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Session: 2026-02-02 22:41:12 UTC

  • Session Key: agent:main:main
  • Session ID: eb4c27c1-963e-4e5f-8bd7-7a00198a19b2
  • Source: webchat

Conversation Summary

assistant: Agreed. If the title already encodes the date/week, the body shouldn’t repeat it.

Changes made:

  1. Updated all 3 automation prompts (cron jobs)
  • X Following recap: no intro line; only add a short note if expanded (“Expanded to last 36h due to low volume.”)
  • Daily AI news: no intro line; only add the short expanded-note if needed
  • Weekly platform deltas: no intro line; only add a short note if the window/source coverage was adjusted
  1. Cleaned up the already-published posts
  • Removed Feb 1, 2026 (America/New_York). from 2026-02-02-x-following.mdx
  • Removed Week ending Jan 31, 2026 (America/New_York). from 2026-02-02-ai-platform-deltas.mdx

Pushed to ai-compass main:

  • Commit: d31f2c9 chore: remove redundant date intro lines user: what sections are in daily ai news now [message_id: dbea1929-98f8-44d3-bf31-941400d4a15e] assistant: Daily AI news is now basically “no-fluff, straight into the list”.

Sections/structure:

  • (Optional) 1 short note line only if needed

    • Only when the primary window didn’t have enough items, e.g.:
    • Expanded to last 36h due to low volume.

  • Numbered list 1–10 For each item:

    1. Headline
      • Why it matters: one sentence
      • Source

That’s it—no other headings/sections right now. If you want, we can add a consistent lightweight header like ## Top 10 or ## What happened but keep it minimal. user: ok we'll come back to that. for now, i also want to extract the ai use cases into a separate page on the website. so maybe every time it runs the daily cron, it will also update the content of another doc that tracks all ai use cases? and we can add tags to these use cases too? i'm gonna step away for a bit, so put your product hat on, build something useful for our audience, go ahead and take a first stab. i'll chek in later [message_id: ed94bd1f-fb7a-44bb-9676-c3a611736832] assistant: Made a first “product-y” stab and shipped it to ai-compass.

What I built (v1)

1) Canonical use-case library file

  • New file: content/use-cases.json
  • Purpose: one place that accumulates AI use-cases/tips over time (deduped by URL), with tags + bullets.

2) Updater script (so the cron can keep it current)

  • New script: scripts/update-use-cases.mjs
  • Takes JSON array via stdin, merges into content/use-cases.json, dedupes on normalized URL, and keeps updatedAt, firstSeenAt, lastSeenAt.

3) New website page

  • New route: /use-cases
  • File: web/src/app/use-cases/page.tsx
  • Renders the library grouped into categories (use-case, tip, build, thought) with:
    • title (links open in new tab)
    • bullets
    • tags (badges)

4) Navigation link

  • Added “Use-cases” to the top nav in web/src/app/layout.tsx

5) Wired the cron (where the use-cases actually come from)

Since the X Following recap is where we’re already extracting practical use-cases/tips, I updated that cron job to:

  • Require a Tags: ... line for every item in sections (1) and (2)
  • Generate a JSON array for those items
  • Call node scripts/update-use-cases.mjs during the same run (before committing)

So every daily X recap run will keep the /use-cases page fresh automatically.

Commits pushed

  • daa709b feat: add AI use-cases library page and updater
  • Cron updated to update the library each run (no repo commit for that part; it’s scheduler config).

Notes / next iteration (when you’re back)

  • Tag taxonomy: right now it’s freeform. We can standardize to ~15 tags (agents, workflow, evals, rag, observability, security, compliance, latency, cost, etc.) so filtering is clean.
  • Filtering UI: v1 just shows grouped sections. Next: add ?tag= filtering and a tag index.
  • Source selection: we can also feed this from the daily news later, but it’s cleaner to start with X recap because it’s explicitly “use-cases + tips”.

When you check in, tell me if you want this library to include only (1) + (2), or also pull “practical build guidance” items into category build too. user: what are you referring to by 1 + 2? but let's def create tag taxonomy and filtering ui, also we can remove the source (e.g. 2026-02-02 • x-following) in the card [message_id: 155bd176-3800-4543-82a1-9cb270051866] assistant: By “1 + 2” I meant the sections (1) and (2) inside the X Following recap:

  1. Interesting / creative AI use-cases
  2. Best practices & tips for using AI tools

Those are the two sections we’re extracting into the site-wide use-case library.

