Showing posts with label Claude. Show all posts
Showing posts with label Claude. Show all posts

Thursday, August 13, 2026

유럽 인공지능법과 보이지 않는 텍스트 워터마크 — 특허 실무의 새로운 리스크

AI 생성물에 표시를 남기라는 요구가 더 이상 원칙론에 머물지 않는다. 유럽 인공지능법(EU AI Act)의 본격 시행을 앞두고 주요 대형언어모델(LLM) 서비스가 숨겨진 텍스트 워터마킹(Invisible Text Watermarking)을 실제 출력물에 적용하기 시작했다. 특허 명세서 작성에 AI를 활용하는 실무라면 이 변화는 단순한 기술 이슈가 아니다. 누가 초안을 만들었는지보다 누가 검토하고 책임졌는지를 둘러싼 증거 문제로 이어질 수 있기 때문이다.

EU AI Act 제50조 제2항과 워터마킹 의무

EU AI Act 제50조 제2항은 AI가 생성한 콘텐츠에 워터마킹과 식별 조치를 두도록 요구한다. 주요 LLM 제공업체가 검토하는 방식 가운데 하나가 텍스트의 의미 흐름이나 토큰 분포에 미세한 신호를 심는 숨겨진 텍스트 워터마킹(Invisible Text Watermarking)이다. 눈에는 드러나지 않지만 복사-붙여넣기나 가벼운 수정 뒤에도 AI 생성 여부를 추적할 수 있도록 설계하는 방식이다.

Regulation (EU) 2024/1689, Article 50(2)

Providers of AI systems, including general-purpose AI systems, generating synthetic audio, image, video or text content, shall ensure that the outputs of the AI system are marked in a machine-readable format and detectable as artificially generated or manipulated. Providers shall ensure that their technical solutions are effective, interoperable, robust and reliable as far as this is technically feasible, taking into account specificities and limitations of different types of content, the costs of implementation and the generally acknowledged state of the art, as may be reflected in relevant technical standards. This obligation shall not apply where the AI system performs an assistive function for standard editing or does not substantially alter the input data provided by the deployer or the semantics thereof, or where authorised by law to detect, prevent, investigate or prosecute criminal offences.

번역

합성 음성, 이미지, 동영상 또는 텍스트 콘텐츠를 생성하는 범용 AI 시스템을 포함한 AI 시스템의 제공자는, 해당 AI 시스템의 산출물이 기계판독 가능한 형식으로 표시되고 인위적으로 생성되었거나 조작되었음을 탐지할 수 있도록 보장하여야 한다. 제공자는 콘텐츠 유형별 특수성과 한계, 이행 비용 및 관련 기술표준에 반영될 수 있는 일반적으로 인정된 최신 기술수준을 고려하여, 기술적으로 실현 가능한 범위에서 자신의 기술적 해결수단이 효과적이고, 상호운용 가능하며, 견고하고 신뢰할 수 있도록 보장하여야 한다. 다만, AI 시스템이 통상적인 편집을 위한 보조적 기능을 수행하거나 배포자가 제공한 입력 데이터 또는 그 의미를 실질적으로 변경하지 않는 경우, 또는 범죄의 탐지·예방·수사 또는 기소를 위하여 법률상 허용된 경우에는 이 의무가 적용되지 아니한다.

출처: eur-lex.europa.eu · EC AI Act Service Desk 가이드라인

조문에서 눈여겨볼 표현은 "marked(표시)"와 "detectable(탐지 가능)"이 병렬 의무로 놓여 있다는 점이다. 표시를 심는 것만으로 끝나는 구조가 아니다. 그 결과물이 인위적으로 생성되거나 조작되었다는 사실을 실제로 탐지할 수 있어야 한다.

Anthropic은 Claude 출력물에 어떻게 적용했나

Anthropic은 EU AI Act 준수 조치의 하나로 2026년 8월 2일 이후 출시된 모델부터 Claude 출력물에 워터마킹을 삽입하기 시작했으며, 이 정책을 전 세계에 적용한다고 발표했다. (AI Weekly, 2026)

Anthropic이 설명한 표식은 텍스트 자체에 은닉된(imperceptible) 형태다. 문장의 의미·품질·가독성에는 영향을 주지 않는다고 한다. 다만 검출 결과를 곧바로 저작 주체의 증명으로 읽어서는 안 된다. Anthropic이 밝힌 한계는 다음과 같다.

  • "Claude로 처리했을 수 있다"는 신호일 뿐, 출처를 입증하는 독립 증거는 아니다.
  • 교정·번역·요약·형식 변환을 위해 Claude를 보조적으로 사용한 경우에도 마크가 남을 수 있다.
  • 복사하여 붙여넣은 뒤에도 텍스트의 고유한 일부로 유지된다.
  • 일부 편집을 거친 뒤에도 마크가 잔존할 수 있다.

오히려 공개되지 않은 부분이 더 중요하다. Anthropic은 워터마크가 텍스트 자체에 은닉된다고 설명했지만, 표식의 구체적인 구조나 검출 방식, 삭제 방법은 밝히지 않았다. (Claude Help Center, "How Claude marks AI-generated content")

단서 조항이 있는데도 왜 일괄 적용하나

EU AI Act 제50조 제2항의 단서 조항은 모든 AI 이용 장면에 동일한 마킹 의무를 부과하지 않는다. 통상적인 편집을 위한 보조적 기능을 수행하거나 원문의 입력 데이터 또는 그 의미를 실질적으로 변경하지 않는 경우에는 의무가 면제된다.

그런데 Anthropic의 현재 정책은 이런 예외 상황을 개별적으로 가려 워터마크를 달리 적용하는 방식이 아니다. 예외 케이스를 기술적으로 판별하기 어렵다는 현실적 사정이 작용했을 가능성이 있다. 별도의 예외 판별 체계를 개발하기보다 Claude가 관여한 텍스트에 표식을 폭넓게 남기는 쪽을 택한 것으로 읽힌다.

ChatGPT 결과물에서도 과거 유사한 표식을 둘러싼 논란이 있었고, 이를 없애기 위한 프롬프트가 유행한 적이 있다. 다만 이번 흐름은 단순한 서비스 정책의 차원을 넘어선다. EU AI Act에 따른 법적 의무 이행이 배경에 있다는 점에서 Anthropic 한 회사의 선택으로만 보기 어렵다.

특허 실무에서 생기는 책임 문제

USPTO 지침이 묻는 것은 AI 사용 여부가 아니다

발명에서 출원까지 걸리는 시간을 줄이려는 압박이 커질수록 AI를 이용한 명세서 작성 수요도 커진다. 문제는 작성 속도보다 검증 책임이다.

미국 특허청(USPTO)의 2024년 4월 「Guidance on Use of Artificial Intelligence-Based Tools in Practice Before the United States Patent and Trademark Office」(89 Fed. Reg. 25609) 지침에 따르면, AI를 사용했다는 사실 자체를 IDS(정보제출의무, Information Disclosure Statement) 형태로 별도 개시할 필요는 없다. 그러나 37 CFR § 11.18(b)에 따른 대리인의 인증(certification) 의무는 그대로 남는다.

37 C.F.R. § 11.18(b) — Signature and certificate for correspondence filed in the Office

(b) By presenting to the Office any paper, the party presenting such paper, whether a practitioner or non-practitioner, is certifying that— (1) All statements made therein of the party's own knowledge are true, all statements made therein on information and belief are believed to be true ... (2) To the best of the party's knowledge, information and belief, formed after an inquiry reasonable under the circumstances, (i) The paper is not being presented for any improper purpose ... (iii) The allegations and other factual contentions have evidentiary support or, if specifically so identified, are likely to have evidentiary support after a reasonable opportunity for further investigation or discovery ...

번역

특허청에 어떠한 서면을 제출함으로써, 그 서면을 제출하는 자는 개업대리인인지 비대리인인지와 무관하게 다음 사항을 인증한다. (1) 제출서면에 포함된 자기의 직접 지식에 기초한 모든 진술은 진실하고 ... (2) 상황에 비추어 합리적인 조사를 거친 후 형성된 당사자의 지식, 정보 및 신념에 따른 최선의 판단으로, (iii) 주장 및 그 밖의 사실상 주장은 증거적 근거를 가지며 ...

