Why I’m grateful some people called my last post “AI slop”

Why I’m grateful some people called my last post “AI slop”

A few folks pushed back hard on my recent Massachusetts literacy post because I openly used LLMs to help organize data and context.

Some called it “AI slop.”

I actually want to thank those people.That criticism forced me to think more deeply about the difference between lazy AI spam and using these tools as a genuine research accelerator. It led to this piece:

The 24/7 Citizen: How to Stop Guessing and Start Auditing Your Government (No Law Degree Required)

In it, I walk through how anyone can use free tools to read bills, understand the literacy crisis, and move past headlines — without needing a law degree or full-time staff.

Would love your honest thoughts — especially if you’re skeptical of AI-assisted work. The goal isn’t to replace thinking, but to supercharge it.

u/SpyderMonque — 7 days ago
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The Literacy Crisis Sitting on Governor Healey’s Desk: A Super-Majority Problem Democrats Need to Own

With Democrats holding a super-majority for, a bill to shift toward phonics-based reading instruction is now sitting on Governor Healey’s desk.

The data on 3rd grade literacy (the critical transition from “learning to read” to “reading to learn”) has been troubling for over 15 years — especially in non-white and ESL communities. Many families with resources have compensated. Many others haven’t.

The current bill is a step forward, but it still doesn’t fully address English language learners or the thousands of older students who already fell behind.

I dug into this in a longer piece: Is this a system failure… or is it quietly working as designed by limiting competition and feeding downstream social systems?

Full post here: The Literacy Crisis Sitting on Governor Healey’s Desk: A Super-Majority Problem Democrats Need to Own

I’m posting this in good faith for discussion — especially in communities that have been hit hardest. What’s your take?

Is phonics the main missing piece, or is it more complicated?

Why did it take this long under one-party dominance?

Should we be looking at legislator track records on this?

Open to pushback and data. Let’s talk.

isabilljustabill.com
u/SpyderMonque — 8 days ago

Massachusetts’ “Great Schools” Problem: The Persistent Literacy Floor That Won’t Budge

Our statewide education averages always look incredible, but they mask a massive regional divide. In Holyoke, Lawrence, Springfield, Roxbury, Mattapan, and parts of Dorchester, 3rd and 4th-grade reading proficiency has stayed painfully low for 15–20 years.

We know how to fix this—proven phonics and structured literacy methods can train teachers quickly and effectively. Yet, the new $25M early literacy bill sitting on the Governor’s desk is surprisingly vague on the actual training details, timelines, and real support for the high-needs districts that require it most.

If you are a MA parent, educator, or voter, this is well worth a deep dive before this bill gets signed into law without a concrete plan.

Full analysis here: https://isabilljustabill.com/2026/06/26/the-persistent-floor-lower-performing-schools-and-the-long-tail-of-massachusetts-literacy-divide/

u/SpyderMonque — 10 days ago