GitHub user galenjauss added a comment to the discussion: Task ideas for the
dkNet-AI · Apache Texera Agent Hackathon
### Idea 1 — Persistent Memory (a Texera agent that grows with you)
Today the agent forgets you between sessions. What if it didn't?
A **persistent profile** that observes your work across every workflow you
build — the operators you reach for, your fix patterns, your domain expertise,
how you've grown. The agent uses it to **pre-seed new workflows in your style**
("you usually filter nulls before joining, want me to scaffold that?") and
references your past work when you hit familiar errors. You see everything
that's remembered in a "Your Data Science Self" panel and can edit or delete
any of it.
Not just chat memory — closer to **personal informatics for data scientists.**
### Idea 2 — Workflow Theater (watch your data flow)
Workflow execution today is progress bars and status icons. What if instead,
you **watched actual data tuples flow through your DAG as animated particles**?
Bottlenecks visible as traffic jams. Filters showing tuples dropped to the
floor. Joins showing two streams merging. Click any tuple mid-flight to inspect
it. Scrub a timeline to rewind execution.
Builds on the time-travel debugging work in IcedTea — adds the visual layer
that makes it legible to humans.
GitHub link:
https://github.com/apache/texera/discussions/5059#discussioncomment-16924332
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