참고: legaltimes.co.kr

실무의 초점은 AI 사용 사실 자체가 아니라 대리인이 그 결과물을 얼마나 검증했는지에 맞춰진다. 제출 서류에 서명하면 대리인은 "합리적 조사(Reasonable Inquiry)"를 거쳤음을 보증한다. AI의 환각(Hallucination)으로 만들어진 선행기술 구분이나 기술적 사실이 충분한 확인 없이 명세서나 의견서에 들어간 경우, 워터마크는 대리인 징계나 불공정 행위(Inequitable Conduct) 주장에서 결정적 증거로 활용될 빌미가 될 수 있다.

공개되는 File Wrapper가 남기는 문제

출원 명세서와 심사이력(File Wrapper)은 공공에 공개된다. AI를 이용해 작성한 특허 명세서와 심사이력 파일도 당연히 외부 분석의 대상이 될 수 있다. 특허 침해 소송에서 상대방(Opposing Counsel)은 별도의 디스커버리(Discovery) 요청 없이도 텍스트 파싱과 워터마크 검출 알고리즘을 이용해 AI 작성 여부를 즉시 검증할 수 있다.

특허 실무에서는 무엇을 남겨야 하나

지울 흔적보다 남길 검토 기록이 중요하다

특허 실무에서 먼저 고민할 것은 워터마크를 어떻게 지울지가 아니다. AI 사용이 일상화될수록 중요한 것은 어떤 자료를 확인했고, 누가 수정했으며, 어떤 판단을 거쳐 제출본을 확정했는지를 기록으로 남기는 일이다. 워터마크 회피보다 인간 검토와 책임의 증거화가 우선해야 한다.

AI 출력은 어디까지나 초안이다

AI 출력은 조사와 표현을 돕는 초안으로 다루는 편이 안전하다. 발명의 과제·해결수단·효과·실시예·용어 정의·청구항을 지지하는 설명은 담당 변리사 또는 기술자가 독립적으로 확인한다. OA(Office Action) 대응도 다르지 않다. 인용문헌의 실제 기재, 청구항 해석, 차이점, 예측가능성, 2차적 고려사항(Secondary Considerations) 및 인용 판례는 원문을 기준으로 다시 검증해야 한다.

워터마크는 책임 판단의 출발점일 뿐이다

워터마크가 검출되었다는 사실만으로 서명 책임이 결정되는 것은 아니다. 대리인이 기술적 사실, 선행기술 진술, 실시 가능성(Enablement), 청구범위의 뒷받침(Written Description) 및 의견서 논리를 실제로 독립 검토했다면, 워터마크의 존부는 보조적 사실에 그친다. 서명 책임의 본질은 검토와 판단을 누가 수행했는지에 있다.

Anthropic의 현재 공식 입장도 이 점에 선을 긋고 있다. 워터마크 검출 결과만으로 원작성자, 인간 검토의 부재, 허위 진술 또는 기망 의도를 독자적으로 증명할 수 없다는 것이 공식 한계다.

AI 사용기록과 사건 파일을 구분한다

프롬프트와 모델 출력은 사건 파일과 분리한 내부 AI 사용기록으로 관리하고, 외부 제출본에는 검토·승인 책임자와 검증 근거를 남기는 방식이 바람직하다. 초안 작성에 사용한 프롬프트와 결과물만 보관할 것이 아니라 사람이 실제로 무엇을 확인하고 어떻게 고쳤는지 보여주는 검토 기록과 수정 이력도 함께 보존해야 한다.

고객 약정에도 AI 사용 기준을 적어 둔다

고객과의 약정에는 AI 사용 범위, 비밀정보 입력 통제, 인적 검토 수준, 데이터 보존·삭제, 청구 기준을 명시할 필요가 있다. 향후 상대방이 Claude 마크 검출 결과를 제시하더라도 그 결과가 "처리되었을 수 있음" 이상의 의미를 갖지 않는다는 Anthropic의 공식 한계를 즉시 지적할 수 있도록 준비해야 한다.


참고 자료
[1] Anthropic adopts EU AI Act code, watermarks Claude output — AI Weekly
[2] How Claude marks AI-generated content — Claude Help Center
[3] Regulation (EU) 2024/1689 (EU AI Act), Article 50(2) — EUR-Lex
[4] USPTO Guidance on AI-Based Tools (89 Fed. Reg. 25609, Apr. 2024)
[5] 37 C.F.R. § 11.18(b)

Tuesday, April 14, 2026

Mastering Patent Claim Construction with LLMs (Final): From NotebookLM to Claude-Based Expert Skills

LLM으로 완벽한 특허청구범위 해석하기 (3)

Mastering Patent Claim Construction with LLMs (Final): Converting the NotebookLM Knowledge Base into a Claude Skill

The work carried out in the earlier stages consisted of inputting into NotebookLM sources such as the “claim construction framework,” “patent claim construction doctrines and case law,” “case examples,” and “Claim Chart drafting methods” that had been organized through case-law research, conducting research on that basis, and then extracting a summary version of the resulting “knowledge base on patent claim construction doctrine and practical interpretation work.”

The important point at this stage is not simply to gather a large amount of material. The real significance lies in getting NotebookLM to structure and summarize the common legal principles and practical rules drawn from multiple sources, and then using that summary as the starting point for the next stage of work.

In other words, instead of reading scattered cases and practical materials one by one and building the system manually, the first move is to use NotebookLM to integrate dispersed materials into a single practice-oriented knowledge base.

The next step is to select the most suitable guide from among the various draft skill guides generated in this way, or to combine the strengths of multiple drafts and refine them into one integrated version. This step is also extremely important, because even if the draft generated by the LLM is already very good, it still needs fine-tuning to fit the user’s purpose, the type of case, the user’s analytical habits, and the desired output format before it can be used in actual practice.

Once this consolidated summary-style knowledge base from NotebookLM has been organized, the next move is to copy it and paste it into Claude’s “Skill Creator”, and instruct Claude to generate the skill file.

If you are using the Claude web or desktop UI, you can simply copy the organized NotebookLM knowledge base report, go into Claude’s Customize > Skills menu, and create a new skill there.

If you ask Claude as follows, it will generate a skill on its own, including behavior rules and output guidance.

PROMPT
Based on this knowledge base, create an expert skill that thinks and responds according to a specific framework.

Interaction During the Skill Creation Process

If Claude determines during the skill creation process that certain necessary information is missing, it may ask the user for additional details. In that case, you can provide the desired direction, the doctrines you want it to emphasize, the output format, and similar guidance. Once the skill is complete, Claude may even run sample tests on its own.

This is also quite useful in practice. Even if the user does not prepare test cases manually, it allows the user to see in advance, at a minimum, how the generated skill is likely to operate.

The Claude skill generated on the basis of the NotebookLM knowledge base is shown below.

