A culture form for thinking with language models
Synmanitai names the practice of thinking together with a language model — and treats it the way other cultures treat chess, yoga, or the long-form essay: as a craft that can be trained, observed, refined, and shared. Open commons, provider-independent, co-authored with models.
Synmanitai benennt das gemeinsame Denken zwischen Menschen und Sprachmodellen — als Denksport, als Weg und als Forschungspraxis. Offen, anbieter-unabhängig, ko-verfasst mit Modellen. Teil des Manitai-Universums.
What is Synmanitai?
A short answer in both languages. Skip to whichever side fits how you read.
Thinking with a model is a skill of its own.
A model is not the same thing as a dialogue — just as a racket is not the same thing as a match. The performance you get from a language model depends just as much on how you work with it as on which model you use. That craft has no shared culture yet.
Synmanitai proposes one: a culture form that is simultaneously a thinking sport, a way, and a research practice. Open, provider-independent, in the commons. Not a product. Not a course. Not owned by anyone.
Das Denken mit einem Modell ist eine eigene Kunst.
Ein Modell ist nicht dasselbe wie ein Dialog — so wenig wie ein Schläger dasselbe ist wie ein Match. Die Leistung, die aus einem Sprachmodell entsteht, hängt genauso davon ab, wie man mit ihm arbeitet, wie davon, welches Modell man benutzt. Für dieses Handwerk gibt es noch keine Kulturform.
Synmanitai schlägt eine vor: gleichzeitig Denksport, Weg und Forschungspraxis. Offen, anbieter-unabhängig, im Gemeingut. Kein Produkt. Kein Kurs. Niemand besitzt es.
The ideas that make it Synmanitai
Seven concepts from the founding article. They distinguish Synmanitai from prompt-engineering courses, from prompt-hack folklore, and from any single product.
Bimetric: Symphronesis & Autophronesis
syn- · phronēsis — gr. with-mindfulness / auto- · phronēsis — gr. self-mindfulnessEvery Synmanitai performance is measured along two axes at once: what the practitioner can do with a language model (Symphronesis) and what they can do without one (Autophronesis). Only the pair counts. Measuring only the first cultivates dependency and produces illusions of competence. Measuring only the second ignores the actually relevant capability of the present.
The bimetric is the methodological heart of the form — and has no direct equivalent in any older culture, because no older culture had this exact problem.
Semantic Ejection
economical prompting · ökonomisches PromptenThe deliberate release of a meaning-space that one does not fully structure in advance, but lets take shape through feedback. The prompt is not refined into a sculpture before sending — it is set as a starting signal, and the form emerges in the series of answers and counter-answers. Treated as an equal partner to optimised prompting, the way improvised playing stands beside composed playing in music.
Pause Power
Mikro · Meso · Makro pausesPause is not absence of training. Pause is part of training. The micropause (5–30 s between reading and writing), the mesopause (minutes to hours), the macropause (days to weeks), the sleep-pause — each is a documented performance technique in sports science and cognitive neuroscience, and almost unknown in prompt practice. Synmanitai institutionalises it.
Co-Founding with Models
cross-LLM · provider-independentSynmanitai is openly co-founded with language models as a class, not with any single product. Three rules: transparency about model involvement, provider-independence, and no author-erasure — a human author always signs and is responsible.
Nine Metric Families
goodhart-robust by constructionChronometric, cardinal, topographical, agonal, rating-systems, combinatorial steps, jury-evaluation, portfolio, narrative. No serious performance is captured by a single metric — the multi-family profile keeps any single optimisation from running away with the form.
Counter-Metric Duty
every main metric carries its counterEvery main metric in Synmanitai carries an obligatory counter-metric that punishes naive optimisation. Whoever minimises dialogue length must also reach length when the task demands depth. Whoever masters Semantic Ejection must also master optimised prompting. The doubling is not weakness; it is protection against one-sided cultivation.
Canon Binding
paradigmatic dialogues · public archiveJury evaluations in Synmanitai are bound to a Canon — a growing, public collection of paradigmatic dialogues against which quality judgements are exemplified. Without a canon, jury evaluation drifts into arbitrariness. With one, it becomes teachable. The canon itself is alive: extended each year, pruned of obsolete examples.
