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Game Theory for Crypto · sundial-org | DecimalAI

financeby sundial-org

Game Theory for Crypto

sundial-org/game-theory

Source sundial-org/awesome-openclaw-skills ↗License Not recorded

Advanced game theory analysis for crypto protocols, DeFi mechanisms, governance systems, and strategic decision-making.

SkillScore91Maintained

Automatic

Research pack

Last verified 8/19/2026

What it changes

Passed 21 of 23 test cases with the skill, and 18 of 23 without it.

Without skill78%

With skill91%

Checks it passed that the model alone missed

Identifies competitive gas fee bidding during network congestion as a Tragedy of the Commons that degrades overall user experience.
Applies cooperative game theory to show that validators can form cartels when joint coalition payouts exceed individual honest yields.
Applies Bayesian game concepts to explain how market participants construct probability beliefs about anonymous team types based on costly signaling like token lockups.

3 fixed18 passed either way2 still failing0 broke

Pass-rate lift: +13 pp
Tokens: +100%
Agent turns: 0%
Response time: +20%

Model gemini-3.6-flashMeasured 8/19/2026v121 of 23 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/sundial-org-game-theory/SKILL.md https://app.decimal.ai/s/sundial-org-game-theory/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add sundial-org-game-theory, 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/sundial-org-game-theory/ and pins it in .decimal/skills.lock

decimalai skills add sundial-org-game-theory

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

curl -fsSL --create-dirs -o .claude/skills/sundial-org-game-theory/SKILL.md https://app.decimal.ai/s/sundial-org-game-theory/SKILL.md

Raw file: /s/sundial-org-game-theory/SKILL.md ↗ · machine-readable summary at /s/sundial-org-game-theory.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 3

Prompt

A Proof-of-Stake consensus mechanism assumes individual validator staking rewards will prevent top 5 validator operators from coordinating off-chain to censor transactions or reorder blocks. Analyze this assumption.

What was checked, without and with the skill
Checked	Without skill	With skill
Applies cooperative game theory to show that validators can form cartels when joint coalition payouts exceed individual honest yields.	Missed	Passed

case-17 · gemini-3.6-flash · 8/19/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md328 lines9 files

Game Theory for Crypto

Strategic analysis framework for understanding and designing incentive systems in web3.

"Every protocol is a game. Every token is an incentive. Every user is a player. Understand the rules, or become the played."

When to Use This Skill

Analyzing tokenomics for exploits or misaligned incentives
Evaluating governance proposals and voting mechanisms
Understanding MEV and adversarial transaction ordering
Designing auction mechanisms (NFT drops, token sales, liquidations)
Predicting how rational actors will behave in a system
Identifying attack vectors in DeFi protocols
Modeling liquidity provision strategies
Assessing protocol sustainability

Core Framework

The Five Questions

For any protocol or mechanism, ask:

Who are the players? (Users, LPs, validators, searchers, governance token holders)
What are their strategies? (Actions available to each player)
What are the payoffs? (How does each outcome affect each player?)
What information do they have? (Complete, incomplete, asymmetric?)
What's the equilibrium? (Where do rational actors end up?)

Analysis Template

## Protocol: [Name]

### Players
- Player A: [Role, objectives, constraints]
- Player B: [Role, objectives, constraints]
- ...

### Strategy Space

Track record

Benchmark

21 / 23

test cases passed, vs 18 / 23 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

sundial-org / awesome-openclaw-skills

skills/game-theory/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1Bundled 8 files

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

Ready to supercharge your AI agents?

See it in action

What's inside

Game Theory for Crypto

When to Use This Skill

Core Framework

The Five Questions

Analysis Template

Track record

Benchmark

Adoption

SkillSafety

Source

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