Agent-native knowledge workspace

Build knowledge that gets better as you use it.

Remenda turns scattered sources, chats, and tools into maintained context. Start a vault, add what you know, and work with an agent that organizes, updates, and extends the workspace as the work evolves.

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CS224N

Learning vault · lecture notes just ingested

3 concepts updated

week-3-rnns.md

progress.md

index.md

Week 3 — RNNs

Side quest created for vanishing gradients after the last quiz. Return here once the checkpoint is clear.

The gap is now part of this vault—so the next session starts from your progress, not a blank chat.

Knowledge work has a maintenance problem.

Notes, docs, wikis, and chats are technically saved, but the context around them decays. Search finds fragments. Chat drafts faster. Neither keeps a body of work current, connected, and ready for the next session.

Wikis go stale

Capture is easy. Filing, linking, and refreshing is not. Knowledge quality depends on people who rarely have the time.

Chat starts over

Assistants help you think in the moment, then reconstruct the same context for the next question. Useful work dies in the transcript.

The toolchain is the tax

A coding agent plus Markdown can maintain real context. Most people should not have to assemble repositories, prompts, skills, and sync to get that.

Chat is the interface. The vault is what lasts.

You choose the purpose, sources, and judgment. The agent does the bookkeeping—ingestion, synthesis, filing, linking, and maintenance—so the workspace compounds instead of going stale.

Start a vault for a real job

Name the outcome—a course, a research topic, a product—and begin. The vault carries purpose, structure, and behavior, not just files.

Add the sources that matter

Drop in notes, readings, transcripts, or other evidence. New material is integrated into what is already known, not stored as another loose file.

Work with an agent that has the context

Ask, plan, study, or investigate. The agent uses the vault's history, structure, and sources instead of asking you to rebuild the prompt.

Write the useful parts back

Decisions, corrections, and synthesis become inspectable knowledge. The next session starts from a sharper workspace, not a blank chat.

Built for work that does not fit in one chat.

Start with one recurring, source-rich job. A vault can behave like a specialized workspace because its context, tools, and success criteria differ—not because Remenda is several unrelated products.

Learning

A tutor that remembers how you learn, adapts the path, and keeps progress and course knowledge together.

The moment it clicks. It notices a missing prerequisite, opens a bounded side quest, then returns you to the syllabus.

Research

A research partner that integrates every source into a living, cited view of the topic.

The moment it clicks. A new paper changes several pages, and you can see what was strengthened, contradicted, or superseded.

Product work

One maintained context connecting product intent, customer evidence, decisions, code, and operations.

The moment it clicks. A strategic question is answered from intent, current evidence, and history—with sources you can inspect.

You direct. The agent maintains.

Remenda is not a notes app with an AI sidebar. The core artifact is maintained context: inspectable, portable, and better after each source, decision, and conversation.

Your agent maintains the context

It organizes, links, updates, and checks the workspace while you focus on judgment and the work itself.

Each vault adapts to its purpose

Learn, research, or run a product workflow on the same substrate, with behavior that fits the job.

Start without the setup tax

The hosted workspace is the product. You should not have to invent storage, instructions, indexes, and tooling first.

Keep evidence and control

Sources stay distinguishable from synthesis. You can inspect what changed, what it came from, and redirect the agent whenever needed.

Start with one body of work.

A course. A research topic. A product. Create a vault, add what you already have, and let the next session begin from everything you have already learned.

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