# martignole-token-manifesto-2026-07-17

## Veille

Nicolas Martignole (Le Touilleur Express), co-written with **GLM-5.2** and **MiniMax-M3**, publishes **« The Token Manifesto »**: a pastiche of the **Manifeste Agile** (2001) transposed to the LLM era, where the unit of value is no longer the engineer-hour but the **token**. Four values: *short system prompts over clever system prompts*, *one clear example over three paragraphs of explanation*, *iterating in small steps over dumping the whole spec at once*, *outputting in a defined format over letting the model freestyle*. Twelve principles subvert those of Agile one by one — "simplicity, the art of maximizing the amount of work **not done by the model**," "self-organizing teams that spot repetition and document it once," "regular reflection **before the monthly bill arrives**." Beneath the humor ("staring at a usage bar nervously") lies a serious thesis: the real economic constraint of AI-assisted dev is no longer velocity but the **token budget** and the **context-window economy**. Two punchlines close the text: **« You don't have a prompt problem. You have a context-window problem. »** and **« Everyone's a prompt engineer until they run out of monthly quota. »** Worth noting, the meta wink: a manifesto on token frugality co-written *with* models.

## Titre Article

The Token Manifesto

## Date

2026-07-17

## URL

https://www.touilleur-express.fr/2026/07/17/the-token-manifesto

## Keywords

The Token Manifesto, Nicolas Martignole, Le Touilleur Express, Manifeste Agile, pastiche, satire, token, token efficiency, token budget, context window, context window, context economy, prompt engineering, system prompt, short prompt vs clever prompt, example vs explanation, iteration in small steps, structured output format, freestyle, monthly quota, monthly bill, usage bar, sustainable prompting, sustainable prompt, maximizing work not done by the model, GLM-5.2, MiniMax-M3, human-model co-writing, developer culture, frugality, cost of AI-assisted development

## Authors

Nicolas Martignole (Le Touilleur Express), avec GLM-5.2 et MiniMax-M3

## Ton

**Profile:** Satirical-Pastiche | Developer culture | Complicit-Ironic | Practitioner

The text adopts the canonical form of the manifesto ("We are uncovering better ways… we have come to value: X over Y") to turn it into comedy. The humor comes from the **gap between the solemnity of the form and the triviality of its subject**: where Agile spoke of "individuals and interactions," the Token Manifesto speaks of "staring at a usage bar nervously" and monthly bills. The register is that of a practitioner laughing at their own condition — the engineer turned accountant of their own tokens — without ever tipping into cynicism: under every joke sits a real operational tip (favor one example over three paragraphs, impose an output format). The complicity targets a readership of developers steeped in Agile, able to recognize each subverted principle. The co-signature with two models (GLM-5.2, MiniMax-M3) adds a deliberate meta layer: the satire is produced by the very object it mocks.

## Pense-betes

- **Form**: a line-by-line pastiche of the **Manifeste Agile (2001)** — 4 values + 12 principles — transposed from the human/hour pairing to the model/token pairing.
- **The 4 values**: ① *short* > *clever* system prompts; ② one clear example > three paragraphs of explanation; ③ iterating in small steps > dumping the whole spec at once; ④ imposing an **output format** > letting the model *freestyle*.
- **Signature principle** (subverts Agile's 10th): "**Simplicity, the art of maximizing the amount of work not done by the model**" — token frugality as cardinal virtue.
- **Serious thesis under the humor**: the constraint on AI-assisted dev has shifted from **velocity** to the **token budget** and the **economics of the context window**.
- **Punchline 1**: "**You don't have a prompt problem. You have a context-window problem.**" — the real lever isn't *prompt engineering* but context management.
- **Punchline 2**: "**Everyone's a prompt engineer until they run out of monthly quota.**" — skill is tested at the meter.
- **Meta**: a manifesto on token frugality **co-written with GLM-5.2 and MiniMax-M3** — satire produced by its own subject.
- **Worth relating** to the watch's lineage of "AI manifestos" (Sankar's "The Great Flattening") and to the *Context Engineering* theme (Kimi K3 / SFEIR: "the model is a commodity, the edge is in the engineering around it").

