently when the system sits inside a regulate

Ali Abdullah · June 15, 2026 · 8 min read

All RAG Agents & MCP LLM features ML for risk Compliance Evals

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How We Made the Demo Reflect Production: Building an AI Reconciliation Feature for a Fintech Platform

The first two weeks of a real fintech AI engagement — the brief, the stack, the dashboard, and the moment we decided to greenlight the build. A fintech platform came to us with a reconciliation problem. Every day their operations team worked through an exception queue — amount mismatches, missing settlement records, FX rounding discrepancies, duplicated batches, off-cycle reversals. Each one needed an analyst to investigate, decide, and resolve. The volume was growing faster than the team coul

Ali Abdullah · June 9, 2026 · 6 min read

BLOG

We Built an Agentic System Before We Knew That's What We Were Building

What the architecture actually looks like in production — and what the diagrams don't tell you. A lot of the writing about agentic AI right now describes architectures that haven't shipped. Frameworks, papers, diagrams — the pattern of separating an LLM planner from a deterministic execution layer is well-described in academic work and a handful of open-source toolkits. The shape is well-known on paper. What I haven't seen as much of is a plain, honest account of what that architecture actuall

Ali Abdullah · April 28, 2026 · 8 min read

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