beyond-llms SKILL.md skillA
beyond-llms from andreibesleaga/gabbe is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add andreibesleaga/gabbe/beyond-llms@git:20261014.de0823cPins git:20261014.de0823c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- andreibesleaga/gabbe
- Path
plugins/gabbe-ai/skills/beyond-llms/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261014.de0823c, committed Oct 14, 2026
- Size
- 1,919 bytes
- Repository stars
- 23
- License
- a license file GitHub does not identify
Implement advanced neuro-symbolic and genetic algorithm techniques. Use when: implement active inference, add neuro-symbolic logic, optimize using genetic algorithms.
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
# beyond-llms ## Goal Implement and integrate advanced AI methodologies that go beyond basic foundational models, including neuro-symbolic logic, genetic algorithms, or active inference loops. ## Steps 1. **Analyze Constraints**: Determine the problem domain requiring non-LLM or hybrid-AI reasoning. 2. **Design Algorithm**: Combine semantic parsing (LLM) with deterministic rule-engines (symbolic). 3. **Integrate Logic**: Build the hybrid pipeline, ensuring symbolic constraints can override probabilistic LLM outputs. 4. **Verification**: Run extensive tests to verify the symbolic engine successfully enforces hard rules over hallucinatory LLM outputs. ## Security & Guardrails ### 1. Skill Security - **Computational Exhaustion**: Genetic algorithms and advanced loops can easily consume infinite compute. Bind execution to absolute generational limits and strict timeouts. - **Unbounded Memory Use**: Limit the size of hypothesis populations or world-models in active inference. ### 2. System Integration Security - **Sandbox Execution**: When neuro-symbolic engines evaluate dynamic formulas or math, execute them via secure sandboxes to prevent code injection. …
Read the whole file at its exact version.
How to install
mdr add andreibesleaga/gabbe/beyond-llms@sha256:2f5ec364eaaba9efThe line at the top of this page pins the label git:20261014.de0823c, 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_7qjburwqdhuwtpaf)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 14, 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 (1919 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
andreibesleaga/gabbe · 23 stars · license a license file GitHub does not identify · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_7qjburwqdhuwtpaf GET https://markdownregistry.com/api/v1/resolve?ref=andreibesleaga/gabbe/beyond-llms GET https://markdownregistry.com/api/v1/blob/2f5ec364eaaba9ef227de5b436ea8bd75679bc4d5be5ef2c872b96df550fc882
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.