## RésuméDe400mots

**Nicolas Martignole** publishes on *Le Touilleur Express* **« The Token Manifesto »**, a short satirical text co-written with two models (**GLM-5.2** and **MiniMax-M3**). The mechanics are clear: take the exact structure of the **Manifeste Agile** from 2001 — its preamble, its four values in "X over Y" form, its twelve principles — and transpose it to the world of LLMs, where the unit of account is no longer the engineer-hour but the **token**. The preamble sets the tone: "We are uncovering better ways of consuming context by doing it… Through the work of producing tokens, deleting tokens, and **staring at a usage bar nervously**, we have come to value… ".

**The four values** sketch an aesthetic of the frugal prompt: *short system prompts over clever system prompts*; *one clear example over three paragraphs of explanation*; *iterating in small steps over dumping the whole spec at once*; *outputting in a defined format over letting the model freestyle*. Each pits an economical practice (concision, example, iteration, constrained format) against a costly temptation (sophistication, verbosity, a massive spec, an unconstrained answer).

**The twelve principles** subvert those of Agile one by one. The priority becomes delivering "**the answer, not the climb toward the answer**"; the manifesto "welcomes changing requirements, even late in the conversation"; it builds "around motivated individuals with an **adequate context window**"; "working prompts measure progress **and credit the bills**." The most-cited principle flips Agile's famous tenth: "**Simplicity — the art of maximizing the amount of work not done by the model**." Others target context debt ("spot repetition and document it once") and economic sustainability ("a prompting pace that can be sustained indefinitely," "regular reflection **before the monthly bills arrive**").

Two punchlines close the manifesto and carry its serious thesis under the humor: **« You don't have a prompt problem. You have a context-window problem. »** — shifting attention from *prompt engineering* to the **economics of the context window** — and **« Everyone's a prompt engineer until they run out of monthly quota. »** — an ironic reminder that real skill is measured at the usage meter.

Beyond the joke, the text crystallizes a cultural shift: in the era of AI-assisted dev, the structuring constraint is no longer **velocity** (Agile's obsession) but the **token budget** and context management. The human-plus-models co-authorship acts as a meta-signature: an argument for token frugality, written with the help of the very models it teaches to conserve.

## GrapheDeConnaissance

- Nicolas Martignole —a_créé→ The Token Manifesto (DOCUMENT, 0.98)
- The Token Manifesto —est_variante_de→ Manifeste Agile (DOCUMENT, 0.95)
- The Token Manifesto —s_applique_à→ efficacité des tokens (CONCEPT, 0.95)
- The Token Manifesto —affirme_que→ You don't have a prompt problem, you have a context-window problem (CITATION, 0.96)
- The Token Manifesto —recommande→ short system prompts over clever system prompts (AFFIRMATION, 0.94)
- The Token Manifesto —recommande→ imposer un format de sortie défini (CONCEPT, 0.92)
- The Token Manifesto —recommande→ maximiser le travail non fait par le modèle (AFFIRMATION, 0.93)
- efficacité des tokens —fait_partie_de→ économie de la fenêtre de contexte (CONCEPT, 0.88)
- budget de tokens —remplace→ vélocité (CONCEPT, 0.82)
- GLM-5.2 —collabore_avec→ Nicolas Martignole (PERSONNE, 0.9)
- MiniMax-M3 —collabore_avec→ Nicolas Martignole (PERSONNE, 0.9)
- Nicolas Martignole —travaille_chez→ Le Touilleur Express (ORGANISATION, 0.9)
- The Token Manifesto —s_inspire_de→ Manifeste Agile (DOCUMENT, 0.95)

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Canonical: https://www.thekb.eu/en/fiches/martignole-token-manifesto-2026-07-17/