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.
git clone --depth 1 https://github.com/plurigrid/asinpx agentmods add skills/plurigrid/asi/asi-polynomial-operadsWrote 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.
[](https://agentmods.dev/skills/plurigrid/asi/asi-polynomial-operads)<a href="https://agentmods.dev/skills/plurigrid/asi/asi-polynomial-operads"><img src="https://agentmods.dev/badge/skills/plurigrid/asi/asi-polynomial-operads/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/plurigrid/asi/asi-polynomial-operads"><img src="https://agentmods.dev/badge/skills/plurigrid/asi/asi-polynomial-operads.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once 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 |
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.
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
$$\Xi_{p,q} : \mathfrak{m}p \otimes \mathfrak{c}q \to \mathfrak{m}(p \otimes q)$$
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.
- 6d ago First seen · 310 lines · 36 tokens per session scan A 93ed53a81a33
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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