ShareCapsule Finance

Public engineering series

Inside Ticker Watch.

A technical series about building useful market research while collecting less investor data. We publish the architecture decisions, trade-offs, privacy boundaries, and implementation patterns behind Ticker Watch instead of hiding them behind a product screenshot.

Series 014 articles publishedUpdated August 30, 2026
01 · Data minimization

Why a Stock Watchlist Doesn’t Need to Live on Our Server

How Ticker Watch separates a user’s private preference state from the selected public ticker needed for a market-research request.

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02 · Local-first memory

Building Encrypted “Since I Last Checked” Research Memory

How a device-local AES-GCM checkpoint turns repeated market checking into a delta without creating a readable server-side research diary.

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03 · Explainability

News Direction Is Not Price Prediction

Why evidence, news direction, event significance, and source provenance are separate concepts—and why the product deliberately avoids collapsing them into one opaque score.

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04 · Browser audio

Building Research Radio in the Browser

How Ticker Watch converts already-rendered market evidence into 3, 5, and 10-minute listening formats without sending a portfolio to a new audio service.

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What the series optimizes for

Minimum necessary dataAsk what the feature actually needs before asking how to encrypt everything else.
Evidence over authorityLabels are useful only when the user can trace them back to the original article or filing.
Useful free coreSingle-ticker research stays useful. Paid features focus on continuity, memory, and automation.