A brief discussion on how to use [prompt engineering] to empower your business scenarios

Master the forensics tools of the AI era and use the big models for your benefit.
Core content:
1. The explosive iteration of AI big models and industry disruption
2. The key role of prompt engineering in AI forensics
3. The definition, importance and application practice of prompt engineering
【 Preface 】
The large model (LLM) has experienced explosive iterations since 25 years ago. It is really hard to keep up with the new technology every day, let alone keep up with the pace of learning. In fact, this is not important. The first thing to learn any knowledge is to "demystify" it, and the second thing is to "disassemble its key elements" and then find the essence. After finding the essence, it is much easier to learn.
Especially this year, I found that AI is subverting the underlying structure of every industry. Especially this year, DeepSeek has accelerated the public's understanding of big models. When it became popular at the beginning of the year, almost everyone was discussing what DeepSeek is. This phenomenon is almost rare. When everyone is discussing a technology term, it means that a technological revolution is about to accelerate (the era of technological equality is coming, and the "hundred schools of thought" in the technology community). I am not exaggerating, but we have reached a milestone stage. The emergence of this term means that big models have crossed professional circles and reached public awareness, which means that some potential disruptive changes have begun to surge undercurrents. This is an unprecedented opportunity. Whoever gets it first will have the first-mover advantage and can define the next generation of solutions for the forensics industry.
In the past few weeks, Guotou Intelligent and other manufacturers have successively released new products in the AI forensics series, which has confirmed that this year will definitely be the first year of the explosion of AI forensics products. The popularity of DeepSeek has also promoted the accelerated empowerment of AI in the industry. Some smarter and more comprehensive forensics products will usher in a big explosion.
This is not the point. The point is that with so many AI forensics products emerging, how should we use them?
I would say “ Cue engineering is reshaping the core capabilities of our forensics.”
A characteristic of large models is that they become stronger when facing stronger opponents . The user's input ability can determine the upper limit of AI's output .
Of course, prompt engineering is not a panacea , but the lack of prompt engineering capabilities will seriously limit the effectiveness of AI . This article will also start to "demystify" prompt engineering and try to let us understand its essence.
【Chapter 1】 Overview of Prompt Engineering
Before we start talking about this, we need to understand two issues. The first issue is:
01 Why should we learn “prompt engineering ” ?
You should know that future forensic technology and business will inevitably be deeply integrated with artificial intelligence ( AI ) - mastering the prompting project is equivalent to mastering the key to make AI " speak the truth " . If you don't know how to ask the right questions and design the prompting words carefully, it's like having a powerful universal tool but not knowing how to use it. The big model is strong when it encounters strong forces and weak when it encounters weak forces. Its upper limit depends on the upper limit of the person who uses it. People who can skillfully use the prompting project can quickly stand out in a large number of business scenarios.
In the new era, AI will not replace you, but people who know how to use AI will. In the future, using AI will become a basic requirement, just like Powerpoint and Excel 30 years ago . AI will accelerate the implementation of our ideas and push them to new heights. If you keep up the pace, maybe you will be the next "Sherlock Holmes" .
02 What is prompt engineering?
Let's first look at the official definition:
Prompt engineering is a relatively new discipline that specializes in developing and optimizing prompts to efficiently use language models ( LMs ) for a variety of applications and research topics. Prompt engineering is the process by which you guide a Generative Artificial Intelligence ( GAI ) solution to produce a desired output. Although GAI seeks to mimic humans, it still requires detailed instructions to create high-quality and relevant output. In prompt engineering, you select the most appropriate formats, phrases, words, and symbols to guide the AI to engage with users more meaningfully. Prompt engineers use a creative and trial-and-error approach to build a collection of input words so the GAI of an application works as expected.
My understanding
“Prompt engineering is a way of communicating with AI”
This expression has three specific principles :
2. Write clear and specific prompts: Clear and specific questions can help the big model focus and not diverge, reducing the illusion of the big model.
3. Write structured prompts : The more dimensions you have, the deeper the big model will understand you and the better it will understand your intentions.
So to sum up, I think prompt engineering is essentially an art of expression, an art of communicating with AI. It seems complicated, but it is actually very simple.
Without further ado, let’s get straight to the point. Below is a typical prompt word framework I found on the Internet. I will demonstrate it using appropriate scenarios.
