A human-readable record was authored from these four statements. LAMAGUE did not extract or verify it. You can inspect and download that mapping below.
Meaning between people and AI
What survives
a handover?
The work moves on. The uncertainty, the objection and the permission boundary should travel with it.
Make a handover for your own task ↓Constructed example · runs offline · no model calls · nothing you enter is sent anywhere
Follow the meaning.
These changes are deliberate failure controls. They are not outputs from an AI or measurements of everyday misunderstanding.
Give every format the same space.
| Format | Message bytes | Fields restored | Within budget? |
|---|
A byte is not a model token. No record is truncated to make it fit. All required decoder programs are assumed available; their code size is excluded for all formats. Gzip includes its base64 and message-prefix overhead. LAMAGUE L1 uses no dictionary.
Inspect it. Reproduce it. Challenge it.
Inspect the original record
Check the five human questions
These answers were supplied by the author. This page has not tested whether another person or model reaches them.
See the encoded messages
What this demonstration establishes
It measures exact preservation of one authored record in three formats and compares twelve deliberately constructed controls. The full-record comparison works equally on JSON and decoded LAMAGUE.
Run this on your own machine
From the Framework source checkout, with Python 3.10 or newer:
python3 examples/meaning_handover/demo.py
Download the reference and a changed handover above, then compare them locally:
python3 examples/meaning_handover/demo.py \ --reference handover-reference.json \ --candidate handover-candidate.json
Exit 0 means exact record equality, 1 means a changed record, and 2 means malformed input. Nothing is executed on the basis of the result.
Make your next handover.
Write what you mean, then review the record before sharing it with your next AI session or collaborator. This form arranges your words; it does not interpret them or approve an action. Your draft stays in this page until you choose a download. There is no autosave.
Your readable handover
Inspect the structured record
The record contains your declarations. Blank optional fields mean no information was provided; they do not prove that no uncertainty, objection or affected person exists. This is the packet branch of LAMAGUE, exported as JSON. No L1 encoding or language-understanding comparison is performed here.
After trying it, what happened?
You can download a short feedback record and choose whether to share it with Mac. It does not automatically include your task, name or handover. Describe the experience without copying sensitive task content.
The next test belongs to real work.
Can someone outside this project hand over a task with fewer corrections, at a fixed message budget? The next study needs independently written source tasks, a strong ordinary summary, structured JSON, LAMAGUE, and independent assessors who do not know which arm produced each answer.
We will need to count omissions, invented facts, mistaken permission and the time spent repairing them. Using the builder or submitting feedback is a usability observation, not that controlled comparison.