knowledge_sememolution_skill SKILL.md skillA
knowledge_sememolution_skill from npc-worldwide/npcpy is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add npc-worldwide/npcpy/knowledge_sememolution_skill@git:20260620.da69752Pins git:20260620.da69752 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- npc-worldwide/npcpy
- Path
skills/knowledge_sememolution_skill/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260620.da69752, committed Jun 20, 2026
- Size
- 4,231 bytes
- Repository stars
- 1,524
- License
- MIT
"Skill for population-based Knowledge Graph evolution via Sememolution.\.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# knowledge_sememolution_skill Skill for population-based Knowledge Graph evolution via Sememolution. Use this when the user wants creative cross-domain synthesis, speculative reasoning, or when a single KG search might be too narrow. Sememolution maintains a population of KG "individuals". Each individual has its own graph (different facts, concepts, links) and its own genome controlling how it searches and evolves. Core genome parameters: - `lambda_depth` — Poisson rate for search traversal depth - `lambda_breadth` — Poisson rate for search breadth per step - `sleep_ops` — which refinement ops to apply during sleep - `dream_probability` — chance of speculative synthesis per cycle Workflow: 1. Create a population: `SememolutionPopulation(model, provider, population_size=100, sample_size=10)` 2. Initialize: `pop.initialize()` 3. Assimilate text: `pop.assimilate_text(chunk)` — each individual absorbs it differently 4. Sleep cycle: `pop.sleep_cycle()` — each individual prunes/deepens independently 5. Query and rank: `pop.query_and_rank(question)` — sample individuals, each searches its own graph with Poisson-sampled depth/breadth, generates a response, …
Read the whole file at its exact version.
How to install
mdr add npc-worldwide/npcpy/knowledge_sememolution_skill@sha256:2901cd5c853d5bfeThe line at the top of this page pins the label git:20260620.da69752, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_ouef3uvmkel2fvr6)
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Versions
The registry has recorded 1 version of this file, committed on Jun 20, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4231 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
npc-worldwide/npcpy · 1,524 stars · license MIT · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ouef3uvmkel2fvr6 GET https://markdownregistry.com/api/v1/resolve?ref=npc-worldwide/npcpy/knowledge_sememolution_skill GET https://markdownregistry.com/api/v1/blob/2901cd5c853d5bfe379be6f126a30b8efdc7ad6e34cc8dbb3c40a42e2ceaa1fb
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.