Use when evaluating technical claims in high-depth content section units (예: 문제 해결 / 상세 프로젝트 / 경력 기술서). Defines the 5-axis framework (A1 Technical Credibility, A2 Causal Honesty, A3 Outcome Presence & Clarity, A4 Ownership & Scope, A5 Scanability) plus 2 critical authenticity rules (R-Phys, R-Cross) used by tech-claim-examiner agent. Verb-scope inflation (previously a separate rule) is now caught by A4 integrity_suspected sub-flag (see a4-ownership-scope.md).
Scanned 9/3/2026
Install to Claude Code
npx -y skills add toongri/oh-my-toong-playground --skill tech-claim-rubric --agent claude-codeInstalls into .claude/skills of the current project.
Are you the author of Tech Claim Rubric?
Add the live security badge to your README — it updates automatically with every re-scan.
[](https://www.skillsdirectory.com/skills/toongri-tech-claim-rubric)More formats (shields.io, HTML) on the badges page.
---
name: tech-claim-rubric
description: Use when evaluating technical claims in high-depth content section units (예: 문제 해결 / 상세 프로젝트 / 경력 기술서). Defines the 5-axis framework (A1 Technical Credibility, A2 Causal Honesty, A3 Outcome Presence & Clarity, A4 Ownership & Scope, A5 Scanability) plus 2 critical authenticity rules (R-Phys, R-Cross) used by tech-claim-examiner agent. Verb-scope inflation (previously a separate rule) is now caught by A4 integrity_suspected sub-flag (see a4-ownership-scope.md).
---
<!-- Purpose: 면접관 5각도 follow-up hook 보장 — 평가된 모든 section block이 5개 면접관 각도(기술 판단 / 인과 정직 / 결과 존재 / 오너십 정합 / 스캔 가독성)에서 follow-up 질문을 생성할 수 있는 깊이를 갖추도록 보장한다. -->
# Overview
This document is the authoritative rubric definition used by the `tech-claim-examiner` agent to evaluate technical claims in high-depth content section units (예: 문제 해결 / 상세 프로젝트 / 경력 기술서). It does NOT perform evaluation itself — it defines the evaluation contract that the examiner follows.
The rubric consists of:
- **Five evaluation axes (A1–A5)**: The core evaluation framework. Each axis produces one of three verdicts (PASS / FAIL / P1). All five axes use an absolute standard. A5 is additionally structure-agnostic.
- **Two critical authenticity rules (R-Phys, R-Cross)**: Integrity gates evaluated separately from the axes. Both can trigger automatic REQUEST_CHANGES regardless of A1–A4 verdicts and structural_verdict. Verb-scope inflation (previously a separate rule, retired in v4) is now caught by A4 `integrity_suspected` sub-flag (see `a4-ownership-scope.md`).
**Evaluation structure:**
| Layer | Components | Verdict contribution |
|-------|------------|---------------------|
| Depth | A1, A2 | Absolute |
| Significance | A3, A4 | Absolute |
| Presentation | A5 | Absolute (structure-agnostic) |
| Integrity | R-Phys, R-Cross | Auto-fail triggers (verb-scope inflation rule retired in v4 — see A4 `integrity_suspected`) |
Downstream consumers: `resume-forge` and `review-resume` skills consume the examiner's output schema (see `output-schema.md`).
---
## Why 5 Axes (Rationale)
The previous 11-axis system (v1) was retired by agent-council unanimous vote. The core problems with v1:
1. **Over-engineered**: Sub-axes (E3a, E3b, sub-dimensions with weighted formulas) added evaluation overhead without improving signal quality. Evaluators spent more time computing scores than assessing claims.
2. **Backend-biased**: The v1 depth criteria implicitly favored distributed systems and infrastructure work. Frontend, data, and product-engineering bullets systematically underscored due to structural mismatch.
3. **Structurally rigid**: Phase A/B/C routing imposed a fixed evaluation order that created decision-tree overhead. Simple bullets required the same ceremonial path as complex ones.
4. **Catch-22 default-FAIL**: The "FAIL unless proven" stance combined with the prohibition on inference created a rubric where legitimately strong bullets failed due to formatting choices rather than substance gaps.
