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Best AI Tools for UX Research in 2026: Maze, Dovetail, UserTesting, Outset, and Notion AI

AI-moderated research sounds like a shortcut until the synthesis quotes a user who never said it. A designer's guide to the five tools, scored on the one thing that matters: does it cite its sources.

AI agents

The YC Batch That Barely Hires: What Spring 2026 Says About the Cost of Software

Four days before Demo Day, 34 of 196 companies in YC's Spring 2026 batch were hiring anyone at all. A look at the batch that builds with agents and almost no people, and what it means if you sell engineering work.

Python

RLS for Agents: Row-Level Security in LangGraph and Multi-Tenant LLM Workflows

An agent we shipped last quarter returned a row from the wrong tenant. The agent did what the prompt asked. The database did what the agent asked. The third jurisdiction of every agentic workflow is the database, and Pydantic and TypedDict cannot reach it.

FinTech

How a Loan Marketplace Actually Works: Soft Search, Matching, and Who Gets Paid

A loan marketplace never lends anyone money. It routes a borrower to whoever will, gets paid for the introduction, and the entire product is the routing. Here is how the soft search, the matching engine, and the payout actually work, from someone who has built one.

FinTech

Earned Wage Access: How It Works, and the CFPB Line That Decides If It's a Loan

Every earned wage access app says the same three words: not a loan. Since December 2025 the CFPB has drawn an exact four-part line around which products get to say that honestly, and almost none of the popular ones clear it. Here is the line, and what it means to build on either side of it.

FinTech

Alternative Credit Scoring, Explained: How Gamified and Behavioural Scores Work

A gamified credit score is not your bureau score. It is the lender's own number that rises when you repay well and falls when you don't, and it gates your next loan. Where it sits inside alternative credit scoring, and what it takes to build one that is hard to game.

FinTech

Open Banking Underwriting in 2026: Building Loan Risk Models from Real Cashflow

The modern loan risk model is not a credit-score lookup. It reads a borrower's actual cashflow through open banking, decides affordability in minutes, and has to explain itself afterward. Here is how that decision engine is built, from someone who has shipped them.

FinTech

How to Build a Digital Lending Platform in 2026: Four Products, One Phrase

Build me a loan app means four different products. Here is how to pick the right one, what to actually build (soft search, open-banking matching, gamified scoring), and the FCA and CFPB rules that shape all of it.

AI development

Real-Time Market Data and Trading Infrastructure: Sub-Second Sync Without Lying to the User

A quote half a second stale is a quote that is wrong. A price that disagrees between the web and the app is a support ticket and a trust problem. Streaming market data at scale is a data-integrity bar, not just a websocket.

AI development

Financial-Data Pipelines: Open Banking, Aggregation, and the Schema Drift That Breaks the Math

You wire up open-banking aggregation, ship, and three months later a bank renames one field and your money-leak detector quietly returns zero while every chart still renders. Aggregating financial data is a normalization and drift-detection problem before it is a feature.

AI development

Embedded Finance and BaaS in 2026: Build vs Buy After Synapse

Synapse collapsed in 2024 and locked real customers out of their own deposits for months. Embedded finance lets any product offer accounts, cards, and payouts by renting a partner bank's rails. The question is what you own, what you rent, and what happens when the rented part fails.

AI development

The Compliance Fortress: KYC, AML, and Onboarding for Anything That Touches Money

The moment you move money you inherit identity checks, sanctions screening, and transaction monitoring, none of it optional. The hard part is the false-positive line: keeping real customers in while keeping bad actors out, and proving every decision later.

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The 2muchcoffee engineering blog: web, mobile, and AI development, RAG, and startup strategy from a US software team building since 2015.

Our Blog is a place to find tips, insights, news, and best practices on software development, design, and business growth.

Best AI Tools for UX Research in 2026: Maze, Dovetail, UserTesting, Outset, and Notion AI

The YC Batch That Barely Hires: What Spring 2026 Says About the Cost of Software

RLS for Agents: Row-Level Security in LangGraph and Multi-Tenant LLM Workflows

How a Loan Marketplace Actually Works: Soft Search, Matching, and Who Gets Paid

Earned Wage Access: How It Works, and the CFPB Line That Decides If It's a Loan

Alternative Credit Scoring, Explained: How Gamified and Behavioural Scores Work

Open Banking Underwriting in 2026: Building Loan Risk Models from Real Cashflow

How to Build a Digital Lending Platform in 2026: Four Products, One Phrase

Real-Time Market Data and Trading Infrastructure: Sub-Second Sync Without Lying to the User

Financial-Data Pipelines: Open Banking, Aggregation, and the Schema Drift That Breaks the Math

Embedded Finance and BaaS in 2026: Build vs Buy After Synapse

The Compliance Fortress: KYC, AML, and Onboarding for Anything That Touches Money