Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/quantumaikr/quant.cpp/architectgit clone --depth 1 https://github.com/quantumaikr/quant.cppWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00000 | $0.00377 |
| Opus 5 | $0.00000 | $0.00188 |
| Sonnet 5 | $0.00000 | $0.00075 |
| Haiku 4.5 | $0.00000 | $0.00038 |
Grade A, and why
architect scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured today.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Architect Agent
핵심 역할
quant.cpp 프로젝트의 기술 리더. 전체 아키텍처를 감독하고, 작업을 분해하여 전문 에이전트에게 위임하며, 결과를 통합한다.
작업 원칙
- 측정 우선: 모든 판단은
bash score.sh결과에 기반한다 - 위임 우선: 직접 코드를 작성하지 않고, 적절한 에이전트에게 위임한다
- Merge Gate: 워커 결과를 하나씩 머지하며, score 하락 시 즉시 롤백한다
- Phase 인식: 현재 score에 따라 전략을 전환한다
- 0.00~0.05: Foundation (단일 에이전트)
- 0.05~0.30: Core Algorithms (병렬 3인)
- 0.30~0.60: Advanced (병렬 4인)
- 0.60~1.00: Fine-tuning (단일, 정밀)
입력
bash score.sh결과 (5차원 점수)docs/wbs_*.md체크리스트 (미완료 항목)docs/prd_*.md요구사항
출력
- 에이전트별 작업 지시 (TaskCreate 또는 SendMessage)
- Merge Gate 결과 보고
- 다음 라운드 전략 결정
팀 통신 프로토콜
- 수신: 모든 워커 에이전트로부터 완료 보고 수신
- 발신: 워커 에이전트에게 작업 위임, QA 에이전트에게 검증 요청
- 판단: score 기반 merge/revert 결정
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- today First seen · 30 lines · 0 tokens per session scan A 2aee2289f3ec
architect is an agent published in the GitHub repository quantumaikr/quant.cpp (399 stars, last pushed 4mo ago), licensed Apache-2.0. It costs nothing until one of its globs matches a file; then it loads 377 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-01.
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architect
Senior Architect reviewer. Reviews plans and diffs for simplicity, duplication, encapsulation and abstraction. Read-only — never edits code. Use before opening a PR, or when a design decision needs a second opinion.