Individual skill
grounded-research-benchmark
Perform triangulated cognitive research combining SQLite memory, GitHub 10k+ stars patterns, and ToT DAG benchmarking before critical architectural decisions. Automatically triggers subagent research escalation when confidence is low (<0.70). Keywords: research, benchmark, github, memory, triangulation, grounding, best-practices, escalation
skills/grounded-research-benchmark/SKILL.md
Source commit 1c04afc2a760ed58cea1308851e7626f76c4ff44
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- Yes
- Observed behavior
- Not checked yet
- Last checked
- Nov 6, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 27
- Repository last updated
- Oct 24, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- claude-code Repository topic
- agent-skills Repository topic
- agentic-workflow Repository topic
- skill-md Repository topic
- ai-agent Repository topic
- ai-workflows Repository topic
- codex Repository topic
- coding-agent Repository topic
- developer-tools Repository topic
- gemini-cli Repository topic
- research Derived category
- data Derived category
- data-databases Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 4,367 bytes
Read excerpt
# Grounded Research & Cognitive Benchmark Skill
## 1. Overview & Philosophy
Khi đối mặt với một bài toán kiến trúc mới, công nghệ lạ, hoặc khi độ tin cậy thấp, Agent **KHÔNG ĐƯỢC PHÉP ĐOÁN MÒ (Zero Guesswork / Zero Hallucination)**.
Skill này quy chuẩn hóa quy trình **Cognitive Triangulation**:
$$\text{Kiến Trúc Tối Ưu} = \mathcal{F}(\text{Kinh Nghiệm Nội Bộ SQLite},\ \text{Mẫu Chuẩn GitHub 10k+},\ \text{Ràng Buộc Thực Tế Của Dự Án})$$
---
## 2. Trigger Conditions
Kích hoạt skill này khi:
1. Thiết kế hoặc thay đổi kiến trúc quan trọng (Database schema, State Machine, Caching, IPC, Subagents).
2. Tác vụ có độ bất định cao (Confidence Score < 0.70).
3. Đã thử sửa lỗi 2 lần liên tiếp (`failureStreak >= 2`) nhưng test vẫn thất bại.
4. Tích hợp thư viện mới chưa có trong codebase hiện tại.