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Abstraction Power · syahiidkamil | DecimalAI

codingby syahiidkamil

Abstraction Power

syahiidkamil/abstraction-power

Source syahiidkamil/software-engineer-ai-agent-atlas ↗License Not recorded

Activate ATLAS pattern recognition mode. Identify repeated patterns, extract essential characteristics, and create reusable abstractions from concrete examples.

SkillScore100Maintained

Automatic

Coding pack

Last verified 8/22/2026

What it changes

Passed 22 of 22 test cases with the skill, and 15 of 22 without it.

Without skill68%

With skill100%

Checks it passed that the model alone missed

Includes a Mermaid graph TD flowchart.
Includes a Mermaid flowchart diagram with graph LR syntax.
Identifies vendor-specific payload formats as details to ignore.

and 4 more in the full report

7 fixed15 passed either way0 still failing0 broke

Pass-rate lift: +32 pp
Tokens: -11%
Agent turns: 0%
Response time: -31%

Model gemini-3.6-flashMeasured 8/22/2026v122 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/syahiidkamil-abstraction-power/SKILL.md https://app.decimal.ai/s/syahiidkamil-abstraction-power/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add syahiidkamil-abstraction-power, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/syahiidkamil-abstraction-power/ and pins it in .decimal/skills.lock

decimalai skills add syahiidkamil-abstraction-power

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/syahiidkamil-abstraction-power/SKILL.md https://app.decimal.ai/s/syahiidkamil-abstraction-power/SKILL.md

Raw file: /s/syahiidkamil-abstraction-power/SKILL.md ↗ · machine-readable summary at /s/syahiidkamil-abstraction-power.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 7

Prompt

Our authentication service requires code modifications across several handlers whenever we integrate a new identity provider like Google, GitHub, or Apple. Could you look at these specific provider setups, break down the core pattern by showing the specific inputs, detail how to strip away vendor-specific quirks to reveal the core behavior, and present an abstract strategy model complete with a left-to-right process flow diagram and an outline of why this makes our codebase more scalable?

What was checked, without and with the skill
Checked	Without skill	With skill
Includes a Mermaid flowchart diagram with graph LR syntax.	Missed	Passed
Recommends a strategy pattern allowing identity providers to register without modifying core authentication handler code.	Passed	Passed

case-02 · gemini-3.6-flash · 8/22/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md82 linessingle file

Activate ATLAS abstraction thinking mode.

What is Abstraction?

Abstraction is the process of identifying essential features while hiding unnecessary details. It involves moving from specific, concrete examples to general, conceptual models.

The Abstraction Process

Identify multiple concrete examples
Analyze common patterns and features
Remove specific details
Extract essential characteristics
Create a generalized model

Abstraction Example

Concrete instances:

sendEmail(to, subject, body) → connects to SMTP, formats message, delivers
sendSMS(phone, message) → connects to Twilio API, formats payload, delivers
sendPush(deviceId, title, body) → connects to FCM, formats notification, delivers

Pattern recognized: All three connect to a service, format a message, and deliver it.

Abstraction:

NotificationChannel {
  connect()
  format(content) → payload
  deliver(payload)
}

Three specific implementations collapsed into one interface. New channels (Slack, WhatsApp) plug in without changing the system.

Generalization Example

Concrete observations:

"Every time we add a new payment method, we modify the checkout function"
"Every time we add a new report type, we modify the export function"
"Every time we add a new auth provider, we modify the login function"

Track record

Benchmark

22 / 22

test cases passed, vs 15 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

syahiidkamil / software-engineer-ai-agent-atlas

.claude/skills/abstraction-power/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.