engineering-values-and-tradeoff-principles

engineering-values-and-tradeoff-principles is a skill for Claude Code from shennawardana23/skillme. It costs 105 tokens per session (1,386 once invoked), scanned A, original, Apache-2.0.

A set of engineering rules for deciding how to balance fast delivery, reliability, and quality. It uses agreed reliability targets and error budgets, which are limits on how much service failure is acceptable.

In plain words
What is it for?
Setting engineering principles, defining error budgets, and deciding how much release risk to accept. It helps teams document speed-versus-quality trade-offs.
Why use it?
It turns repeated debates into a consistent policy. Teams can decide in advance when to keep shipping and when to pause for reliability work.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the skillme plugin — 137 skills, 2 commands shipped together

Good fit Setting engineering principles, defining error budgets, and deciding how much release risk to accept. It helps teams document speed-versus-quality trade-offs.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/shennawardana23/skillme/engineering-values-and-tradeoff-principles
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 shennawardana23/skillme --skill engineering-values-and-tradeoff-principles
Clone the repo
git clone --depth 1 https://github.com/shennawardana23/skillme

Made for: Claude Code.

Or install skillme, the plugin that ships this one along with the rest of its 137 skills, 2 commands.

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 engineering-values-and-tradeoff-principles

README.md
[![agentmods](https://agentmods.dev/badge/skills/shennawardana23/skillme/engineering-values-and-tradeoff-principles/github.svg)](https://agentmods.dev/skills/shennawardana23/skillme/engineering-values-and-tradeoff-principles)
Your own site
<a href="https://agentmods.dev/skills/shennawardana23/skillme/engineering-values-and-tradeoff-principles"><img src="https://agentmods.dev/badge/skills/shennawardana23/skillme/engineering-values-and-tradeoff-principles/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for engineering-values-and-tradeoff-principles

Your own site · 80×15
<a href="https://agentmods.dev/skills/shennawardana23/skillme/engineering-values-and-tradeoff-principles"><img src="https://agentmods.dev/badge/skills/shennawardana23/skillme/engineering-values-and-tradeoff-principles.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 105 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,386 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 $0.00105 $0.01386
Opus 5 $0.00053 $0.00693
Sonnet 5 $0.00021 $0.00277
Haiku 4.5 $0.00011 $0.00139

Measured 11d ago against content hash b35193396561, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

engineering-values-and-tradeoff-principles 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 11d 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.

skills/engineering-values-and-tradeoff-principles/SKILL.md · 115 lines

How it starts

The opening of the file, as written. The whole thing — 115 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Engineering Values and Tradeoff Principles

Teams that debate "should we prioritize speed or reliability" as an abstract values question tend to relitigate it every release, because nobody wrote down a rule that ends the debate the same way each time. The practical fix demonstrated by Google's Site Reliability Engineering practice: convert the philosophical tradeoff into a measurable, agreed threshold ahead of time, so in the moment it's a lookup, not a debate.

The error budget: reliability vs. velocity as one number

Google SRE's error budget makes this concrete: no service is ever required to be 100% reliable (100% is the wrong target — it eliminates any room to ship changes, since every change carries some risk of an incident, and it costs disproportionately more to chase each additional "nine" of reliability). Instead:

  1. Set an explicit reliability target below 100% (e.g., 99.9% availability over a rolling window) based on what the product actually needs — a target chosen by asking what unreliability users would actually notice and be harmed by, not by defaulting to the highest number that sounds impressive.
  2. The gap between the target and 100% is the error budget — the amount of unreliability "spent" on this service is allowed within the window before it's considered a problem.
  3. Spend the budget on deliberate risk: shipping features, running experiments, doing risky migrations — anything that might cause an incident is implicitly "spending" budget.
  4. When the budget is exhausted, the pre-agreed policy activates automatically — commonly a freeze on further risky releases until reliability recovers back within budget. This is what makes it operational rather than aspirational: the rule was agreed before the pressure of "we really need to ship this" existed, so it isn't renegotiated under that pressure.

The key move, generalizable beyond SRE: pick the tradeoff's threshold while calm, write it down, and let the written threshold — not a fresh argument each time — decide in the moment the tradeoff actually arises.

Read the full file on GitHub · 115 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 11d ago First seen · 115 lines · 105 tokens per session scan A b35193396561

Subscribe to this mod's changes

engineering-values-and-tradeoff-principles is a skill published in the GitHub repository shennawardana23/skillme (2 stars, last pushed 14d ago), licensed Apache-2.0. It adds 105 tokens to every session and 1,386 once invoked, about $0.0005 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 2026-08-31.