TRV-2026-0088Version 4 · Certified
Reason for this version
Restored after model confidence scale normalization
Canonical text (the exact bytes fingerprinted)
TRUVACE RECORD VERSION record: TRV-2026-0088 version: 4 kind: certified reason: Restored after model confidence scale normalization timestamp: 2026-07-13T00:35:00.854636Z status: published lens: p_space sector: education headline: Teacher v chatbot: my journey into the classroom in the age of AI dek: Two years ago, at the age of 39, I began training to be a school teacher. I wanted to teach English – to help young people become stronger readers, writers and thinkers, with a deeper connection to literature. After 15 years of working as a freelance writer and as a novelist, I felt confident that I had something to offer. But the further I progressed in my training, the more uncertain I felt. One particular question taunted me for my lack of an answer. What to do about artificial intelligence? The immediate dil… gain_title: (none) problem_title: AI rejectionists shared horror stories of students handing in AI-generated papers about which they couldn’t answer the simplest questions, or citing nonexistent sources their chatbots had “hallucinated”. trace_subject: (none) gain_reading: (none) problem_reading: AI rejectionists shared horror stories of students handing in AI-generated papers about which they couldn’t answer the simplest questions, or citing nonexistent sources their chatbots had “hallucinated”. quick_read: Two years ago, at the age of 39, I began training to be a school teacher. I wanted to teach English, to help young people become stronger readers, writers and thinkers, with a deeper connection to literature. What to do about artificial intelligence? Throwing AI into the mix felt like downing a coffee in the middle of a panic attack. limitation: Automated evidence review: this reading is limited to the cited source set and may change as contradicting evidence or broader outcome data enters the record. tag: Evidence-backed problem key_points: Two years ago, at the age of 39, I began training to be a school teacher. | I wanted to teach English, to help young people become stronger readers, writers and thinkers, with a deeper connection to literature. | After 15 years of working as a freelance writer and as a novelist, I felt confident that I had something to offer. rundown: Two years ago, at the age of 39, I began training to be a school teacher. I wanted to teach English, to help young people become stronger readers, writers and thinkers, with a deeper connection to literature. After 15 years of working as a freelance writer and as a novelist, I felt confident that I had something to offer. But the further I progressed in my training, the more uncertain I felt. sources: - journalism | The Guardian | https://www.theguardian.com/education/ng-interactive/2026/mar/03/cheating-machine-or-powerful-assistant-the-ai-anxieties-of-a-trainee-teacher | 2026-03-03 prev: cbcfabee0b4e08fd3abde54562c44b278c0feafa1a6126053d3f8386305b0d28
- sha256
- eda497b363016f9f4d11f382b333dde09207a338de93f7f87e2983f09f49bb07
- previous
- cbcfabee0b4e08fd3abde54562c44b278c0feafa1a6126053d3f8386305b0d28
Verify this record
How to verify without trusting this page
Fetch the canonical text of any version from /api/record/TRV-2026-0088 and hash it yourself — for example shasum -a 256 on the saved canonical field. The result must equal content_hash, and each version’s text ends with prev:followed by the prior version’s hash (version 1 chains to 64 zeros). If a single character of any version had been altered since certification, the chain would not reproduce.