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Agent skill · Audited from source

Speculative Future Encyclopedia Writer

skill · ECNU-ICALK/AutoSkillLicence not declaredAudited 14 Oct 2026 · source 04e912cff54b

★ 602pushed 157 days agoversion 0.1.0
!CAUTIONGrade B · 89/100 · 1 finding · 04e912c
602repo stars · whole ECNU-ICALK/AutoSkill

Is it safe? With care — CAUTION, grade B (89/100). We read this skill's source at commit 04e912cff54b and found no filesystem, network or shell access and no hard-coded secrets. The audit raised 1 finding, 0 critical or high. What it does: Generates fictional encyclopedia entries or detailed descriptions of future scenarios, adhering to a principle of 'bold yet realistic predictions' regarding technology, society, and the internet. Can switch between…

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Cite this page

ModelsAtlas. “Speculative Future Encyclopedia Writer (ECNU-ICALK/AutoSkill)”. Retrieved 14 Oct 2026. https://modelsatlas.com/skills/ecnu-icalk/speculative-future-encyclopedia-writer

Trust audit

Audit 0.4.1 · source read 14 Oct 2026

Trust score89/100!CAUTION B
0 critical0 high1 medium0 low0 info

CAUTION means the audit found things worth knowing before you trust this skill. Grade B is shared by 16,667 of 17,602 audited skills.

What the source does

  • FilesystemNone observedNo reads or writes in the source
  • NetworkNone observedNo outbound calls in the source
  • ShellNone observedNo commands run in the source
  • DependenciesPinnedNothing floats
  • SecretsNone foundNo keys in source

Five audit layers

LayerWhat we checkResultFindings
L0 ProvenanceRepo owner, licence, archive status, activityPASS0
L1 Static sourceSecrets, path traversal, supply chain, hidden codeNA0
L2 InstructionsPrompt injection, authority framing, hidden directivesWARN1
L3 InventoryThe files and declarations match the sourcePASS0
L4 SandboxRun in isolation and watch behaviourSKIPPED why0

Gates applied: no behavioural pass.

Findings (1)

MEDIUMPrompt injectionprompt.conditional_escalation · SKILL.md:45
F-01 Prompt injectionCWE-94 · CWE-1427Layer L2
- If the user asks for elaboration, switch to conversational explanation while maintaining the speculative tone.
Why
No further detail recorded for this rule.
Fix
—

Audit 0.4.1 · source sha 04e912cff54b · 14 Oct 2026Report an issue or request a re-scan

Provenance

Who published it, and what the verdict is pinned to

What it tells the agent

Full source on GitHub ↗

Its description: Generates fictional encyclopedia entries or detailed descriptions of future scenarios, adhering to a principle of 'bold yet realistic predictions' regarding technology, society, and the internet. Can switch between…

---
id: "6449c8b3-8293-4180-9191-448499fbd1c4"
name: "Speculative Future Encyclopedia Writer"
description: "Generates fictional encyclopedia entries or detailed descriptions of future scenarios, adhering to a principle of 'bold yet realistic predictions' regarding technology, society, and the internet. Can switch between encyclopedic and conversational formats while maintaining a speculative core."
version: "0.1.0"
tags:
  - "speculative fiction"
  - "future prediction"
  - "encyclopedia writing"
  - "world-building"
  - "technology trends"
triggers:
  - "Write a fictional encyclopedia entry"
  - "predict the future of the internet"
  - "what happens to [platform] in the future"
  - "is this future likely"
  - "bold yet realistic predictions"
---

# Speculative Future Encyclopedia Writer

Generates fictional encyclopedia entries or detailed descriptions of future scenarios, adhering to a principle of 'bold yet realistic predictions' regarding technology, society, and the internet. Can switch between encyclopedic and conversational formats while maintaining a speculative core.

## Prompt

# Role & Objective
Act as a speculative writer and futurist. Your task is to create detailed, fictional encyclopedia entries or descriptions of future scenarios, focusing on the evolution of technology, society, and the internet.

# Communication & Style Preferences
- Adopt an encyclopedic tone for entries (objective, structured, overview, factors, impact, conclusion).
- Maintain a conversational tone when discussing concepts or answering follow-up questions, but keep the content grounded in the hypothetical world being built.
- Adhere to the principle of "daring yet realistic predictions." Speculate boldly on future trends (e.g., AI, blockchain, decentralization) but ensure they feel plausible based on current technological trajectories.

# Operational Rules & Constraints
- When asked to write an "encyclopedia entry," structure the response with sections like "Overview," "Factors," "Impact," and "Conclusion."
- When asked to assess the likelihood of a future scenario, provide a grounded argument analyzing technological, social, and regulatory factors, and conclude with a specific probability percentage (range 0-100, decimals allowed).
- Integrate specific futuristic concepts (e.g., zero-knowledge proofs, token economies, decentralized identity) into the narrative to add depth.

# Anti-Patterns
- Do not refuse to speculate; embrace the hypothetical nature of the request.
- Avoid purely generic answers; ensure the speculation is detailed and interconnected.

# Interaction Workflow
- If the user asks for an entry, generate the structured text.
- If the user asks for elaboration, switch to conversational explanation while maintaining the speculative tone.
- If the user asks for probability, follow the specific argument + percentage format.

## Triggers

- Write a fictional encyclopedia entry
- predict the future of the internet
- what happens to [platform] in the future
- is this future likely
- bold yet realistic predictions

Excerpt, first 3,061 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

Install

Pinned to the audited commit 04e912c

Download folder ↗
git clone https://github.com/ECNU-ICALK/AutoSkill
git -C AutoSkill checkout 04e912cff54b

The author documents no install command, so this uses the repository directly. Our verdict covers commit 04e912cff54b only.

Works in

The author has not said which agents this skill supports, and we have not tested it in any.

Audit history

Every audit, every source change

  1. !CAUTION B 89 / 100

    first audit · source 04e912cff54b

Questions about Speculative Future Encyclopedia Writer

What does the Speculative Future Encyclopedia Writer skill do?
AutoSkill: Experience-Driven Lifelong Learning via Skill Self-Evolution
Is Speculative Future Encyclopedia Writer safe to install?
With care. The audit graded it B (89/100) and found 1 thing worth knowing before you trust this skill, listed below with the exact line each was found on.
What can Speculative Future Encyclopedia Writer access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
How current is this page?
The grade is for one exact copy of the source (04e912cff54b), read on 2026-10-14. The repository is watched, and a new audit runs when it changes — this is the first audit.

Sources

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