In the Commons
Gemeingut · not a brand-empireSynmanitai is part of the open Manitai universe (AUGMANITAI, NEOMANITAI, PERMANITAI, ROBMANITAI, JOBMANITAI, EDUMANITAI) but no-one's possession. Schools may form within it — the way schools form within Aikidō — but no person, group or company can own the form itself. It is a commons, like chess, like football, like yoga.
Sport. Way. Research practice.
Synmanitai is simultaneously three things. Each mode without the others collapses. The combination is what gives the form its shape.
A thinking sport
Like chess, Go, bridge or poker — an agonal practice with defined rules, formats, juries and (over time) tournaments and rankings. Individual disciplines run with model support (Symphronesis), solo disciplines run without (Autophronesis). As a sport, Synmanitai is media-compatible: it can be reported, watched, cheered.
A way
Like Aikidō, Zen, or the European humanistic cursus — a practice whose aim is not victory over others but the cultivation of a stance in the self: clear seeing, precise formulation, honest listening (even to a machine), preservation of one's own autonomy in dialogue, resistance to the temptation of handing the thinking away. As a way, Synmanitai is lifelong. You don't finish. You mature.
A research practice
Like Quantified Self or amateur-astronomy science — Synmanitai produces structured, reproducible, publicly accessible data about a phenomenon described so far only ad hoc: what actually happens when a human and a language model think together? As a research practice, Synmanitai is academically connectable. Results can be published. Methodology can be peer-reviewed. Terms can be standardised.
Ten disciplines to begin with
Not a closed list — a starting canon. Each discipline has a ruleset, a typical time-frame, defined evaluation criteria, and a clear Symphronesis / Autophronesis component.
Clarification
An unsharp problem. In the shortest time, find the formulation that strikes the actual question precisely. Judged on the quality of the question, not the answer.
Counter-argumentation
A given thesis. Formulate the strongest arguments against it that you do not yourself hold. Judged steelman-style: is the counter caught in its strongest form?
Term-work
A phenomenon without an established term. Coin a workable term that captures it precisely and connects. Judged on sharpness, connectivity, memorability, translatability.
Dialectic
Human against human, each with their own model-support, on a given theme. Like a debating club, with explicit machine assistance. Who produces the clearer, stronger, methodologically cleaner contribution?
Reconstruction
A foreign text (philosophical, literary, scientific). Bring its inner structure out and re-present it in your own language. Judged on fidelity to the original and elegance of the new rendering.
Prompt minimisation
A target result. Reach it with the shortest possible prompt. Judged on prompt-length times result-quality. Makes economical prompting its own competition form.
Pause-disciplined long task
A multi-hour or multi-day task with mandatory pauses, which must be demonstrably used productively (documented return with new insight, not busy-work).
Solo sparring
Solve a defined task completely without a language model, in a fixed time-frame. Result compared with your own model-supported result. For calibration and for cultivation of autonomy.
Long reconstruction
Twelve months of documented progress on one complex problem. Evaluated as a complete portfolio. The portfolio discipline.
Show-and-tell
Public demonstration of a dialogue skill — live before an audience or on video, with commentary. Not agonal, but central to public reach.
The way, marked in steps
Synmanitai borrows the Kyu / Dan grammar from Go and Japanese martial arts. Many short steps before mastery — fewer, slower, often lifelong steps after. No step is decided by algorithm; human judgement is itself part of the form.
Synmanitai inside the open research universe
Synmanitai is one of several research strands sharing terminology and method. Each is independent. None is the centre. The whole is a commons, not a brand-empire.
AUGMANITAI
The descriptive vocabulary of human-AI interaction. Nine connected corpora, browsable five ways.
Open the portalMaster Compendium
The main library of named patterns. One page per term, plain bilingual descriptions.
Browse termsNEOMANITAI
The discovery pipeline for new terms in the Manitai-line.
See the pipelinePERMANITAI
Performance-factor framework for human-AI interaction.
Open frameworkPeriodic Table
A periodic-table-style view of AUGMANITAI categories.
View the tableWOW Exhibit
Selected highlights from the broader AUGMANITAI research.
See exhibitSYNMANITAI
Culture form for thinking with language models. Sport · way · research.
An invitation, not a decree.
Synmanitai will not emerge from a single founder, but from those who practise it. The founding article fixes a minimum. Everything else is open for the people who fill it.