learning-agents

A routing skill for the LearningAgents plugin, which helps software agents learn from their past work. It directs requests to tools for creating agents, running learning cycles, and reporting problems.

In plain words
What is it for?
Use it to create learning agents, start learning cycles, or report issues with them.
Why use it?
It gives one starting point for managing several learning-related tasks instead of needing to know each separate command.

Skill for Claude CodeCodex

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/unsupervisedcom/deepwork/learning-agents
Any agent
npx skills add Unsupervisedcom/deepwork --skill learning-agents
Clone the repo
git clone --depth 1 https://github.com/Unsupervisedcom/deepwork

Made for: Claude Code, Codex.

Per session 30 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 803 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin unknown 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 $0.00030 $0.00803
Opus 5 $0.00015 $0.00402
Sonnet 5 $0.00006 $0.00161
Haiku 4.5 $0.00003 $0.00080

Measured yesterday against content hash 3f33b9f2b094, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

learning-agents 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 yesterday.

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.

learning_agents/skills/learning-agents/SKILL.md · 77 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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. yesterday First seen · 77 lines · 30 tokens per session scan A 3f33b9f2b094

Subscribe to this mod's changes

learning-agents is a skill published in the GitHub repository Unsupervisedcom/deepwork (50 stars, last pushed 23d ago), with no licence file. It adds 30 tokens to every session and 803 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 2026-08-30.

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