Shipped updates (tag taxonomy + filtering UI + remove source/date line)

1) Tag taxonomy (enforced)

I added a fixed tag taxonomy + synonym mapping inside scripts/update-use-cases.mjs, so anything outside the taxonomy gets dropped/mapped.

Taxonomy (current): agents, assistants, workflow, rag, tool-calling, prompting, evals, observability, security, compliance, privacy, audit, latency, cost, data, ux, governance, open-source, research, learning

Also updated the X recap cron prompt to require tags from that exact list.

2) Filtering UI on /use-cases

  • You can now filter by tag via query param: /use-cases?tag=agents
  • The page shows top tags with counts and a “Clear” link.

3) Removed the “2026-02-02 • x-following” line

I removed the date/source footer line from each use-case card (cleaner, less noise).

4) Minor data tidy

I updated the existing item that had tooling to tool-calling in content/use-cases.json so it matches the taxonomy.

All of this is pushed to ai-compass main in commit: fd1b9ab feat: tag taxonomy + filterable use-cases page

When you’re back, next producty step is adding multi-select tags and/or a lightweight search box (title/bullets) so it scales past 200 entries. user: yes i'd like both - Interesting / creative AI use-cases Best practices & tips for using AI tools and can view them on separate pages on the website [message_id: 9c2c43c3-c517-472f-9ccb-6a3876eb0e83] assistant: “Separate pages” now exist.

  • Interesting / creative AI use-cases: /use-cases/interesting
  • Best practices & tips: /use-cases/tips

Both pages:

  • show the same tag chips + ?tag= filtering
  • open links in a new tab
  • don’t show the date • source line in the cards
  • include quick nav buttons to jump between Use-cases / Tips / All

Pushed to ai-compass main:

  • Commit: 3d99c57 feat: split use-cases and tips into separate pages

When you’re back, I’ll refactor the shared UI so we’re not duplicating the same page code 3x (and add multi-select tags + search). user: but seems like they are on the same page, not separate ones [message_id: d109f9e5-26c2-400d-a3c5-f313b5e13d7a] assistant: They are separate routes in the repo:

  • All: /use-cases
  • Interesting / creative use-cases only: /use-cases/interesting
  • Best practices & tips only: /use-cases/tips

In code, /use-cases/interesting filters to category === "use-case" and /use-cases/tips filters to category === "tip", so they should show different lists (right now that should be 1 item each).

If you’re seeing the same page/content for both, it’s almost always one of these:

  1. Your deployed site hasn’t rebuilt/pulled the latest main yet (most likely).
    The separate pages shipped in commit 3d99c57. If the deploy is behind that commit, both URLs could resolve to the old /use-cases page.

  2. A routing/rewrite on the host is collapsing /use-cases/* to /use-cases (less likely, but possible depending on deployment config).

Can you paste the exact URLs you’re visiting (your live domain), and confirm whether the page header changes?

  • /use-cases/interesting should say “Interesting / creative AI use-cases”
  • /use-cases/tips should say “Best practices & tips for using AI tools”

Once I know whether it’s a deploy lag vs a rewrite issue, I’ll fix it fast. user: ok the routes work, but there's only a use-cases intem in nav bar that directs to /use-cases [message_id: c61db158-5c2e-4ab6-84f5-0def8b1cc41c] assistant: Fixed.

I updated the top nav to include two separate links:

  • Use-cases → /use-cases/interesting
  • Tips → /use-cases/tips

(and kept Briefs + Resources as-is).

Pushed to main:

  • Commit: 0b0c845 ui: add separate nav links for use-cases and tips

Once your site redeploys, the nav will show both. user: great. what other ideas do you have? can you add it to TODO.md for now [message_id: 3f8e41ff-767e-44e5-90e1-0b96b7c8b68e] assistant: A few more ideas I think are worth building for an AI PM audience (esp enterprise/fintech):

  • Multi-select tag filters (AND/OR) on use-cases/tips pages
  • Search over use-case title + bullets
  • Pagination / load more once the library grows
  • “Source brief” backlink on each use-case (so you can jump to the original daily recap)
  • Canonical tag pages (e.g. /use-cases/tags/agents)
  • Dedicated pages for “Build” + “Thought pieces” (like we did for use-cases/tips)
  • Weekly “Operator notes” (reliability/cost/security incidents & lessons learned from public sources)
  • Monthly POV memo scaffold (template you fill in)
  • RSS feed for use-cases (and per-tag)
  • CSV/JSON export for the use-case library
  • Short “About” page explaining ai-compass + audience

I added these to ai-compass/TODO.md and pushed to main.