【Chapter 2 】14 common prompt word frameworks and examples
1 Prompt word frame: CO-STAR
Framework Description
In case analysis and problem solving scenarios, clarity and structure are crucial.
Context (C): Set the background of the case
Output or Objective (O): Clarify the research objectives
Specificity or Style (S): Specificity or style of case analysis
Task or Tone (T): The task to be completed or the tone
Assumption or Audience (A): Assumptions or audiences in case analysis
Requirements or Response (R): Elements that must be included in the analysis report or assessment opinion
Prompt word example
# Context
A transnational money laundering case involving multiple suspects and multiple overseas accounts. The case involves the interests of multiple parties and is difficult to investigate. It has now entered the judicial trial stage.
# Target #
* Clarify the key facts and legal disputes of the case.
* Make investigative and judicial recommendations based on evidence.
#Styling #
Use professional, rigorous and legally logical language. The report should be clear and the legal provisions should be quoted accurately and appropriately.
# Tone #
Be fair and objective, and maintain rationality and logical analysis.
# Audience #
The public prosecution department of the procuratorate, the judges of the court, and the legal team related to the case.
# Response
The analysis report must include the case background, the persons involved, the main points of dispute, analysis of key evidence, opinions on the application of law, and conclusions and suggestions. If you need to list the main points, you can use a list format, with a ⚖️ (scale) Emoji before each point to distinguish them.
2 Prompt word framework: RASCEF
Framework Description
The RASCEF framework provides a comprehensive structure that covers roles, actions, steps, context, examples, and format, making it possible to present ideas and conclusions in an orderly manner during case development.
Role: You need AI to play a specific role in case analysis (such as prosecutor, judicial assistant, lawyer, etc.).
Action: The specific task or analysis that the AI needs to complete.
Script (steps): The logical steps that AI needs to follow to complete case analysis.
Content: case background, main evidence, legal basis, etc.
Example: Used to help AI understand the depth and required style of case analysis.
Format: The form in which AI outputs its analysis report or opinion.
# Role
Description: You are expected to play the role of a senior assistant prosecutor.
Features: Familiar with criminal law and criminal procedure law, and able to conduct in-depth analysis of complex cross-regional crimes.
# Action
Task: Provide suggestions for strengthening the weak links in the chain of evidence in this case and make preliminary suggestions on the sentencing of the suspect.
# script
1. Investigate the legitimacy and integrity of existing sources of evidence.
2. Analyze the connections between suspects and their principal-accessory relationships.
3. Determine the applicable legal provisions and sentencing range.
4. Propose areas that require further investigation or reinforcement.
# content
Case background: A case involving suspected financial fraud involving a huge amount of money, multiple defendants committing crimes across provinces, and many victims.
Legal basis: relevant provisions of the Criminal Law on fraud, joint crime and multiple punishments for multiple crimes, and the provisions of the Criminal Procedure Law on evidence collection standards.
# Example
A brief analysis can be provided. For example: Can the existing evidence prove that there is a clear joint criminal intent between the defendants? Is it necessary to further supplement it from bank statements, communication records, etc.?
# Format
Report format: Divided into chapters, it includes five parts: "Case Overview", "Evidence Analysis", "Application of Law", "Investigation Recommendations" and "Conclusion".
3 prompt word frame: BROKE
Framework Description
The BROKE framework emphasizes providing users with goal-oriented outputs and continuously optimizing research and judgment ideas under clear case contexts and roles.
Background: Explain the background of the case and provide sufficient information.
Role: Specify the role you want the AI to play.
Objectives: The goals that AI aims to achieve in case analysis.
Key Result: Specific requirements for the analysis report or opinion.
Evolve: Continuously improve our research and judgment based on feedback or case progress.
Prompt word example
# Capacity and Role
Description: You are expected to play the role of an experienced criminal trial judge's assistant.
Features: Possess trial experience, and be able to comprehensively consider case facts and flexibly apply the law.
# Insight
Case information: This is a case of embezzlement. The defendant used his position to embezzle company funds, and the amount involved was large.
Background: The company’s finances have been preliminarily audited and the chain of evidence is relatively complete, but further investigation is still needed to determine whether the suspect is involved in other economic crimes.
# Statement
Description: Please analyze the characterization and sentencing of this case, and assess whether there are any special circumstances that may aggravate or mitigate the sentence.
Importance: This case may trigger internal shareholder conflicts within the company and have a significant impact on society, so it needs to be handled with caution.
