he-learn

he-learn is a skill for Claude Code, Codex from sgaabdu4/hard-eng. It costs 0 tokens per session (59 once invoked), scanned A, original, MIT.

A stateful workflow for local coding agents that records engineering lessons and turns proven rules into checks, tools, or test fixtures.

In plain words
What is it for?
Use it to guide local engineering work, validate repository setup, and choose proven fixes or workflow rules.
Why use it?
It helps prevent the same failure from happening again by placing a check before the point where mistakes become expensive.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to guide local engineering work, validate repository setup, and choose proven fixes or workflow rules.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/sgaabdu4/hard-eng/he-learn
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.

Any agent
npx skills add sgaabdu4/hard-eng --skill he-learn
Clone the repo
git clone --depth 1 https://github.com/sgaabdu4/hard-eng

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for he-learn

README.md
[![agentmods](https://agentmods.dev/badge/skills/sgaabdu4/hard-eng/he-learn.svg)](https://agentmods.dev/skills/sgaabdu4/hard-eng/he-learn)
Your own site
<a href="https://agentmods.dev/skills/sgaabdu4/hard-eng/he-learn"><img src="https://agentmods.dev/badge/skills/sgaabdu4/hard-eng/he-learn.svg" alt="Measured on agentmods" height="20"></a>
Per session 0 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 59 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original 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 5.1 $0.00000 $0.00059
Opus 5 $0.00000 $0.00030
Sonnet 5 $0.00000 $0.00012
Haiku 4.5 $0.00000 $0.00006

Measured 8d ago against content hash ba9f0f3e3141, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

he-learn 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 8d 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.

scripts/test_fixtures/operating-contracts/valid/skills/he-learn/SKILL.md · 6 lines

What it actually says

  • Mechanically detectable prevention = executable rule/tool/fixture.
  • Prevention placement = before the expensive/failure boundary.
  • Global ~/.agents = learning engine only.
  • Skill fallback = same root proven ≥2.
  • ~/.agents/setup.sh repo-check <repo> PASS.
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. 8d ago First seen · 6 lines · 0 tokens per session scan A ba9f0f3e3141

Subscribe to this mod's changes

he-learn is a skill published in the GitHub repository sgaabdu4/hard-eng (5 stars, last pushed yesterday), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 59 tokens. 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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