The 5-axis redesign compresses the evaluation into five clear questions:
| Question | Axis |
|----------|------|
| Does this bullet reveal technical judgment? | A1 |
| Is the cause-and-effect logic and arithmetic internally consistent? | A2 |
| Is there a stated outcome that matters (tech or business)? | A3 |
| Is the ownership claim coherent with the described scope? | A4 |
| Can a recruiter extract the key message within 6–30 seconds of scanning? | A5 |
These five questions cover the full evaluation surface without sub-weighting formulas or cascading phase routing.
---
## Anti-pattern → Axis Traceability Matrix
Common resume bullet anti-patterns, the axis that catches them, and the verdict tier produced.
| Anti-pattern | Axis | Verdict |
|---|---|---|
| Name-only mention (도구 이름만 나열, 메커니즘 없음) | A1 | FAIL or P1 |
| Vanity outcome (팀 만족도 향상 등 정량 metric 없는 결과) | A3 | FAIL |
| Verb inflation (주도/총괄 + scope marker 없음) | A4 | FAIL or A4 `integrity_suspected` |
| Missing baseline (응답 시간 80% 단축 with no before/after window) | A2 (Rule 1) | P1 (Soft) |
| Fuzzy noun outcome (성능 개선 / 처리량 향상 정량화 없음) | A3 (or A2 Rule 6) | P1 |
| Offline-as-production (load-test 수치를 production metric으로 표기) | A2 (Rule 3) | FAIL (Hard) |
| Arithmetic error (claimed delta math 일치 안 함) | A2 (Rule 1) | FAIL (Hard) |
---
## Five Axes — Quick Reference
| Axis | Standard | One-line | Reference file |
|------|----------|----------|----------------|
| **A1 Technical Credibility** | Absolute | 기술적 판단이 드러나는가 (5/5 signals strict) | `a1-technical-credibility.md` |
| **A2 Causal Honesty** | Absolute | 원인→결과 logic + arithmetic 일관성 | `a2-causal-honesty.md` |
| **A3 Outcome Presence & Clarity** | Absolute | tech OR business 결과 명시 (so what?) | `a3-outcome-presence-clarity.md` |
| **A4 Ownership & Scope** | Absolute | 동사-scope coherence (led/built/contributed) | `a4-ownership-scope.md` |
| **A5 Scanability** | Absolute (structure-agnostic) | 6-30s scan에 핵심 파악 가능 | `a5-scanability.md` |
### Axis Verdicts
Each axis (A1–A5) produces one of three verdicts:
| Verdict | Meaning |
|---------|---------|
| **PASS** | The claim satisfies the axis criterion with evidence present in the bullet text |
| **FAIL** | The claim clearly violates the axis criterion; revision required |
| **P1** | The claim partially satisfies the criterion; improvement recommended but not blocking |
All five axes (A1–A5) use an **Absolute** standard: the passing bar does not move with experience level. `candidate_context.years` is referenced only by A4 for scope evaluation, not by A1.
A5 is **structure-agnostic**: it does not require a specific format (e.g., "action verb + metric + outcome"). It asks only whether the core message is extractable by a scanning reader within 6–30 seconds, regardless of how the bullet is structured.
### A1 Evaluation Criteria
**Question**: Does this bullet reveal technical judgment? (이 bullet에 기술적 판단이 드러나는가?)
**PASS** — Bullet body explicitly shows **all 5 of the following** signals:
1. **Constraint awareness** — technical constraint to solve (throughput bottleneck, race condition, consistency gap, legacy coupling, cost ceiling, etc.)
2. **Technology selection** — a specific system/algorithm/pattern deliberately chosen
3. **Mechanism** — how the chosen technology works (partitioning key, memoization strategy, eviction policy, cutover path, etc.)
