asi-polynomial-operads

asi-polynomial-operads is a skill for Codex from plurigrid/asi. It costs 36 tokens per session (3,329 once invoked), scanned A, original, MIT.

A research-oriented AI framework built from mathematical tools for composing systems, including polynomial functors, monads, comonads, operads, and open games. These are formal ways to describe how components accept inputs, produce outputs, and fit together.

In plain words
What is it for?
Use it to study compositional AI architectures, model component interfaces and substitutions, describe parallel processes, and explore open-game or operadic designs.
Why use it?
It provides a common mathematical language for breaking complex intelligent systems into reusable parts and composing them. The input explains the underlying theory but does not specify a concrete user-facing implementation.

Skill for Codex

Written for Codex: installed under .codex/.

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is python3 src/operads/relational_operad_interleave.py.

Good fit Use it to study compositional AI architectures, model component interfaces and substitutions, describe parallel processes, and explore open-game or operadic designs.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/plurigrid/asi
agentmods
npx agentmods add skills/plurigrid/asi/asi-polynomial-operads

Made for: Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for asi-polynomial-operads

README.md
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Per session 36 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,329 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00036 $0.03329
Opus 5 $0.00018 $0.01665
Sonnet 5 $0.00007 $0.00666
Haiku 4.5 $0.00004 $0.00333

Measured 6d ago against content hash 93ed53a81a33, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

asi-polynomial-operads scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

ies/music-topos/.codex/skills/asi-polynomial-operads/SKILL.md · 310 lines

How it starts

The opening of the file, as written. The whole thing — 310 lines — stays where its author put it; the contents beside it link to each section on GitHub.

ASI Polynomial Operads Skill

"Pattern runs on matter: The free monad monad as a module over the cofree comonad comonad" — Libkind & Spivak (ACT 2024)

1. Polynomial Functors (Spivak)

Core Definition

A polynomial functor $p: \text{Set} \to \text{Set}$ is a sum of representables:

$$p \cong \sum_{i \in p(1)} y^{p[i]}$$

Where:

  • $p(1)$ = set of positions (questions, observations)
  • $p[i]$ = set of directions at position $i$ (answers, actions)

Morphisms (Dependent Lenses)

A lens $f: p \to q$ is a pair $(f_1, f^\sharp)$:

$$f_1: p(1) \to q(1) \quad \text{(on-positions)}$$ $$f^\sharp_i: q[f_1(i)] \to p[i] \quad \text{(on-directions, contravariant)}$$

Hom-set Formula

$$\text{Poly}(p, q) \cong \prod_{i \in p(1)} \sum_{j \in q(1)} p[i]^{q[j]}$$

2. Composition Products

Substitution ($\triangleleft$) — The Module Action

$$p \triangleleft q \cong \sum_{i \in p(1)} \sum_{\bar{j}: p[i] \to q(1)} y^{\sum_{a \in p[i]} q[\bar{j}(a)]}$$

Interpretation: Substitute $q$ into each "hole" of $p$.

Parallel/Dirichlet ($\otimes$)

$$p \otimes q \cong \sum_{i \in p(1)} \sum_{j \in q(1)} y^{p[i] \times q[j]}$$

Interpretation: Independent parallel execution.

Categorical Product ($\times$)

$$p \times q \cong \sum_{i \in p(1)} \sum_{j \in q(1)} y^{p[i] + q[j]}$$

3. Free Monad & Cofree Comonad

Cofree Comonad as Limit

The carrier $t_p$ of the cofree comonoid on $p$:

$$t_p = \lim \left( 1 \xleftarrow{!} p \triangleleft 1 \xleftarrow{p \triangleleft !} p^{\triangleleft 2} \triangleleft 1 \leftarrow \cdots \right)$$

Trees as Positions

$$t_p \cong \sum_{T \in \text{tree}_p} y^{\text{vtx}(T)}$$

  • $\text{tree}_p$ = set of $p$-trees (possibly infinite)
  • $\text{vtx}(T)$ = vertices (rooted paths) of tree $T$

Comonoid Structure

  • Counit (Extract): $\epsilon_p: t_p \to y$ — picks the root
  • Comultiplication (Duplicate): $\delta_p: t_p \to t_p \triangleleft t_p$ — path concatenation

Module Action: Pattern Runs On Matter

$$\Xi_{p,q} : \mathfrak{m}p \otimes \mathfrak{c}q \to \mathfrak{m}(p \otimes q)$$

Read the full file on GitHub · 310 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 6d ago First seen · 310 lines · 36 tokens per session scan A 93ed53a81a33

Subscribe to this mod's changes

asi-polynomial-operads is a skill published in the GitHub repository plurigrid/asi (62 stars, last pushed 2mo ago), licensed MIT. It adds 36 tokens to every session and 3,329 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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