Future data changes after the 2026 reorg

So tell me how you go about doing the creation in the future?

Here’s the pattern I’d follow next time you want this kind of structure, step‑by‑step.

1️⃣ Decide the scope

You tell me:

• Which franchise: e.g., Frederick Keys, Aberdeen IronBirds, Chesapeake Baysox, etc.
• Which years: e.g., “create seasons 2026–2030” or “add Keys - 2026 only”.
• Which context parents to use:
  • Ballpark (one or more, if a move happens)
  • Location
  • League

Once that’s clear, everything else is mechanical.

2️⃣ Check what already exists

I’ll:

1. search_thoughts for:
   • The franchise (Frederick Keys)
   • Any existing season thoughts (Frederick Keys - 2026, etc.)

search_thoughts for the shared context parents:

2. search_thoughts for:

• Ballpark: …
• Location: …
• MLB Draft League / Eastern League / etc.

If a parent doesn’t exist yet (e.g., new ballpark), I’ll ask you whether to create it and how to name it.

3️⃣ Create missing season thoughts

For each year you specify (say 2026–2028):

• Call create_thought with a name like:
  • Frederick Keys - 2026
• Link it as a child of the franchise:
  • linkToThoughtId = (Frederick Keys) and linkDirection = "child"

This gives you a consistent, chronological list under the franchise thought.

4️⃣ Attach Ballpark / Location / League as parents

For each new season thought, I:

• create_or_modify_link with linkType: "parent" to:
  • Ballpark: Harry Grove Stadium (or new ballpark if the team moves)
  • Location: Frederick, Maryland (or new city)
  • MLB Draft League (or Eastern League , South Atlantic League – High-A , etc.)

• That keeps your schema: Team-season → child of franchise, child of year; Ballpark/Location/League → parents of season.

• If the league or ballpark changes in a given year, I’ll follow that for just that year (e.g., league switch in 2026, ballpark move in 2028).

5️⃣ Attach ownership (“Owner” / Attain) as a jump

For seasons within Attain’s ownership window:

• create_or_modify_link with linkType: "jump" between:
  • Team - YYYY and
  • Attain Sports & Entertainment

• If you later add another owner, we can repeat the same pattern with that owner thought and only for its control years.

6️⃣ Optional: add a small season note stub

If you want richer season nodes, I can also:

• write_notes on each new season thought with a short template, e.g.:

Ballpark: Harry Grove Stadium

Location: Frederick, Maryland

League: MLB Draft League

Owner: Attain Sports & Entertainment

You can then come back and layer in stats, standings, rosters, etc.

7️⃣ Keep things accurate over time

When ownership, league, ballpark, or location changes in real life:

1. You tell me what changed and from which year.
2. Ai: Stop adding that parent/owner to later seasons.

• If appropriate, create a new Ballpark/Location/League/Owner thought.
• Wire only the affected seasons.

If you’d like, we can immediately apply this workflow to a future configuration you already know (for example, Keys as Orioles High‑A affiliate starting in 2026, or how you want Ghost Hounds seasons handled if they return in 2026).