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Notes for building software that holds up.

Practical perspectives on AI, product strategy, design, and engineering, grounded in the products we build and run.

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Product10 Aug 2026/4 min read

Marketplace growth begins with trust infrastructure

Services marketplaces earn repeat use only when identity, scheduling, communication, payments, disputes, and safety work as one system.

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Design9 Aug 2026/5 min read

Prototype the assumption that could change the plan

A prototype earns its place when it tests the uncertainty most likely to change scope, cost, feasibility, or user behaviour.

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Product8 Aug 2026/5 min read

A useful risk score makes room for uncertainty

A single score can guide attention, but only evidence, confidence, and explicit limits let people decide how much trust to place in it.

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Design7 Aug 2026/5 min read

Health apps earn trust by knowing when to hold back

Sensitive products feel trustworthy when they ask less, explain more, show progress honestly, and make human support easy to reach.

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Product6 Aug 2026/5 min read

Design internal tools around the cases that go wrong

The normal path proves a workflow can run. Approvals, disputes, corrections, and partial failures prove whether people can operate it safely.

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Automation5 Aug 2026/4 min read

Automate the repetition, keep the responsibility human

A practical risk model helps operations teams automate routine work without delegating judgement, approval, or care to software.

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Engineering4 Aug 2026/5 min read

Fast-moving products need boring infrastructure

Proven infrastructure preserves product speed by reducing operational choices. New tools belong only where their specific advantage repays the added work.

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AI3 Aug 2026/5 min read

AI cost control begins with the product experience

The cheapest AI request is the one a product avoids, shortens, caches, or routes to a smaller model without reducing user value.

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Mobile3 Aug 2026/5 min read

When React Native is the right product decision

Choose React Native when shared product logic reduces delivery risk without turning native integration into the project’s main workload.

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AI2 Aug 2026/5 min read

Reliable AI answers start beyond the prompt

Prompt polish can improve a demo. Reliable AI products need tested cases, visible limits, useful confidence signals, and a route to a person.

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Mobile1 Aug 2026/5 min read

Dependable field apps begin with offline data decisions

A field app earns trust by preserving work locally, defining conflicts explicitly, and making synchronization status visible to the person using it.

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AI1 Aug 2026/5 min read

Pick retrieval or a workflow before you reach for an agent

Autonomy is the most expensive property you can add to an AI feature. Here is how to tell when retrieval or a fixed workflow is the safer build.

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Design29 Jul 2026/5 min read

Non-custodial payments should feel familiar without hiding control

Good payment UX can preserve user control while making keys, confirmations, recovery, and transaction status understandable at the moment each one matters.

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Engineering29 Jul 2026/5 min read

Multi-tenant SaaS boundaries that are expensive to reverse

Decisions about tenant context, isolation, permissions, configuration, and history are much cheaper before customer workflows depend on them.

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Engineering29 Jul 2026/5 min read

A single source of truth begins in the data model

Connected operational software needs shared entities, explicit relationships, versioned decisions, and provenance before another dashboard can help.

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AI29 Jul 2026/5 min read

Production AI agents need enforceable permission boundaries

A practical way to decide what an AI agent may read, change, spend, and escalate before its tools touch a production system.

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Product27 Jul 2026/5 min read

A useful MVP completes one real customer workflow

Cut early product scope around one end-to-end outcome so real users can finish meaningful work and teach the team what to build next.

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Product25 Jul 2026/5 min read

Audit trails belong in the product experience

Design operational history around the questions people need to answer when money, approvals, automation, or corrections are involved.

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