# Personality
Style: Professional, rigorous, well-reasoned, and with appropriate citations of legal provisions and judicial interpretations.
Example: The crime of embezzlement can be analyzed from three aspects: the constituent elements of the crime, the integrity of the chain of evidence, and the aggravating or mitigating circumstances.
# Experiment
Description: If possible, please make arguments from the perspective of "the prosecution's accusation" and "the defense lawyer's defense" respectively to demonstrate the analytical thinking of different standpoints.
Purpose: To help further examine the robustness of case evidence and the accuracy of legal application.
4 Cue word framework: CRISPE
Framework Description
The CRISPE framework focuses more on the role and context of AI. It is particularly suitable for scenarios where AI is required to play a specific legal role or complete analysis and judgment tasks in the context of a specific case.
Capacity and Role: Tell the AI what legal profession or case analysis role it needs to play.
Insight: Provide background information on the case and why you asked him to play this role.
Statement (task): Describe the research or analysis task you need him to do.
Personality (format): Tells the AI the style, method, and format of the output.
Experiment: If multiple analysis perspectives or examples are needed, they can be listed here.
Prompt word example
# Capacity and Role
Description: You are expected to play the role of an experienced criminal trial judge's assistant.
Features: Possess trial experience, and be able to comprehensively consider case facts and flexibly apply the law.
# Insight
Case information: This is a case of embezzlement. The defendant used his position to embezzle company funds, and the amount involved was large.
Background: The company’s finances have been preliminarily audited and the chain of evidence is relatively complete, but further investigation is still needed to determine whether the suspect is involved in other economic crimes.
# Statement
Description: Please analyze the characterization and sentencing of this case, and assess whether there are any special circumstances that may aggravate or mitigate the sentence.
Importance: This case may trigger internal shareholder conflicts within the company and have a significant impact on society, so it needs to be handled with caution.
# Personality
Style: Professional, rigorous, well-reasoned, and with appropriate citations of legal provisions and judicial interpretations.
Example: The crime of embezzlement can be analyzed from three aspects: the constituent elements of the crime, the integrity of the chain of evidence, and the aggravating or mitigating circumstances.
# Experiment
Description: If possible, please make arguments from the perspective of "the prosecution's accusation" and "the defense lawyer's defense" respectively to demonstrate the analytical thinking of different standpoints.
Purpose: To help further examine the robustness of case evidence and the accuracy of legal application.
5 Prompt word framework: ICIO
Framework Description
The ICIO framework focuses on the clarity of tasks and the format of outputs, and is suitable for scenarios where precise guidance of cases is required.
Instruction: The core task you want AI to complete in case analysis.
Context: Provide AI with case background information to guide the model to make analysis that meets the needs.
Input Data: Tells the AI what case materials or evidence it needs to process.
Output Indicator (output format): The format in which AI is required to present the analysis results.
Prompt word example
# Instruction
Description: Please organize the key information from the following investigation transcript into a brief summary of the case facts.
Importance: Accurate extraction of case facts has a significant impact on subsequent legal characterization and judgment.
# Context
Scenario: The investigation record is from a cross-provincial smuggling case involving multiple persons from different regions.
Purpose: The case outline needs to be submitted to the procuratorate, and the content should be concise and clear.
# Input Data
"During the interrogation, the suspect Wang confessed his method of smuggling high-end electronic products into the country by hiding them in containers at the port... (Some contents of the transcript are omitted here)."
# Output Indicator
Style: Formal, accurate, and in line with judicial writing standards.
Note: You must ensure that the facts are described objectively without any subjective speculation.
6 Prompt word frame: COAST
Framework Description
The COAST framework stands for:
Context: Provides background information for case investigation and analysis.
Objective: Clarify the goal of case analysis.
Actions: Tell AI what needs to be done during the analysis process.
Scenario: Provide more specific case scenario or incident description.
Task: clearly define the final research and judgment results or report form that needs to be given.
Prompt word example
Context:
This case involves a criminal case of environmental pollution. The factory illegally discharged harmful wastewater, causing serious pollution to local water sources.
Objective:
It is necessary to determine the extent of the responsibility of the factory involved and whether the statutory elements of the crime of environmental pollution are met through research and judgment.