4. **Trade-off / risk** — cost/risk accepted, or rejection-reason for a rejected alternative
5. **Rationale** — context-based "why X over Y"
**FAIL**:
- Tool/library name drop only (no rationale)
- Outcome metrics only, no selection or mechanism grounding
- Generic verbs ("도입", "구축", "개선", "활용") with no what/how/why
- Feature noun-phrases ("seamless multi-step flow") masquerading as mechanism
**P1** (canonical — a1-technical-credibility.md defers to this): Exactly 4 of 5 signals present (one signal absent), OR all 5 of 5 signals present but at least one signal is at name-level only (no mechanism or rationale behind it). Either condition fails the 5/5 strict PASS bar. Not vacuous enough to FAIL — examiner returns improvement hint targeting the shallowest signal.
> **Section-wide signal mapping**: real-world에서 signal이 sub-bullets로 분산 가능 — section 전체에서 매핑 허용. 단일 bullet line에 모든 signal이 집중되지 않아도 section 전체에서 5 signals 모두 확인되면 PASS 판정 가능 — 단일 bullet line에 집중되지 않아도 허용.
Years are not referenced for A1. Ownership signals belong to A4, not A1.
---
## Authenticity as Critical Rules
Authenticity is NOT a scored axis. It is a set of integrity gates evaluated as critical rules by the examiner. Rules are checked after all five axes are scored, and their triggered status feeds directly into `final_verdict`.
### R-Phys — Physical Impossibility
**Trigger condition**: A numeric claim is physically or mathematically impossible given the described context.
Examples of R-Phys violations:
- "Reduced latency by 50,000%" (percentage improvement cannot exceed 100% of the baseline for latency reduction)
- "Increased throughput from 10 RPS to 10,000,000 RPS with a config change" (plausible magnitude would require hardware, not config)
**Effect**: Automatic REQUEST_CHANGES regardless of A1–A4 verdicts and structural_verdict. The examiner must name the specific number and explain why it is physically incoherent.
### R-Cross — Cross-Entry Contradiction
**Trigger condition**: The claim directly contradicts another entry on the same resume, and both cannot be simultaneously true.
Example: Entry A claims "Designed and implemented the entire payment microservice from scratch." Entry B claims "Contributed to payment microservice API design alongside a team of 8 engineers." These contradict each other on ownership scope.
**Applicability**: R-Cross는 항상 emit된다. cross-entry context가 제공되지 않은 경우 triggered: false로 기록하고, reasoning에 "cross-entry context not provided"와 같이 absence를 명시한다.
**Effect**: Automatic REQUEST_CHANGES regardless of A1–A4 verdicts and structural_verdict. The examiner must cite both entries and identify the specific contradiction.
### Verb-Scope Inflation — Retired in v4
The verb-scope inflation check (previously a standalone critical rule) is retired as a separate rule in v4. Detection is now handled by the A4 `integrity_suspected` sub-flag (see `a4-ownership-scope.md`). Detailed worked examples for R-Phys and R-Cross are in `agents/tech-claim-examiner.md`.
---
## Evaluation Protocol
The examiner evaluates axes sequentially: A1 → A2 → A3 → A4 → A5. After all five axes, critical rules are checked.
### Reasoning-Before-Verdict
For each axis, the examiner MUST:
1. Write technical reasoning first — what evidence is present, what is absent, what questions the claim raises
2. Provide an `evidence_quote` — a direct excerpt from the bullet text supporting the verdict
3. Assign the verdict last — PASS / FAIL / P1 derived from the reasoning, not assumed upfront
If the reasoning does not support the verdict, the verdict is wrong. Verdict-first reasoning is prohibited.
### Critical Rule Invariant
After A1–A4 are scored and A5 emits structural_verdict, the following invariant is applied before generating `final_verdict`:
```
IF r_phys.triggered == true OR r_cross.triggered == true
THEN final_verdict = REQUEST_CHANGES
(regardless of A1–A4 verdicts and structural_verdict)
```
### Final Verdict Derivation (when invariant does not apply)
| Condition | final_verdict |
|-----------|---------------|
| No A1–A4 axis is FAIL AND count(P1 across A1-A4) < 3 AND structural_verdict ∈ {PASS, P1} | APPROVE |
| Any of A1–A4 is FAIL | REQUEST_CHANGES |
| `count(P1 across A1-A4) ≥ 3` | REQUEST_CHANGES |
| `structural_verdict == FAIL` | REQUEST_CHANGES |
> **Note**: A5 verdict는 `structural_verdict`로 노출된다. `structural_verdict == FAIL AND A1-A4 모두 PASS/P1 AND count(P1 across A1-A4) < 3`인 경우 `final_verdict = REQUEST_CHANGES`를 트리거하되, consumer routing은 source-extraction이 아닌 readability-fix lane으로 처리된다. See `output-schema.md` §A5 Co-failure Disambiguation and `a5-scanability.md`.
