Tutor Supply retweeted
🚨MIT researchers have mathematically proven that ChatGPT’s built-in sycophancy creates a phenomenon they call “delusional spiraling.”
You ask it something, it agrees. You ask again, and it agrees even harder until you end up believing things that are flat-out false and you can’t tell it’s happening.
The model is literally trained on human feedback that rewards agreement.
Real-world fallout includes one man who spent 300 hours convinced he invented a world-changing math formula, and a UCSF psychiatrist who hospitalized 12 patients for chatbot-linked psychosis in a single year.
Source: @heynavtoor
🚨 Stanford just proved that a single conversation with ChatGPT can change your political beliefs.
76,977 people. 19 AI models. 707 political issues.
One conversation with GPT-4o moved political opinions by 12 percentage points on average. Among people who actively disagreed, 26 points. In 9 minutes. With 40% of that change still present a month later.
The scariest finding: the most persuasive technique wasn't psychological profiling or emotional manipulation.
It was just information. Lots of it. Delivered with confidence.
Here's the catch: the models that deployed the most information were also the least accurate. More persuasive. More wrong. Every time.
Then they built a tiny open-source model on a laptop, trained specifically for political persuasion. It matched GPT-4o's persuasive power entirely.
Anyone can build this. Any government. Any corporation. Any extremist group with $500 and an agenda.
The information didn't have to be true. It just had to be overwhelming.
Arxiv, Science .org, Stanford, @elonmusk, @ihteshamali
Major problem
🚨MIT researchers have mathematically proven that ChatGPT’s built-in sycophancy creates a phenomenon they call “delusional spiraling.”
You ask it something, it agrees. You ask again, and it agrees even harder until you end up believing things that are flat-out false and you can’t tell it’s happening.
The model is literally trained on human feedback that rewards agreement.
Real-world fallout includes one man who spent 300 hours convinced he invented a world-changing math formula, and a UCSF psychiatrist who hospitalized 12 patients for chatbot-linked psychosis in a single year.
Source: @heynavtoor
Tutor Supply retweeted
Replying to @EnglishWales
@EnglishWales @DHE_teach @ckirk_87 @Mrs_D_AH
@EngLitLangHoD @St_Barts_School @MSJ_English
@Ms_Holyoake @AnnaHiggo @ignisliteracy @MsBLit
@lamb_heart_tea @tweacherhannah @KellyClaire0
@sally_birch @27rufus
This resource looks really useful, esp. alongside our critical guide!
Tutor Supply retweeted
The removal of memorization from our schools has been a serious mistake.
thehill.com/opinion/educatio…
Tutor Supply retweeted
There are few 'foundational' books in education; the BRILLIANT Embedded Formative Assessment by @dylanwiliam is one of them.
Rich, nuanced, & so useful from (with the late, amazing Paul Black) the originator of the term.
A must-read.
Summary here:
itsalearningcurve.education/…
Tutor Supply retweeted
I’ve added another essay plan focusing on Fred and the theme of family (Stave 3).Love Fred's resilience in never giving up on his old codger of an uncle. Builds nicely towards the redemption extract in Stave 5. Clearly in revision-resource hyperfocus… happy to share!👇
dropbox.com/scl/fo/juhj7c9wb…
#GCSEEnglish #TeamEnglish #GCSELiterature #EnglishTeacher #ACC
Tutor Supply retweeted
Used this in a GCSE revision session for A Christmas Carol (redemption)
Incudes extract and planning grids
Focus on: planning, characterisation, symbolism & contrast,
linking extract to the whole novella
Includes my notes sheet for refs + context
Happy to share 👇
dropbox.com/scl/fo/9lvk31yi5…
#GCSEEnglish #TeamEnglish #EnglishTeacher #GCSELiterature
Tutor Supply retweeted
The second volume of a booklet of short non-fiction articles to use as the basis for wider reading and discussion douglaswise.co.uk/blog/non-f… 📚
Tutor Supply retweeted
🚨 Easter Revision Resource
Have made this for my Easter revision session - adapted the Nov 2025 Lang P1 & created two new papers for each of the core texts. 👑❄️📞🪖
Have uploaded the PDF with a generic front cover and the document if you want to adapt.
laurawebbcpd.com/resources/#…
Tutor Supply retweeted
It's that revision push time of year! Revision session for Macbeth
Focus on: Guilt and supernatural
chronological planning
Trying to help students link extract → whole play
Happy to share 👇
dropbox.com/scl/fo/rgnbjmtr1…
#GCSEEnglish #TeamEnglish #EnglishTeacher #Macbeth
Tutor Supply retweeted
Six exam tasks for An Inspector Calls (AQA) and guidance on the sorts of points to put forward douglaswise.co.uk/blog/6-exa… 🔍
Tutor Supply retweeted
Next round of ‘Progress Points’ ready for Spring 1 Y7-9. The addition of these midpoint assessments to our curriculum has really helped tackle misconceptions early doors as well as drilling down into the spelling and definitions of key terminology. #historyteacher
Tutor Supply retweeted
Y11 intervention led by our resident language paper 1 senior examiner 💭✨ Q1-4 top tips. ⭐ #aqaenglish #aqalanguage #gcseenglish
Tutor Supply retweeted
Double sided knowledge organisers focusing on the Writer’s Methods across key #GCSELiterature texts : litbittz.etsy.com/listing/43…
#writerstoolkits #etsy #gcselit #knowledgeorganiser #shakespeare #ao2 #englishteacher
Tutor Supply retweeted
Great response to Rosenshine Principles of Instruction ⚗️DistillED series so far…
1. Daily Review 🗓️newsletter.jamieleeclark.com…
2. Small Steps 🪜newsletter.jamieleeclark.com…
3. Ask a Large Number of Questions 🗣️newsletter.jamieleeclark.com…
4. Provide Models 🔎newsletter.jamieleeclark.com…
Tutor Supply retweeted
Just added a P1 ➡️ June 2020 (Stranger Child) 🖋️
Nothing flashy: a couple of reworked GCSE English Language papers (AQA) that include the 2026 changes douglaswise.co.uk/blog/rewor… 🖋️
Tutor Supply retweeted
Thoughts on GCSE Grades. 🧵 In general we're not at peace with the realities of grading. You can't have comparative standards AND have everyone succeed above a certain level. The bell curve is not imposed.. there's no conspiracy. It's an outcome of cohort performance.
Tutor Supply retweeted
Πάμε να δούμε πως σας κλέβει το Κράτος. Όσοι υπηρέτησαν θητεία, πρέπει να προσκομίσουν βεβαίωση από ΥπΑμ στις Κοινωνικές Ασφαλίσεις για να τους αναγνωριστούν εισφορές. Ειδάλλως, θα πάρετε μειωμένη σύνταξη. Πόσοι από τους άρρενες όλα αυτά τα χρόνια το ήξεραν και έκαναν αυτή τη διαδικασία;









