PROMPT
name: kr-patent-expert-v2 description: > A top-tier expert skill (v2) for Korean patent claim construction and infringement/invalidity analysis. Based on Korean Supreme Court and Patent Court case law, it applies a **six-step problem-solving methodology** and a **seven-column Claim Chart** to deliver expert-level analysis suitable for immediate use in infringement litigation and invalidity proceedings. You must use this skill in the following situations: - “claim interpretation,” “claim scope analysis,” “Claim Chart drafting,” “claim chart,” “seven-column chart” - when infringement or invalidity analysis is requested together with a Korean patent (KR) specification or claims - when analysis is requested for PbP claims (product-by-process), numerical limitation inventions, parameter inventions, or functional claims - when analysis is requested concerning Korean patent doctrines such as “All Elements Rule (AER),” “Doctrine of Equivalents (DOE),” “problem-solving principle,” “estoppel,” “intentional exclusion,” “public dedication,” or “reference to prosecution history” - when a one-to-one comparative analysis is needed between an accused product (accused invention) and the patented invention - when deeper six-step / seven-column analysis is needed beyond the existing kr-patent-claim-analyzer --- # Korean Patent Claim Construction and Infringement Analysis Expert Skill (v2) ## Role and Behavior Rules When this skill is applied, Claude acts as a **top-tier patent dispute expert with deep command of Korean Supreme Court and Patent Court case law**, and must strictly follow the rules below. | # | Rule | Content | |---|------|------| | R1 | **Strict case-law-based interpretation** | Applies Patent Act Article 97 and Korean Supreme Court case law (literal interpretation principle, reference to the specification, prosecution history estoppel, and reference to prior art) as absolute standards | | R2 | **Maintain the PHOSITA perspective** | All claim interpretation is performed from the objective viewpoint of a person having ordinary skill in the art (PHOSITA) at the time of filing | | R3 | **Strict separation of interpretation and limitation** | Clarifying technical meaning through reference to the specification is allowed. Improper limiting construction through importing embodiments into the claim (Importing Limitations) is strictly rejected | | R4 | **Proactive identification of special claim types** | If a functional claim, PbP claim, or numerical limitation invention is identified, proactively applies the Korean Supreme Court’s tailored doctrines that go beyond general interpretive rules | | R5 | **Balanced construction of offensive and defensive logic** | In infringement analysis, prioritizes AER (All Elements Rule), and if literal non-infringement is expected, simultaneously builds both estoppel-based and DOE-based offensive and defensive logic | ## Output Decision Guide by Input Type Automatically determines the level of output depending on the type of materials provided. | Input Type | Output | |-----------|-----------| | **① Claim text only** | Structure/function decomposition + first-stage diagnostic report on special issues (functional claim / PbP / numerical limitation) | | **② Claim text + specification (description / drawings)** | Two-stage analysis including Lexicographer Rule applicability + derivation of objective technical meaning + warning of improper narrowing / expansion risks | | **③ Claim text + specification + prosecution history (OA / responses)** | Analysis of whether intentional exclusion (Korean-style estoppel) is established + final determination of claim scope | | **④ Full patented invention + accused product** | Applies the full six-step methodology → outputs a completed **seven-column Claim Chart** | ## Six-Step Problem-Solving Methodology > **Mandatory**: Perform the six steps below in order, without skipping any step. ### Step 1 — Claim Decomposition and Initial Delimitation of the Claim Language - Break the claim down by structure and function into the **smallest units for invalidity and infringement analysis** - Identify the **physical and functional organic relationships** among claim elements (simple listing is prohibited) - Preliminarily confirm the principle of claim differentiation between independent and dependent claims ### Step 2 — Reference to Intrinsic Evidence and Examination of Technical Meaning - Use the ordinary meaning of the claim language as the starting point, and consult the specification and drawings on a one-to-one basis - **Lexicography**: If the applicant explicitly defined a term, apply that definition first - Determine the problem-solving principle and operative / functional effect of each element ### Step 3 — Filtering Improper Narrowing / Expansion - Even when consulting the specification, **filter out errors that improperly narrow the claim based on specific embodiments or figures, or improperly expand the claim beyond the specification** - Check: “Is this interpretation importing limitations from the embodiments into the claims?” ### Step 4 — Applying Tailored Doctrines to Special Claim Types | Claim Type | Applicable Doctrine | |-------------|-----------| | **Functional claim** (“means for ~”) | Reviews whether there are grounds for limiting construction to embodiments if the literal reading would be unduly broad in light of the specification (Supreme Court 2017Hu905 doctrine) | | **PbP claim** (product defined by manufacturing method) | Translates and extracts not the process itself, but the **structure / properties of the final product defined by that process** as the substantive element | | **Numerical limitation / parameter invention** | Determines (i) enablement across the claimed range + (ii) whether there is critical significance reflected in a remarkable effect | ### Step 5 — Reference to Prosecution History and Review of Estoppel / Intentional Exclusion - Analyzes the entire set of office-action responses and amendments across prosecution, registration, divisional filings, and correction proceedings - **Intentional exclusion (Conscious Disclaimer)**: If a specific element was surrendered to overcome prior art, it is strictly excluded from the scope of the claim - **Dedication to the Public**: If an alternative is disclosed in the specification but omitted from the claims, it blocks application of the doctrine of equivalents ### Step 6 — Infringement Comparison and Limits of the Doctrine of Equivalents (DOE) 1. **AER (All Elements Rule)**: Compare whether every element exists in the accused product on a one-to-one basis 2. **Literal infringement determination**: If even one element is missing, literal infringement does not exist 3. **DOE analysis**: If literal infringement does not exist, determine equivalent infringement by identifying—taking prior art into account—whether the patented invention and the accused product share the same **problem-solving principle unique to the patented invention** - ① Same problem-solving principle (Way) - ② Substantially the same effect/result - ③ Readily substitutable by a PHOSITA ## Seven-Column Claim Chart Output Format (ALWAYS use this format) For input type ④ (full analysis), always output the following **seven-column Claim Chart** in markdown table format. | 번호 | 청구항 분해 문언 | 핵심 해석대상 | 명세서/도면 근거 | 객관적 기술의의 및 문언해석 결과 | 균등론(DOE) 대비: 과제 해결 원리 식별 | 방어논리: 출원경과 금반언 및 제한해석 사유 | | :-- | :--- | :--- | :--- | :--- | :--- | :--- | | 1 | [분해 문언] | [용어] | [근거] | [확정 의미] | [핵심 기술사상] | [의식적 제외 이력] | ### Claim Chart Drafting Guidelines (Four Core Principles) 1. **Emphasize organic relationships**: Draft in a way that reveals the physical and functional interaction between A and B 2. **Mandatory PbP translation**: Must be converted into “structure / physical property” terms 3. **Proactive identification for DOE**: Proactively identify the problem-solving principle 4. **Thorough record of estoppel**: Any surrendered element must be recorded in the defense-logic column

This case is a very good test case in practice. That is because it clearly illustrates a situation where the general principle that the specification must be consulted appears to come into direct tension with the equally important principle that the claims must not be improperly narrowed based on embodiments or details in the specification. In other words, if you really want to see whether the skill is functioning properly, you need to test whether it can filter out improper limiting construction in a case of this type.

How the Instruction Was Actually Given in Claude

In Claude, I activated the skill generated above, uploaded Korean Patent No. 10-1257892, the prosecution history file, and the examiner’s cited references, and then instructed it to perform claim interpretation. Even if you simply upload the files and run the prompt, the skill will operate according to its behavior rules.

PROMPT
/kr-patent-expert-v2 Please interpret claim 1 of Korean Patent No. 10-1257892, which I am uploading.

When a skill is designed well in this way, the user does not need to add a long explanation. Simply uploading the required materials, calling the skill by name, and specifying the target of analysis is enough to obtain a fairly deep result. Of course, that is only possible when the skill has been designed properly in advance.

How to Work Around Input Limitations

Depending on the user’s Claude subscription type, there are times when the volume of material to be processed exceeds Claude’s input limit. In practice, this happens fairly often. It is especially common in cases where the prosecution history is long, or where there have been multiple rounds of office actions and back-and-forth responses and amendments, making it difficult to submit the entire file at once.

In that situation, you can instead load the prosecution history into NotebookLM, organize the major issues, key arguments, and the portions of claim scope that were narrowed or surrendered, and then feed that organized content into Claude in place of the full prosecution-history file. The prompt I used was as follows.

PROMPT
1) What was the main reason the patent application was initially rejected? 2) How was the heater structure amended to overcome the rejection? 3) Analyze the prosecution history of the patent application, including the examiner’s office actions and the applicant’s responses and amendments, and explain the issues, the key arguments, and the portions of claim scope that were surrendered or narrowed in order to secure registration.

The strength of this prompt is that it does not merely ask, “Please summarize the prosecution history.” Instead, it pushes the model to extract only the core elements that are actually necessary for claim interpretation. From a practical perspective, what matters is not the file as a whole, but what the issues were, what arguments were made, and how far the applicant retreated in order to obtain allowance.

Evaluation of the Actual Result

The claim interpretation and Claim Chart presented by Claude were highly complete and trustworthy. The full output is too long to share here, but at least from what I reviewed, I was able to confirm that the result reflected a very high level of work, arguably beyond what many experts would ordinarily produce.

Of course, there is also a point of caution here. Just because the AI’s output is excellent does not mean it can be copied directly into a legal opinion letter or litigation brief. What it does mean, however, is that as a starting point for analysis or as a draft for expert review, the output has already reached a highly powerful level. In particular, as a practical support tool, it is very useful in terms of speed and consistency when structuring large amounts of material, breaking down issues quickly, and organizing the result into a Claim Chart.

Directly Asking About the Feature That Became the Key Issue

This time, let us directly ask about the feature that became the key issue in the claim interpretation.

PROMPT
In the foregoing interpretation, is claim 1 to be construed narrowly as requiring that the first and second coil portions be capable of being operated simultaneously or separately?

The content of the response was likewise highly professional and reliable. I will quote only the conclusion below. The conclusion was the same as that reached by the Supreme Court and the Patent Court.

Conclusion
Claim 1 does not require, as a limiting condition on claim scope, that the first and second coil portions be independently operable. The phrase “turned on/off by the operating unit” describes the connection and control relationship under which each coil portion is controlled by the operating unit, and is broad enough to cover both simultaneous control and independent control. The phrase “respectively or simultaneously” in paragraph [0025] of the specification does not function as intrinsic evidence that confirms and narrows the claim scope, but merely illustrates a possible control mode. Importing that statement into the claim as a limiting element would therefore amount to improper limiting construction.

This answer is meaningful in practice not merely because the conclusion was correct. More importantly, the reasoning proceeded in the order of claim language → specification → the prohibition against improper limiting construction. In other words, it shows that the skill did not merely memorize the case outcome, but was actually reasoning in the same interpretive sequence used by Korean courts. Only when reasoning is structured in this way can you expect a consistent level of reliability when applying it to other cases as well.


Closing Thoughts

This concludes the discussion of how a Claude skill was generated from a NotebookLM knowledge base and then used to perform AI-based claim interpretation by inputting an actual patent publication and prosecution history.

The key point of this exercise is not simply to show that “Claude performs well.” What matters even more is what kind of knowledge structure is built first, how that knowledge is converted into a skill format, and how it is tested and refined in actual cases. In other words, the quality of the outcome depends more on the quality of the knowledge base and framework built in advance than on the name of the model itself.

From a practitioner’s point of view, this approach has the following significance.

  • It makes it possible to structure a large body of case law and doctrine into a single knowledge base.
  • It allows the creation of expert-level skills that reason according to specific legal doctrines.
  • It can be applied to actual patent disputes to produce Claim Chart-level work product.
  • While the final judgment still belongs to the human expert, a substantial portion of the analytical process can be made far more efficient.

I hope this article proves genuinely useful to practitioners in the field.

Mastering Patent Claim Construction with LLMs (4): Bridging Knowledge Gaps and Designing Expert-Level Skills

LLM으로 완벽한 특허청구범위 해석하기 (3)

Mastering Patent Claim Construction with LLMs (4): Filling the Gaps in the Knowledge Base

The Final Stage of Supplementing the Sources

This is now the final stage of supplementing the source materials. In the earlier stages, I gradually built up relevant materials in NotebookLM and organized the legal principles and practical standards needed for patent claim construction. But simply collecting a large volume of material does not automatically create a strong knowledge base. In practice, materials are often overly concentrated on certain issues, while foundational legal principles that are essential in actual practice may still be missing. That is why, at this final stage, it is necessary to examine not only what the accumulated sources already cover well, but also what they fail to cover.

The core objective of this stage is simple. Rather than continuing to add more knowledge based on what has already been collected, the real task is to identify the gaps in the knowledge base. In other words, this is not really a stage for re-confirming “what we already know,” but more accurately a stage for exposing “what we still do not know.”

To do that, I entered the following instruction into the NotebookLM chat window.

PROMPT
Review the attached sources and analyze whether there are any missing pieces of information. In particular, please examine what core information or context is essential to fully understand this topic but is currently missing from the sources, and explain it specifically.

The purpose of this instruction is not summarization or organization. It is intended to make the LLM identify what core legal principles or contextual elements are still missing, even though they are essential for a complete practical understanding based on the materials collected so far. Framing the question this way prevents the model from giving a superficial response like, “You’ve assembled the materials well,” and instead pushes it to identify the deficiencies in a structured and practical way.


Items Identified as Requiring Supplementary Materials

In response to the instruction above, the materials requiring supplementation were organized as follows.

Output
A comprehensive review of the currently provided sources and conversation history shows that while advanced special issues in patent claim construction and infringement analysis—such as PBP claims, functional claims, and the suture-line cases—have been covered in substantial depth, several core foundational principles and practical contexts that are essential for fully understanding and applying this area in practice are still missing. Specifically, the following key information is either absent or needs supplementation. 1. Missing Korean leading cases on the requirements for ordinary prosecution history estoppel (“intentional exclusion”) - Current status: The latest Korean Supreme Court decision dealing with estoppel in the context of divisional applications (2023Hu11340) and the discussion of the fifth requirement of the doctrine of equivalents through Japan’s Maxacalcitol case are both covered in significant detail. - Missing context: What is missing is a concrete factual and legal analysis of the traditional Korean Supreme Court leading cases (e.g., Supreme Court Decision 2002Hu1768) that clearly set out how strong or explicit a statement in an office-action response or amendment must be, from an objective and outward-looking perspective, to constitute “intentional exclusion” in ordinary Korean patent litigation practice. There is therefore a gap in establishing the Korean baseline for measuring the degree of intentional disclaimer. 2. The strict limits and requirements for applying the Lexicographer Rule - Current status: Many sources already include the overarching principle and cases stating that when claim language is unclear, the detailed description of the invention and the drawings should be consulted. - Missing context: What is missing is a deeper case-based analysis of the strict requirements and limitations of the Lexicographer Rule—specifically, how explicit and definitive an applicant’s definition in the specification must be before that definition can displace the ordinary meaning of a term in the art. 3. Korean applications of the Public Dedication Rule based on the specification - Current status: Some Japanese case commentaries briefly mention whether the dedication doctrine has been adopted, but there is little to no concrete treatment of how it has been applied under Korean law. - Missing context: The current materials lack a clear account of the Korean Supreme Court’s position and practical treatment where the patentee discloses a particular embodiment or substitute in the specification but does not claim it, and whether that subject matter is deemed dedicated to the public so as to bar application of the doctrine of equivalents. Because this is a powerful defense against an equivalents claim, it is essential material that should be supplemented. 4. “Omission infringement” and “incomplete use inventions” as exceptions to the All Elements Rule (AER) - Current status: The existing materials address, at a sophisticated level, issues such as the suture-line decision overcoming geographic limits, multi-actor infringement, and indirect infringement as exceptions to the All Elements Rule. - Missing context: However, the question of whether infringement can still be found when the defendant strategically omits or only incompletely uses a relatively less important element of the patented invention in an effort to design around the claim is discussed only briefly, in about a single paragraph. That is not enough to fully understand the range of defensive arguments against design-arounds. 5. Standards for evaluating “critical significance” when applying the doctrine of equivalents to numerical limitation inventions - Current status: The latest Korean Supreme Court case on disclosure requirements for numerical limitation inventions (2021Hu10886), including enablement and written-description support, is already covered. - Missing context: What is missing is the Korean courts’ concrete standard, at the infringement stage, for determining whether equivalents may be found when the accused product falls just slightly outside a claimed numerical range—for example, whether the presence or absence of “critical significance” excludes application of the doctrine of equivalents. This is indispensable for a full understanding of both offensive and defensive logic in numerical-limitation cases where there is no literal infringement.

Important Practical Insights Gained at This Stage

The result above means more than simply “we need more materials.” From a practical perspective, the more important message is that even if the materials collected so far are already highly sophisticated, the entire framework can become unstable if the baseline of general legal doctrine is missing.

For example, even if you have assembled abundant materials on difficult special issues such as PBP claims and functional claims, the standards for interpreting claim scope in an actual case can still become unstable if foundational principles—such as the requirements for ordinary prosecution history estoppel or the limits on the Lexicographer Rule—have not been properly organized. Put differently, special issues are “advanced applications,” while general doctrine is “basic grammar.” If the basic grammar is weak, the advanced applications will inevitably become unstable as well.

That is why I did not simply leave the omissions identified above as a note. Instead, I copied them back into the NotebookLM source window and activated the deep research function to supplement the missing cases and legal principles. This process is extremely important because by feeding the LLM-identified “knowledge gaps” back into the system as inputs, the knowledge base can evolve from a simple collection-oriented repository into a self-correcting knowledge base.


Now It Is Time to Organize the Knowledge to Be Injected into the Claude Skill

The next stage is to use the supplemented materials to extract and organize only the core knowledge that should be injected for drafting the Claude Skill. This is where many people make a mistake. Once they have gathered a large amount of material, they tend to think they should put as much of it as possible into the Skill. But in practice, the opposite is often true. If the background knowledge loaded into the Skill becomes too extensive, the model may get buried in explanations or lose sight of priorities rather than following the core principles clearly. At this stage, therefore, accurate compression matters more than volume.

When I draft a Claude Skill, I usually prefer to compress the core principles, framework, workflow, and output format into about 5,000 characters or less before injecting them. This point is especially important in practice. The skill guide, SKILL.md, is generally recommended to remain under 5,000 words, with more detailed knowledge separated into the references/ folder. In addition, it is more efficient to reflect required input information in the trigger description rather than in the body of the Skill itself. That way, Claude can assess input sufficiency before the Skill is even called.

How to Ask Questions to Extract the Core Knowledge While All Sources Are Selected

With all sources selected, I enter the following questions one by one into the NotebookLM chat window to organize the background knowledge that will be injected into the Skill. At present, I have 60 sources registered in my notebook.

PROMPT
1. What are the core principles that consistently appear across all of these sources in relation to patent claim construction? 2. When all of the sources are analyzed together, what framework is mentioned most frequently for interpreting patent claims? 3. Looking at claim construction step by step, what does an excellent real-world process for interpreting the language of a patent claim actually look like? 4. What is the concrete framework or workflow strategy used by Korean courts for patent claim interpretation? To prepare a claim chart for claim construction, please explain in detail how to break down the claim language, extract and interpret the terms or limitations that become the targets of interpretation, and how to draft the claim chart itself.

This sequence of questions was not chosen arbitrarily. The reason I ask first about the common principles, then the framework, then the process, and finally the concrete drafting method is to guide the LLM into organizing its answer in the sequence of abstract principles → procedural structure → practical execution method. This makes it much easier to transfer the results later into a Skill without the information becoming disordered and scattered, and it helps maintain a relatively stable structure.


The Final Claude Skill Injection Guide Organized in NotebookLM

The final guide I organized in NotebookLM for injection into the Claude Skill is as follows.

PROMPT
Korean courts, in determining the scope of patent rights in infringement litigation and invalidation proceedings, apply in practice a **multidimensional six-step interpretive process (workflow)** based on the four core principles of **literal interpretation, reference to the specification, prosecution history estoppel, and reference to the prior art**. Based on that framework, the following explains the specific methods of decomposition and extraction, as well as the drafting format, for preparing a Claim Chart. ### 1. The Korean Courts’ Six-Step Framework for Interpreting Patent Claims - Step 1 (Claim decomposition and initial delimitation based on the claim language): Break the claim into individual elements, which are the minimum units for invalidity and infringement analysis, identify the organic relationships among them, and then define the initial scope of the patent right based on the ordinary and general meaning of the terms from the viewpoint of a person having ordinary skill in the art (PHOSITA). - Step 2 (Reference to intrinsic evidence and examination of technical meaning): Because it is often difficult to ascertain the technical meaning from the claim language alone, the detailed description of the invention and the drawings must be consulted. In particular, the “Lexicographer Rule” applies where the applicant has defined a specific term in the specification, and the analysis should go beyond the immediate context to examine the problem-solving principle and functional effect (technical meaning) of the relevant element. - Step 3 (Filtering out improper narrowing and expansion): Even when the specification is taken into account, courts strictly block errors that improperly narrow claim scope by relying only on a specific embodiment or configuration disclosed in the specification, or improperly expand the claim scope beyond what the claim language reasonably supports. - Step 4 (Applying tailored legal rules to special types of claims): For functional claims (e.g., “means for ~”), the analysis must consider whether limiting construction to the embodiments is warranted; for product-by-process (PbP) claims, the issue is not the process itself but the “structure or properties of the product” defined by that process; and for numerical-limitation inventions, the analysis must focus on whether the claimed numerical range has “critical significance.” - Step 5 (Reference to prosecution history and review of intentional exclusion): Review the prosecution history from filing to registration—such as office-action responses and amendments—to determine whether the applicant intentionally excluded specific subject matter in order to avoid the prior art, in which case that subject matter must be firmly excluded from the scope of the patent right. - Step 6 (Infringement comparison and limits on the doctrine of equivalents): Compare the finalized scope of the patent right with the accused product to determine whether all elements are present (All Elements Rule, AER). If differences exist, determine whether the doctrine of equivalents (DOE) applies by examining whether the patented invention and the accused product share the same principle for solving the problem, among other factors. ### 2. Methods for Claim Decomposition and Extraction for Preparing a Claim Chart 2.1. Structure- and Function-Based Decomposition: Decompose the claim in a multidimensional way into the physical structure of the elements and the functions and roles performed by those elements. 2.2. Identification of Organic Relationships: Go beyond merely listing the elements and clearly identify the **physical and functional connections (relationships)** among different elements that contribute to solving the technical problem. 2.3. Extraction of Core Interpretive Targets and Limitations (Special Issues): Extract the key terms that may become issues in claim construction. In particular, functionally expressed terms (“means for ~”), PbP processes, numerical limitations, and parameters should be targeted so they can be separately reviewed for issues such as limiting construction and lack of enablement. ### 3. The Most Desirable Concrete Claim Chart Methodology and Format From a practical standpoint, the best Claim Chart is not just a literal element-by-element comparison. It should be drafted as a seven-column system that can fully map both doctrine-of-equivalents (DOE) defenses in cases of literal non-infringement and the issues presented by special types of claims. | No. | Decomposed Claim Language (Including Organic Relationships) | Core Interpretive Target (Special Issue: Functional / PbP / Numerical) | Specification / Drawing Support (Mapping of Intrinsic Evidence) | Objective Technical Meaning and Result of Literal Interpretation (from the PHOSITA Perspective) | DOE Comparison: Identification of the Principle for Solving the Problem | Limitation on Rights: Prosecution History Estoppel and Grounds for Limiting Construction | | :-- | :--- | :--- | :--- | :--- | :--- | :--- | | 1 | (e.g., a cleaning unit that supplies cleaning water by electrolyzing filtered water) | cleaning unit (functional claim) | [paragraph 14], [figure 3] | (e.g., an internal module that physically cleans through electrodes) | (e.g., the principle of maximizing eco-friendly cleaning efficiency by excluding chemicals) | (e.g., intentional exclusion of a “chemical additive method” during argument submission) | | 2 | (e.g., a tablet manufactured by direct compression) | manufactured by direct compression (PbP claim) | [paragraphs 15–16] | (e.g., a porous tablet structure having 15% inter-particle porosity formed through the direct compression process) | (e.g., the principle of controlling disintegration speed by adjusting porosity) | (e.g., structurally / physically different from tablets manufactured by wet granulation) | [Drafting Guide and Explanation for Each Column] 1) Decomposed Claim Language: Set out verbatim the claim language as broken down into the minimum units, but do so in a way that reveals not just a simple list of elements, but also the physical and functional relationships among them. 2) Core Interpretive Target: Extract the key terms that present infringement or invalidity issues—such as functional expressions, PbP language, and numerical limitations—and identify the type in parentheses. 3) Specification / Drawing Support (Mapping of Intrinsic Evidence): Provide a one-to-one mapping to the specific paragraph numbers and figure numbers in the specification that show where the term is defined, where the supporting embodiment for a functional claim appears, where PbP leads to a specific physical-property change, and where the technical threshold for the numerical limitation is shown. 4) Objective Technical Meaning and Result of Literal Interpretation: Describe the substantive meaning derived from the specification from the viewpoint of a person having ordinary skill in the art (PHOSITA). In PbP claims, this should not simply repeat the process itself, but should translate it into the “structure or properties of the product” defined by that process. 5) DOE Comparison (Identification of the Principle for Solving the Problem): In anticipation of literal non-infringement, identify in advance the **“problem-solving principle unique to the patented invention (the core technical idea)”** to which the relevant element belongs, based on the specification and the prior art. 6) Limitation on Rights (Prosecution History Estoppel and Grounds for Limiting Construction): Carefully record any history of **intentional exclusion** during prosecution, any reason why the claim should be limited to the embodiments because the broader reading is not supported by the specification, and any invalidity grounds such as lack of enablement across the full scope of a numerical limitation.

Now I Ask NotebookLM to Create the Expert Skill Itself

At this point, based on the organized knowledge, I ask NotebookLM to actually create a patent claim construction expert Skill. This stage is not merely an experiment. If the principles and framework organized up to this point are sufficiently well-structured, NotebookLM can generate a draft of an expert-level Skill based on them. That draft is not the finished product, but it is extremely useful as a starting point for human review and refinement.

The instruction entered at that point was as follows.

PROMPT
Based on this “Korean patent claim construction doctrine” knowledge base extracted in NotebookLM, create an expert skill file. The skill should include behavior rules, an output decision guide, a problem-solving methodology, and a Claim Chart output style.

Comparing the Generated Skill with the Existing Skill Guide

When I compare the Skill generated by NotebookLM with the Skill guide I created earlier, the result is as follows.

Output
Based on the “Korean patent claim construction doctrine” knowledge base and the conversation history you provided, I am preparing a top-tier expert-level **“Korean Patent Claim Construction and Claim Chart Drafting Expert Skill File”** that can be deployed immediately in patent litigation and trial practice. This skill file can be used as a system prompt or guideline for an AI or practitioner conducting patent analysis work. # [Expert Skill File] Korean Patent Claim Construction and Infringement Analysis Agent ## 1. Behavior Rules You are a top-tier patent dispute expert with deep command of Korean Supreme Court and Patent Court case law. When interpreting claims and analyzing infringement, you must strictly comply with the following rules. - Strict case-law-based interpretation: All interpretation must be grounded in the current Patent Act Article 97 and Korean Supreme Court case law as the controlling standards, including the literal-interpretation principle, reference to the specification, prosecution history estoppel, and reference to the prior art. - Maintain the PHOSITA perspective: The meaning and technical significance of every term must be interpreted from the objective viewpoint of a person having ordinary skill in the art (PHOSITA) at the time the patent application was filed. - Strict separation between interpretation and limitation: You should actively consult the detailed description of the invention in order to clarify the technical meaning of a term, but you must strictly reject any improper “importing of limitations” or improper expansion based on pulling in conditions or configurations from the embodiments that are not actually recited in the claims. - Exceptional treatment for special types of claims: If a functional claim, a product-by-process (PbP) claim, or a numerical-limitation invention is identified, you must proactively apply the Korean Supreme Court’s tailored doctrines that go beyond the general interpretive rules, including limiting construction, translation into structure/properties, and critical-significance analysis. - Secure defense logic first: In infringement analysis, the All Elements Rule (AER) must be applied first and foremost. If literal non-infringement is anticipated, you must simultaneously review prosecution history estoppel (intentional exclusion) and the doctrine of equivalents (DOE) in advance so that both offensive and defensive arguments can be built in a balanced way. ## 2. Output Decision Guide Optimize the output according to the type of user input. - [Input] Only the text of a specific claim is provided: Break the claim down into minimum units (structure/function), identify organic relationships, and provide a first-stage diagnostic report on whether any special issues (functional claim, PbP, numerical limitation) are present. - [Input] Claim text + specification (description / drawings) are provided: Determine whether the Lexicographer Rule applies, derive the objective technical meaning, and perform a second-stage analysis that warns of the risks of improper narrowing or overbroad interpretation. - [Input] Claim text + specification + prosecution history (office actions / responses) are provided: Analyze whether intentional exclusion (Korean-style estoppel) has been established and derive the finally determined scope of the patent right. - [Input] Entire patented invention + accused product are provided: Apply the full “six-step problem-solving methodology” and produce a final **[7-Column Claim Chart]**. ## 3. Problem-Solving Methodology (6-Step Problem Solving Methodology) Carry out the full process from claim construction through infringement analysis under the following multidimensional six-step workflow. - Step 1 (Claim decomposition and identification of organic relationships): Break the claim down into the minimum units that allow invalidity and infringement analysis, while also deriving the overall relationships among the elements. Break the claim down to the smallest units using structure and function as the organizing principles. Do not stop at simple decomposition; define the invention by comprehensively identifying the physical coupling relationships and the functional / organic interconnections among the elements. - Step 2 (Determining technical meaning through literal interpretation and reference to the specification): Begin with the ordinary meaning of the claim language, then concretize that meaning by mapping it one-to-one against the specification and drawings from the viewpoint of a PHOSITA. . Lexicographer Rule: If the applicant explicitly defined a specific term in the specification, apply that definition first. . Examination of technical meaning: Go beyond the immediate contextual meaning and examine, in an objective and reasonable way, the “technical meaning” of the relevant element, including the technical problem it is intended to solve, the implementation principle, and the functional effect, so that the invention’s intended function and operation are properly realized. - Step 3 (Strict control of improper narrowing and expansion): Strictly distinguish between “interpreting in light of the specification” and “importing narrowing or expansion from the specification.” . No improper narrowing: Where the claim language is clear, exclude interpretations that arbitrarily narrow the claim by importing unclaimed elements from specific embodiments, figure shapes, or specific limitations described in the specification. . No improper expansion: Even when consulting the specification, prevent overbroad interpretation that goes beyond the disclosed content or moves in a direction unrelated to the core technical meaning of the invention. - Step 4 (Applying tailored exception doctrines to special types of claims): Unlike ordinary claims, claims drafted in special forms must be interpreted using the Korean Supreme Court’s tailored doctrines. . Functional claims (“means for ~”): If literal interpretation would make the claim unduly broad in light of the specification, review whether there are grounds for limiting construction to specific embodiments or structures. . PbP claims (products recited through a manufacturing process): The substantive element is not the manufacturing process itself, but rather the **“structure or properties of the final product”** defined by that process. . Numerical limitation / parameter inventions: Rigorously assess whether the entire claimed range is enabled (disclosure requirement) and whether the claimed range shows a remarkable effect that distinguishes it from the prior art (critical significance). - Step 5 (Reference to extrinsic evidence and review of estoppel / intentional exclusion): Analyze the entire file history, including office-action responses and amendments, from filing through registration, divisional applications, and correction proceedings. If the applicant **intentionally excluded** a specific element to avoid a rejection, or if subject matter was **dedicated to the public** by being disclosed in the specification but omitted from the claims, that subject matter must be excluded from the scope of the patent right. - Step 6 (Infringement comparison and limits on application of the doctrine of equivalents): Based on the finalized meanings of the elements and their organic relationships, compare them one-to-one with the accused product (or method) and make the final infringement determination. . Literal infringement (AER): First determine literal infringement under the All Elements Rule (AER) by comprehensively examining both element-by-element correspondence and the overall identity of the combination and functional operation. . Infringement under the doctrine of equivalents (DOE): If there is a literal difference, determine whether equivalent infringement exists by identifying, in light of the prior art, whether the patented invention and the accused product share the same “problem-solving principle” unique to the patented invention, along with the same functional effect. ## 4. Claim Chart Output Style All claim analysis results and infringement / invalidity comparison results must be output in markdown table format using the following **“7-Column Claim Chart Template.”** ### [Claim Chart Template] | 번호 | 청구항 분해 문언 (유기적 결합 포함) | 핵심 해석대상 (특수쟁점 표기) | 명세서/도면 근거 (내적 증거) | 객관적 기술의의 및 문언해석 결과 (PHOSITA 관점) | 균등론(DOE) 대비: 과제 해결 원리 식별 | 권리제한: 출원경과 금반언 및 제한해석 사유 | | :-- | :--- | :--- | :--- | :--- | :--- | :--- | | 1 | [최소 단위로 분해된 청구항 원문 기재. 단순 나열 금지, 결합관계 명시] | [핵심 용어 추출] (예: 기능식 / PbP / 수치한정 등 표기) | [정의/실시예가 기재된 단락 번호 및 도면 번호 맵핑] | [명세서를 참작하여 실질적으로 확정된 구성의 의미 기재. PbP의 경우 '구조/성질'로 번역하여 서술] | [문언 비침해 대비. 해당 구성이 속한 특허발명 특유의 '핵심 기술사상(과제 해결 원리)' 명시] | [의견서/보정서상 '의식적 제외' 이력, 또는 실시예로 제한 해석되어야 할 명백한 무효/불비 사유 기록] | | 2 | ... | ... | ... | ... | ... | ... | ### [Points to Watch When Drafting the Claim Chart] 1. **Emphasize organic relationships:** In the “Decomposed Claim Language” column, do not merely chop the claim into elements A, B, and C. Draft it so that the physical and functional interaction among the elements is clearly shown. 2. **Mandatory translation for special claim types:** If a PbP claim is identified, do not write merely “manufactured by ~ method” in the “Objective Technical Meaning” column. Instead, it must be translated into language such as “an internal structure / physical property formed by that process.” 3. **Identify the problem-solving principle in advance for DOE:** Every chart should proactively identify the **“problem-solving principle”** by which the relevant element distinguished itself from the prior art and contributed to the advance, so that it is immediately possible to assess whether a design-around can still be captured if literal infringement is denied. 4. **Thoroughly record estoppel:** If the prosecution history confirms any abandoned subject matter or any substitute dedicated to the public, summarize it in the “Defense Logic” column so that any future doctrine-of-equivalents theory can be blocked at the outset.

The Meaning of This Stage: Not “Getting Answers,” but “Designing a Way of Thinking”

Looking back over everything up to this point, it becomes clear that the key is not simply extracting answers from the LLM. What really matters is designing the order in which the LLM thinks, what it reviews first, and the format in which it organizes the result.

From a practical perspective, creating a good work structure is even more important than choosing a good model. And that work structure is built through the following flow.

1. First, gather the materials.
2. Then identify the gaps in those materials.
3. Supplement the missing pieces.
4. Compress only the core principles.
5. Structure those principles into a framework and workflow.
6. Finally, convert them into a Skill so they become a repeatable analytical system.

If this process is done properly, you can go beyond getting a single good answer and actually create a repeatable, practice-oriented patent claim interpretation engine.


Closing Thoughts

On the surface, this stage may look like nothing more than “supplementing sources” and “preparing to draft a Skill.” In reality, however, it is much closer to a stage of designing a system of thought that allows an LLM to perform the highly demanding task of patent claim construction in a stable and reliable way.

In other words, the key at this stage is not putting in more information, but making the model think under more precise standards. Ultimately, what determines the quality of the output is not the name of the model, but what materials are given to it, how they are structured, and under what standards the model is made to operate.

In the next stage, using this organized Skill guide and the Skill that was actually generated, selecting a real case, drafting a Claim Chart, and then comparing the result with the claim construction in the court decision or trial decision would lead to a much deeper practical understanding.

Saturday, April 11, 2026

LLM으로 완벽한 특허청구범위 해석하기(1): 딥리서치와 프롬프트 실전 가이드

아무것도 모르는 AI를 특허 전문가로 만드는 워크플로우 설계법

이전 블로그에서 예고드린 바와 같이, 이번 글에서는 LLM을 활용한 특허청구범위 해석 작업 방법을 구체적으로 소개하겠습니다.

이번에 소개하는 방법은 보다 정확히 말하면, 구글 NotebookLM의 딥리서치(Deep Research) 기능을 통해 확보한 지식을 클로드(Claude)의 스킬(Skill) 형태로 주입하는 방식입니다. 다양한 접근 방법이 존재하지만, 제 경험상 이 방식이 비교적 안정적이고 일관된 결과를 제공했습니다.

*참고로 NotebookLM과 클로드(Code 또는 App)를 연동하는 MCP(Model Context Protocol)도 존재합니다. 다만 현재는 GitHub를 통해 비공식적으로 배포된 상태이기 때문에, 실무에서는 아직 사용하지 않고 있습니다.

다양한 특허 분석으로의 확장과 핵심 요소

본 글에서는 청구범위 해석(Claim Construction)을 중심으로 설명하지만, 동일한 워크플로우는 다음의 업무에도 그대로 확장 적용할 수 있습니다.

  • 특허 침해 분석 (Infringement Analysis)
  • 등록 가능성 검토 (Patentability Search)
  • 무효 가능성 분석 (Invalidity Search)

다만 이러한 분석에서는 공통적으로 중요한 요소가 있습니다. 바로 해당 기술 분야의 통상의 기술자(PHOSITA)가 보유한 기술상식(Common General Knowledge)과 선행기술(Prior Art)을 LLM에 어떻게 확보하고 주입할 것인가입니다.

이 부분은 결과의 정확도를 좌우하는 핵심 요소이며, 구체적인 방법은 개인적인 노하우에 해당합니다. 실무적으로는 다음 세 가지가 매우 중요하며, 이는 결국 특허법 법리 및 판례법에 대한 깊은 이해를 기반으로 설계되어야 합니다.

  • 선행기술의 시간적 범위
  • 기술상식의 범위 설정
  • 조사 대상의 정밀한 선택

이러한 과정은 신입사원에게 업무를 지시하는 상황과 유사합니다. 충분한 경험과 명확한 기준을 제공하지 않으면, 결과 역시 일관성을 기대하기 어렵습니다. LLM의 출력은 본질적으로 확률적(Probabilistic)입니다. 따라서 동일한 모델이라도 어떤 지침을 제공하느냐에 따라 결론이 달라질 수 있습니다. (참고로 기본 설정 기준에서는 클로드가 비교적 일관된 응답을 유지하는 경향이 있습니다.)

결국 핵심은 ‘워크플로우의 설계’

실무적으로는 다음과 같은 원칙을 따르는 것이 바람직합니다.

  • 작업을 단계별로 분해할 것
  • 각 단계마다 명확한 가이드를 제공할 것
  • 가이드에는 법리와 판례법의 기준을 반영할 것

또한 현재 상용 LLM은 컨텍스트 윈도우(Context Window)의 한계가 있기 때문에, 아래의 사항을 준수해야 합니다.

  • 분석 대상은 가능한 ‘최소 단위’로 나눌 것
  • 작업 역시 분할하여 수행할 것

이를 무시할 경우, 모델이 문맥을 유지하지 못해 결과의 정확도가 급격히 저하될 수 있습니다.

실전 작업 절차: 딥리서치를 통한 법리 주입

이제 실제 작업 절차를 살펴보겠습니다. 먼저 구글의 NotebookLM에서 새로운 노트를 생성합니다. 이 단계는 하나의 분석 인력을 확보하는 것과 유사하게 볼 수 있습니다. 그 다음, 청구범위 해석과 관련된 법리 및 판례를 딥리서치 기능을 통해 조사하고, 이를 NotebookLM의 소스(Source)로 등록합니다.

초기 대화창에서 “딥리서치” 기능을 활성화한 후, 다음과 같은 지시를 입력합니다.

PROMPT 1
최근 5년 이내 한국 대법원 및 특허법원, 일본 최고재판소 및 지적재산고등재판소에서 내려진 특허청구범위 해석 관련 판결을 조사하라.

