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DAA Agent · majiayu000 | DecimalAI

agent toolingby majiayu000

DAA Agent

majiayu000/daa-agent

Source majiayu000/claude-skill-registry ↗License MIT

Create and adapt Dynamic Agentic Architecture agents that learn and evolve

NewMaintained

Automatic

AI Engineer pack

Last verified 8/19/2026

What it changes

4 of 22 test cases passed with the skill.

Pass-rate lift: —
Tokens: -46%
Agent turns: 0%
Response time: -48%

Model gemini-3.6-flashMeasured 8/19/2026v14 of 22 cases passed with skill · 6 comparable

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

Lift withheld: 6 comparable cases; this report requires 8.

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/majiayu000-daa-agent/SKILL.md https://app.decimal.ai/s/majiayu000-daa-agent/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add majiayu000-daa-agent, 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/majiayu000-daa-agent/ and pins it in .decimal/skills.lock

decimalai skills add majiayu000-daa-agent

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

curl -fsSL --create-dirs -o .claude/skills/majiayu000-daa-agent/SKILL.md https://app.decimal.ai/s/majiayu000-daa-agent/SKILL.md

Raw file: /s/majiayu000-daa-agent/SKILL.md ↗ · machine-readable summary at /s/majiayu000-daa-agent.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

A test case the skill fixed. Same model, same prompt, with and without the skill.

Prompt

Explain the key architectural differences between a traditional static agent and a Dynamic Agentic Architecture agent regarding behavior and knowledge scope.

What was checked, without and with the skill
Checked	Without skill	With skill
States that static agents have fixed configuration while DAA agents adapt over time.	Passed	Passed
States that static agents have isolated knowledge while DAA agents share knowledge.	Missed	Passed

case-13 · 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.md24 linessingle file

DAA Agent

Create agents with Dynamic Agentic Architecture that adapt and learn over time.

When to use

When you need agents that go beyond static configurations — agents that adapt their behavior based on performance metrics, learn from interactions, and share knowledge with other agents.

Steps

Create agent — call mcp__claude-flow__daa_agent_create with initial configuration and learning parameters
Monitor learning — call mcp__claude-flow__daa_learning_status to see adaptation progress
Check performance — call mcp__claude-flow__daa_performance_metrics for efficiency and accuracy metrics
Adapt — call mcp__claude-flow__daa_agent_adapt to trigger manual adaptation based on feedback
Share knowledge — call mcp__claude-flow__daa_knowledge_share to propagate learnings to other agents

DAA vs static agents

Aspect	Static Agent	DAA Agent
Behavior	Fixed configuration	Adapts over time
Learning	None	Continuous from interactions
Knowledge	Isolated	Shared across agents
Performance	Constant	Improves with use

Track record

Benchmark

4 / 22

test cases passed with the skill

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

majiayu000 / claude-skill-registry

skills/agent/daa-agent/SKILL.md

View on GitHub ↗

License MITImported 10/5/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

ruvnet/daa-agentCreate and adapt Dynamic Agentic Architecture agents that learn and evolveClose match+36 pp pass-rate lift

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

DAA Agent

When to use

Steps

DAA vs static agents

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills