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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