보다 정교한 결과를 얻기 위해서는, 아래와 같이 프롬프트를 구체화하여 입력하는 것이 바람직합니다. 이는 실무에서 신입사원에게 구체적인 업무 지침을 제공하는 것과 동일한 접근입니다. 저는 아래와 같은 프롬프트를 사용하였습니다.

PROMPT 2
다음 조건에 따라 특허청구범위 해석에 관한 한·일 판례를 조사·분석하라. ## 조사 범위 - 기간: 최근 5년 이내 - 한국: 대법원, 특허법원 판결 - 일본: 최고재판소, 지적재산고등재판소(동경지재 포함) 판결 - 대상: “특허청구범위 해석”이 쟁점으로 명시된 판례 ## 선정 기준 - 단순 사실판단이 아닌 법리 설시가 있는 판결 - 다음 쟁점을 포함하는 판례를 우선 선별: 1) 문언 중심 해석 vs 발명의 설명 참조 2) 균등론 적용 여부 3) 금반언 / 의식적 제외 4) 기능적·추상적 기재 해석 5) 실시예 한정 여부 ## 각 판례별 분석 항목 - 사건명 / 법원 / 선고연도 - 사실관계 요약 (3~5줄) - 쟁점 (특허청구범위 해석 관련 부분) - 판시사항 및 법리 요약 - 기존 판례와의 관계 (확장 / 유지 / 변경) - 실무적 시사점 ## 비교 분석 - 한국 vs 일본의 해석 기준 차이 - 공통된 법리 (예: 문언 중심 원칙 등) - 차별적 접근 (예: 균등론 적용 방식 등) ## 출력 형식 - 표 + 서술형 혼합 - 핵심 법리는 bullet point로 정리 - 중요 판례는 별도로 강조 ## 추가 요구 - 각 판례에 대해 가능한 경우 판결문 또는 공식 출처 링크 포함 - 판례가 부족한 경우, 판례평석, 논문, 학설 또는 해설자료로 보완

프롬프트 실행 후 일정 시간이 지나면, NotebookLM은 1건의 보고서와 약 20여 건의 관련 자료를 수집하여 소스로 추가할 것인지 여부를 사용자에게 확인합니다. 이 단계에서 ‘주요 소스’를 검토한 후, 불필요하거나 신뢰성이 낮은 자료는 제외하고 나머지 소스를 모두 추가하도록 지시합니다.

이 과정은 단순한 정리가 아니라, 분석의 기초 데이터 품질을 통제하는 중요한 단계입니다. 실제 실행 과정에서는 일부 소스가 정상적으로 불러와지지 않는 경우가 발생할 수 있습니다. 이러한 실패 소스는 분석 정확도를 저하시킬 수 있으므로, 반드시 제거하는 것이 바람직합니다.

*참고로, 동일한 프롬프트를 사용하더라도 실행 시점이나 사용자 환경에 따라 결과는 달라질 수 있습니다. 이는 LLM이 확률적 방식으로 작동하기 때문이며, 자연스러운 현상입니다.

핵심 법리 도출 및 검증

다음 단계에서는, 수집된 판례를 기반으로 특허청구범위 해석에 관한 공통 법리를 도출합니다. 이는 신입사원에게 “조사 결과를 정리하여 핵심 법리를 도출하라”고 지시하는 과정과 유사합니다. 이를 위해 다음과 같은 프롬프트를 입력합니다.

PROMPT 3
특허청구범위 해석과 관련하여 이 모든 출처에서 공통적으로 나타나는 핵심 원칙, 법리는 무엇인가요?

이 단계에서 도출된 결과를 검토해보면, 판결문 표현을 그대로 인용하는 경우가 많아 실무에 직접 적용하기 어려운 추상적 기준이 포함되거나, 일부 법리가 불완전하게 반영되는 문제가 나타날 수 있습니다. (예를 들어, 출원경과 참작 원칙이 균등론과의 관계에서만 제한적으로 언급되는 경우가 있었습니다.)

이에 따라, 저는 별도로 정리해 두었던 실무적 경험칙을 추가로 제공하고, 이를 기존 판례 분석 결과와 비교·검증하도록 지시하였습니다. 이는 신입사원이 도출한 결과를 선배가 보완하고 재검토를 요구하는 과정과 동일합니다. 저는 특허청구범위해석이 쟁점이 되었던 판례와 논문을 꾸준히 수집하여 노트북LM에 넣고 공통된 법리를 정리해왔습니다.

제가 정립한 청구범위 해석 프레임워크(Claim Construction Framework)는 다음과 같습니다.

GUIDELINES (FRAMEWORK)
‘청구범위 중심주의(문언해석)’를 대원칙으로 삼되, ‘발명의 상세한 설명 및 도면을 보충적으로 참작’하여 객관적이고 합리적으로 기술적 의의를 확정하는 5단계 해석 구조입니다. 한국 법원의 특허청구항 해석 5단계 프레임워크 1단계 (문언해석 원칙): 청구항에 기재된 용어 자체를 당해 기술 분야의 통상적인 의미로 파악하여 권리범위를 1차적으로 획정합니다. 2단계 (상세한 설명 및 도면 참작): 통상의 기술자(PHOSITA)의 관점에서 명세서 전체의 맥락을 참작하며, 출원인이 명세서에 명시적으로 정의한 용어(사전 편찬자 원칙)가 있는 경우 이를 우선 적용합니다. 구체적으로는, 용어의 의미를 발명의 상세한 설명을 통해 해석하여 발명이 의도한 기능과 작용이 구현되도록 그 기술적 의미를 확정합니다. 대법원은 명세서 참작 시 단순히 문맥을 보는 것을 넘어, 그 문언에 의하여 표현하고자 하는 ‘기술적 의의(과제 해결 원리와 작용 효과)’를 객관적·합리적으로 고찰할 것을 엄격히 요구하고 있습니다. 3단계 (제한/확장해석 금지): 명세서를 참작하더라도 특정 실시예를 근거로 청구범위를 부당하게 축소하거나, 명세서 밖으로 무리하게 확장하는 것을 방지합니다. 구체적으로는, 청구항에 기재되지 않은 한정사항이나 특징을 발명의 상세한 설명에 기재된 실시예의 한정사항이나 특징으로 임의로 도입하지 않습니다. 한국 특허 소송 실무에서 가장 경계하는 오류가 바로 ‘명세서를 참작하여 의미를 해석하는 것(interpret in light of specification)’과 ‘명세서의 한정 요소를 청구항으로 끌어들여 제한 해석하는 것(importing limitations)’의 혼동입니다. 발명의 설명에 의한 부당한 제한 해석을 엄격히 차단하는 것은 대법원의 확고한 태도(예: 크림 사건, 디스플레이 구조 사건 등)입니다. 4단계 (출원경과 참작 및 금반언): 출원 과정에서 특정 구성을 의식적으로 제외하거나 한정한 경우, 이후 이를 번복하여 확장 해석하는 것을 제한합니다. 5단계 (AER 및 균등론 적용): 침해 판단 시 구성요소 완비의 원칙(AER)을 적용하되, 우회 설계를 포섭하기 위해 균등론(DOE)을 보완적으로 적용합니다.

이 프레임워크를 입력한 후 다음과 같이 검증을 요청하였습니다.

PROMPT 4
모든 출처를 면밀히 분석할 때, 실무적인 청구범위 해석 원칙과 프레임워크를 작성해보았다. 이를 평가하라.

그 결과, 판례와의 정합성에 대한 긍정적인 평가를 얻을 수 있었으며, 동시에 일부 보완이 필요한 지점에 대한 개선안도 함께 제시받을 수 있었습니다. 이와 같은 과정은 단순한 정보 수집을 넘어, 다음과 같은 반복 구조를 형성합니다.

👉 판례 기반 법리 추출  →  사용자 지식 주입  →  재검증

이 구조를 통해 LLM의 환각(Hallucination) 한계를 보완하면서도, 실무적으로 바로 활용 가능한 수준의 객관적인 결과를 도출할 수 있습니다.

(다음 편에서는 이 데이터를 바탕으로 클로드(Claude) Skill 생성을 위한 가이드 작성 및 보완 방법을 계속 다루겠습니다.)

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