P1 verdicts do not block APPROVE but are surfaced in `interview_hints` as improvement recommendations.
Output schema details (field names, types, required/optional) are in `output-schema.md`.
---
## Output Format
The examiner's full output schema is defined in `output-schema.md`. Key fields:
**INTERNAL fields** (reasoning trace, not shown to candidates):
| Field | Description |
|-------|-------------|
| `verdicts.a1_*` through `verdicts.a5_*` | Per-axis reasoning, evidence_quote, verdict |
| `verdicts.a4_ownership_scope.integrity_suspected` | A4 verb-scope structural overclaim flag (bool) |
| `critical_rule_flags.r_phys` | triggered (bool), reasoning (string) |
| `critical_rule_flags.r_cross` | triggered (bool), reasoning (string) |
**PUBLIC fields** (returned to downstream caller):
> Canonical definition: [`output-schema.md`](output-schema.md) §Output Schema. 이 테이블은 downstream consumer를 위한 요약이며 schema 변경 시 반드시 동기 수정.
| Field | Description |
|-------|-------------|
| `schema_version` | `string` — output schema contract version (e.g., `v4.1`) |
| `final_verdict` | `APPROVE` or `REQUEST_CHANGES` |
| `structural_verdict` | `PASS`/`P1`/`FAIL` — A5 axis verdict, readability routing key |
| `interview_hints` | `string[]` — actionable improvement suggestions |
### interview_hints Rules
- Written in the same language as the source bullet (Korean bullet → Korean hints)
- Do NOT include axis identifiers (A1, A2, etc.) in the hint text — hints are candidate-facing
- Each hint is actionable and specific, not generic ("add more technical detail" is prohibited)
- P1 verdicts from any axis generate a hint even when `final_verdict` is APPROVE
---
## Migration from v1 (11-axis)
| v1 concept | v4 equivalent |
|------------|---------------|
| E1–E6 (depth axes) | A1 + A2 (depth + causal) |
| R1–R5 (readability axes) | A5 alone (structure-agnostic) |
| Phase A/B/C protocol | Sequential A1→A4 + A5 (structural) + 2 critical rules |
| Constraint Cascade Score | A2 causal_honesty + A3 outcome_significance |
All v1 axis tokens (E1–E6, R1–R5, E3b, Constraint Cascade, CASCADING, LISTED, FLAT, Narrative Necessity, Layer 2, Phase A/B/C) are retired. They must not appear in examiner output or downstream skill prompts outside of this migration reference.
---
## Completion Checklist
The examiner verifies all of the following before delivering output:
- [ ] A1 Technical Credibility: reasoning written, evidence_quote included, verdict assigned
- [ ] A2 Causal Honesty: reasoning written, evidence_quote included, verdict assigned
- [ ] A3 Outcome Presence & Clarity: reasoning written, evidence_quote included, verdict assigned
- [ ] A4 Ownership & Scope: reasoning written, evidence_quote included, verdict assigned
- [ ] A5 Scanability: reasoning written, evidence_quote included, verdict assigned
- [ ] R-Phys: triggered status explicitly stated (true / false)
- [ ] R-Cross: triggered status explicitly stated (true / false). cross-entry context not provided인 경우 false로 기록하고 reasoning에 absence 명시
- [ ] Critical rule invariant applied: if r_phys or r_cross triggered, final_verdict is REQUEST_CHANGES
- [ ] interview_hints written in source bullet language, no axis identifiers in hint text
- [ ] final_verdict determined and recorded
Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.
No comments yet. Be the first to comment!