Documents As Working Knowledge Agents
A brief, a research paper, a plan.
Give it direction—and let it keep working.
You set the direction. You choose what changes.
01 / From a page to a practice
Follow the thread
A little direction
A decision to make. A subject to understand. Something worth keeping track of. Give the page a job, and a way to know it’s doing it well.
YOUR INTENT → SECTION CRITERIA
Structure that means something
Shape the sections. Set the criteria. Tell your document what matters, what to leave out, and where it should look.
A PLACE FOR EACH PIECE OF THE WORK
Context stays connected
Connect notes, files, and public sources. Ask the agent to research changes, with a maintenance rhythm and a budget you control.
SOURCES → RESEARCH → CITATIONS
Still your document
Review proposed revisions and the evidence behind them. Keep sections under review, or explicitly allow selected sections to publish directly.
PROPOSED → REVIEWED → USEFUL AGAIN
Understand what is changing in our market, so we can choose where to focus.
WHAT A GOOD ANSWER NEEDS
A competitor has introduced a smaller team plan. Our small-team positioning may need a closer look.
Pricing page · example sourceAdd the new plan to the comparison and revisit our recommendation.
02 / Find your place
Keep the thinking you enjoy.
Delegate the upkeep you don’t.
There’s more than one good way to work.
You gather, connect, write, and revisit the information. A useful starting point when you want space to think.
Read the comparisonThe core app centers on local Markdown files and human-led knowledge work. Community plugins and external agents can extend this baseline.
Read the comparisonA source-centered research workspace with cited answers and research tools. Deep Research can discover sources; source syncing is distinct from permission to maintain a finished document.
Read the comparisonWrite a document, give its sections criteria and sources, and schedule bounded research. Sections can stage revisions for review or publish directly when explicitly configured to do so.
Read the comparisonSpans direct document editing and AI assistance through Custom Agents that run on schedules or events and act in permitted connected tools.
Read the comparisonCombines human-led documents with AI content and configured automations. The right end represents connected Pack actions, not a claim that every automation is an autonomous agent.
Read the comparisonRanges from conversational assistance to recurring delegated work with connected tools. Work can refresh existing artifacts, so its scope overlaps maintained documents.
Read the comparisonSpans writing assistance, cited research, recurring tasks, and actions across connected tools. Claude Docs also supports living collaborative documents in beta.
Read the comparisonGeneral delegated workflows include parallel research, browser actions, and recurring updates to existing reports or dashboards. Actions depend on granted access and configuration.
Read the comparisonAn editorial map of workflows, not a quality score. Products overlap; permissions, plans, and integrations change their reach. Recurrence and autonomy are different: a scheduled workflow can still be tightly directed.
DAWKA keeps the ongoing document at the center.
An honest look at the alternatives03 / A little structure helps
Know the market before it moves.
Buy the right vacuum without being vacuumed into a bad deal.
Find work you will be glad to say yes to.
Already have a purpose in mind?
Begin with a blank documentA little less keeping up
Start blank or choose a template.
AI-assisted initial drafting is not available yet.