Human intent → anthropomorphism-free systems spec → codegen prompt.
Pedro Domingos asked, on 16 September 2026:
"We need a non-anthropomorphic vocabulary to talk about AI. Any ideas?" — @pmddomingos
This is one idea, made runnable. syslang/lexicon.py holds 29 rewrite rules
that trade mind-verbs for systems verbs — understands becomes encodes / maps,
wants becomes is scored toward, thinks becomes assigns score — and 16 of
those verbs are flagged by lint wherever they survive. The eight slots below
are the rest of it: a fixed shape for saying what a system takes, holds, and
emits, without a word that implies it minds the outcome.
You must be inside this repo, and the folder syslang/ must sit next to run.py.
cd /path/to/sys-lang
ls
# expect: run.py syslang/ examples/ tests/ pyproject.tomlIf you copied files into another project (fly64) without the syslang package directory, python3 -m syslang will fail with No module named syslang.
cd /path/to/sys-lang
python3 run.py lint examples/ticket_triage.human.txt
python3 run.py translate examples/ticket_triage.human.txt
python3 run.py translate examples/ticket_triage.human.txt --prompt
python3 run.py translate examples/ticket_triage.human.txt --out /tmp/ticket.sys.mdlint and translate are one-way. verify closes the loop: parse an existing
spec, extract the code identifiers each slot names, scan a source tree, and
report ok/missing per symbol — exposing invented claims before codegen.
cd /path/to/sys-lang
python3 run.py verify /tmp/ticket.sys.md /path/to/code_base
# - IN: filename: ok · inventory_db: missingverify reads a spec file as-is (it does not re-translate or re-guess slots),
supports dotted names (store.save), and exits non-zero when any symbol is
missing.
cd /path/to/sys-lang
python3 -m pip install -e .
python3 -m syslang lint examples/ticket_triage.human.txt
python3 -m syslang translate examples/ticket_triage.human.txt --promptcd /path/to/sys-lang
python3 -m unittest discover -s tests -p 'test_*.py'Wrong (this is what failed):
python3 -m unittest tests.test_translate # needs PYTHONPATH=.
python3 -m syslang # needs install or PYTHONPATH=.Equivalent with explicit path:
cd /path/to/sys-lang
PYTHONPATH=. python3 -m syslang translate examples/ticket_triage.human.txt --prompt
PYTHONPATH=. python3 -m unittest tests.test_translateIN OUT STATE MAP OBJ C FAIL EVAL
Banned verbs are rewritten. Empty slots stay UNSPECIFIED.