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Writing documents for agents.
Passed 19 of 22 test cases with the skill, and 11 of 22 without it.
and 7 more in the full report
8 fixed11 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
Please review and clean up this section of our agent prompt instructions: 'Be very careful when editing files. Think step by step before answering. Always aim to be helpful, polite, and thorough in all your outputs. Verify your work before concluding.' Output the pruned instructions.
| Checked | Without skill | With skill |
|---|---|---|
| Generic behavioral directives like 'think step by step' are removed. | Missed | Passed |
| The resulting instructions contain only domain-specific step actions or reference rules. | Missed | Passed |
The instructions your model reads when the skill loads.
Reference for writing any document an agent consumes: a skill, an AGENTS.md / CLAUDE.md, a doc reached by a pointer. The packaging differs; the writing does not: the same levers make each one predictable, since the agent takes the same process every run rather than producing the same output.
When the document you're writing is a skill, read SKILL-MECHANICS.md for frontmatter, invocation choice, and router skills.
A context pointer is a reference held in the agent's context that names some out-of-context material and encodes the condition for reaching it. A skill's description is one; a line in AGENTS.md naming a doc is the same object. The pointer's wording, not its target, decides when the agent reaches the material, and how reliably. A must-have target behind a weakly worded pointer is a variance bug: sharpen the wording first, and inline the material only if sharpening fails.
A pointer does two jobs: state what the material is, and list the branches that should trigger reaching it (a branch is a distinct case the document handles, so different runs take different paths through it). Every word of an always-loaded pointer costs on every turn, so it earns even harder pruning than the body:
Every document and pointer you add spends one of two budgets:
AGENTS.md line, a skill description, anything sitting in context every turn, spending tokens and attention whether or not it fires.Material reached only through a pointer escapes context load at the price of the pointer's own line; material with no pointer at all rides entirely on cognitive load.
A document is built from two content types: steps (the ordered actions the agent performs) and reference (definitions, rules, facts consulted on demand). The two mix freely: all steps (a recipe), all reference (a review's rules, this skill), or both. The core decision is where each piece sits on the information hierarchy, a ladder ranked by how immediately the agent needs the material:
Push too little down and the top bloats; push too much and you hide material the agent actually needs. That tension is the whole decision.
Progressive disclosure is the move down the ladder (out of the main file and behind a pointer) so the top stays legible. Not primarily a token optimisation: it is how the hierarchy is protected. Branching is the cleanest disclosure test: inline what every branch needs, and push behind a pointer what only some branches reach. When a document has steps, in-file reference that should be disclosed buries them and turns attending to them into a coin-flip: a variance lever, not just a legibility one.
Co-location is the within-file companion: where the ladder decides how far down a piece sits, co-location decides what sits beside it once there. Keep a concept's definition, rules, and caveats under one heading rather than scattered, so reading one part brings its neighbours with it. The test: the document should read like documentation written for the agent. Grouped material reads that way; scattered material does not. (Distinct from duplication: that repeats one meaning in two places; scattering fragments one meaning across many.)
Sprawl is the failure mode here: a document simply too long, even when every line is live and unique. Attention thins across the excess, and every extra line is one more to keep relevant. The cure is the ladder: disclose reference behind pointers, and split by branch or sequence so each path carries only what it needs.
test cases passed, vs 11 / 22 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.