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tianfu wu
tianfu wu

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Your Workday, Remembered: Local Context for Humans and AI Agents

Someone asks at the end of the day:

"Did you actually get enough done?"

It is an uncomfortable question because the answer is often yes, but the proof is scattered everywhere.

Modern work does not happen in one place. It happens across a code editor, browser tabs, notes, meetings, copied snippets, documents, notifications, todos, and small decisions that never become a clean artifact.

The work happened. But by the time you need to explain it, the day has already fragmented.

That is the story I am working on with KnowYou.

Download KnowYou for macOS:
https://giiift.site/know-you/

The problem: work is real, but hard to reconstruct

At the end of a day, I might remember the obvious outputs:

  • shipped a fix
  • wrote a doc
  • joined a meeting
  • replied to a teammate

But the useful context is usually more detailed:

  • why the fix mattered
  • which source led to the decision
  • what todo emerged from the conversation
  • which document changed
  • what should be remembered tomorrow

This is especially painful for people who work with AI agents. The agent starts from zero unless you manually explain what happened yesterday.

Local memory, not monitoring

There is an important distinction here.

I do not want employee monitoring software.

I want self-owned memory.

KnowYou is designed around the idea that your work context should belong to you. It should live locally, be readable by you, and be inspectable through source evidence.

That is different from tracking people for management dashboards.

The goal is personal context: for status updates, weekly reviews, reflection, and AI agents that need to understand what happened before they start working.

Why source evidence matters

A generated summary without sources is hard to trust.

If a memory says "reviewed onboarding issue", I want to know where that came from. Was it a note, a file, a notification, a copied snippet, or a document?

Source evidence changes the feeling of the product.

It turns memory from a vague AI summary into something you can inspect, correct, and reuse.

What KnowYou turns into memory

KnowYou is a local-first macOS app that turns scattered work context into a daily memory.

The workflow connects:

  • daily diary / timeline
  • source evidence
  • todos and follow-ups
  • My Wiki context
  • local Markdown storage
  • future AI-agent context

When someone asks what happened today, you should not need to reconstruct the day manually.

The day should already be readable.

Why this helps AI agents

AI coding agents are getting better at execution, but they still lack continuity.

They do not know what you did yesterday. They do not know which decisions were already made. They do not know which sources are trusted.

A local memory layer can become the missing bridge.

You capture the day for yourself first. Then, when an agent needs context, you can provide a trusted, source-linked version of what happened.

The small use case that matters

The first use case is very human:

Someone asks, "What did you do today?"

Instead of defending yourself from memory, you can show the day:

  • the timeline
  • the sources
  • the todos
  • the decisions
  • the summary

That is the kind of memory I want my computer to help me keep.

Download KnowYou for macOS:
https://giiift.site/know-you/

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