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🧠 Strategic Research & Wisdom Engine · dokhacgiakhoa | DecimalAI

researchby dokhacgiakhoa

🧠 Strategic Research & Wisdom Engine

dokhacgiakhoa/strategic-research-wisdom-engine

Source dokhacgiakhoa/agent-skills-4-vibe-coding-cli ↗License NOASSERTION

This skill enables the Agent to perform deep analytical thinking, extract "wisdom" from complex data, and simulate strategic decision-making.

SkillScore87Maintained

Automatic

Research pack

Last verified 8/30/2026

What it changes

Passed 20 of 23 test cases with the skill, and 13 of 23 without it.

Without skill57%

With skill87%

Checks it passed that the model alone missed

Calculate estimated token usage metrics.
Apply the 5 Whys iterative questioning method.
Explicitly state the core objective of the migration.

and 8 more in the full report

7 fixed13 passed either way3 still failing0 broke

Pass-rate lift: +30 pp
Tokens: +20%
Agent turns: 0%
Response time: +2%

Model gemini-3.6-flashMeasured 8/30/2026v120 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/dokhacgiakhoa-strategic-research-wisdom-engine/SKILL.md https://app.decimal.ai/s/dokhacgiakhoa-strategic-research-wisdom-engine/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add dokhacgiakhoa-strategic-research-wisdom-engine, 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/dokhacgiakhoa-strategic-research-wisdom-engine/ and pins it in .decimal/skills.lock

decimalai skills add dokhacgiakhoa-strategic-research-wisdom-engine

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

curl -fsSL --create-dirs -o .claude/skills/dokhacgiakhoa-strategic-research-wisdom-engine/SKILL.md https://app.decimal.ai/s/dokhacgiakhoa-strategic-research-wisdom-engine/SKILL.md

Raw file: /s/dokhacgiakhoa-strategic-research-wisdom-engine/SKILL.md ↗ · machine-readable summary at /s/dokhacgiakhoa-strategic-research-wisdom-engine.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

We have an extensive interview transcript from a distributed systems pioneer discussing edge computing pitfalls. A colleague suggested writing a narrative story summarizing their career. Extract the wisdom from this transcript into a structured format.

What was checked, without and with the skill
Checked	Without skill	With skill
Format the extracted wisdom using concise bulleted insights.	Missed	Passed
Highlight actionable advice derived from the transcript.	Missed	Passed

case-06 · gemini-3.6-flash · 8/30/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md30 linessingle file

🧠 Strategic Research & Wisdom Engine

Source: Daniel Miessler's Fabric / AI Research SKILLs / strategic-problem-solving

This skill enables the Agent to perform deep analytical thinking, extract "wisdom" from complex data, and simulate strategic decision-making.

🏛️ 1. Analytical Patterns (Fabric Inspired)

Extract Wisdom: Scan text for core claims, unconventional insights, and actionable advice.
Root Cause Analysis: Use the "5 Whys" method to identify the true source of a technical or business problem.
Pattern Recognition: Identify recurring architectural failures across different modules.

🔬 2. AI Research Workflow

Paper Summarization: Break down technical whitepapers into: Abstract, Methodology, Key Findings, and Implications for this project.
Competitor Intelligence: (Search-based) Analyze similar tools/frameworks to find feature gaps or differentiation opportunities.
Feasibility Audit: Before implementing a high-cost feature, evaluate: API limitations, token usage, and alternative open-source models.

🧭 3. Strategic Decision Framework

When asked to /brainstorm or /plan:

Identify the Core Objective: What is the most important outcome?
First-Principles Thinking: Break the problem down into fundamental truths.
Simulate Scenarios: "If we go with Option A, what happens in 6 months?"
Second-Order Effects: Consider not just the immediate result, but the consequences of that result.

📝 4. Pattern Library (Pattern-Based Execution)

Use these structured output types:

summarize_wisdom: Concise, bulleted insights.
create_strategy_roadmap: Phased implementation plan with risk assessment.
analyze_codebase_debt: Identification of non-obvious technical debt.

Created by Antigravity Orchestrator - Powered by Strategic Wisdom Patterns.

Track record

Benchmark

20 / 23

test cases passed, vs 13 / 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 — 8/10/2026

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

dokhacgiakhoa / agent-skills-4-vibe-coding-cli

.agent/skills/strategic-research/SKILL.md

View on GitHub ↗

License NOASSERTIONImported 8/10/2026Version v1

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

🧠 Strategic Research & Wisdom Engine

🏛️ 1. Analytical Patterns (Fabric Inspired)

🔬 2. AI Research Workflow

🧭 3. Strategic Decision Framework

📝 4. Pattern Library (Pattern-Based Execution)

Track record

Benchmark

Adoption

SkillSafety

Source

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