Actions:
1. Analyze the factory’s wastewater discharge records and test reports.
2. Check the data from the local environmental monitoring department with the company’s self-inspection data.
3. Investigate whether there is deliberate discharge and regulatory circumvention.
Scenario:
The factory is located in the suburbs of the city, not far from the residential area. There have been many cases of physical discomfort caused by drinking water pollution. After repeated warnings from the local environmental protection department were ineffective, the police were called.
Task:
You are required to prepare a professional case analysis report, which is divided into four parts: "Case Summary", "Verification of Illegal Facts", "Comparison with Laws and Regulations", and "Investigation Conclusion", and put forward suggestions for the handling of the persons involved in the case.
7 Prompt word frame: TRACE
Framework Description
The TRACE framework stands for:
Task: Explain the objectives of the case study to the LLM in detail.
Request: Describe what form of opinion or report you need it to give you.
Action: Tell LLM what specific analysis steps or work needs to be done.
Context: Provides more detailed background information of the case.
Example: Gives a reference example to help LLM output results more accurately.
Prompt word example
Task:
Analyzing a suspected case of occupational corruption requires a comprehensive assessment of the flow of funds involved, the suspect’s personal accounts, and the company’s financial data.
Request:
Please provide a detailed research and judgment report, including the case background, introduction of the persons involved, key evidence and witness testimony, applicable law and sentencing recommendations. The report should be presented in a point-by-point format.
Action:
1. Retrieve and review the suspect’s bank statements and company accounts.
2. Check the discrepancies between the company’s financial data and the suspect’s personal spending records.
3. Cite relevant legal provisions and conduct analysis based on cases.
Context:
The suspect served as the company's financial director. At the time of the incident, large abnormal expenditures appeared in the company's accounts. The internal audit results showed that the suspect may have used his position to embezzle company funds.
Example:
The writing method of the "key evidence" section can be listed as an example, such as:
- By comparing bank statements, it was found that the suspect purchased a large number of luxury goods at a later stage of the company's abnormal expenditure.
- Witness testimony showed that the suspect had approved multiple funds on his own during internal meetings.
Present the report structure in this way to ensure that each section is clearly visible and logically coherent.
8 Prompt Word Framework: ROSES
Framework Description
The ROSES framework represents:
Role: Let the LLM play a specified role or identity in the context.
Objective: It can also be understood as Purpose, that is, the goal. Accurately describe the goal of case analysis to the LLM.
Scenario: Provides case background, context and other information to help LLM understand the full picture of the case.
Expected Solution: Clarify the expected research and judgment results and final output.
Steps: Let LLM explain in detail the analysis steps, reasoning process or chain of thought (CoT) to ensure the scientificity and rationality of the research conclusions.
Prompt word example
Role:
Please play the role of a senior anti-money laundering investigator, responsible for analyzing a cross-border money laundering case.
Objective:
It is necessary to clarify the suspect's capital flow, potential partners and key links in the money laundering chain to provide reference opinions for subsequent judicial proceedings.
Scenario:
The funds involved in this case are complex, and it is suspected that the illegal proceeds were transferred through multiple layers of bank accounts and offshore companies. The investigation department has initially obtained some evidence, but still needs to analyze the flow of funds and the background of the people involved from a professional perspective.
Expected Solution:
I hope to get a systematic research report, including:
1. A relationship diagram of the main persons involved, accounts and company structures.
2. Analysis of the legitimacy and suspicious aspects of each transfer node.
3. Suggestions for further investigation and strengthening of the investigation.
Steps:
You must explain step by step how you compared the account flow, how you identified suspicious transactions, identified possible offshore company "shell" operations, and explained the laws and regulations you relied on (such as the Anti-Money Laundering Law and relevant provisions of the Criminal Law). Please make sure that your conclusions are well-founded and clearly organized.
9 Prompt word frame: RISE
Framework Description
The RISE framework stands for:
Role: Allows the LLM to play a specified role or identity in the context.
Input: Provide LLM with case details, evidence and other information for subsequent analysis.
Steps: Let LLM analyze and explain the research ideas and basis step by step.
Expectation: Make it clear what final conclusion or presentation you want to get from the LLM.
Prompt word example
Role:
I need you to play the role of a professional telecommunications fraud case analyst and provide investigative advice to the public security authorities.
Input:
Case background: Victims in multiple provinces and cities reported cases, all of whom were defrauded by the same rhetoric of "customer service refund", and the phone numbers and bank accounts involved in the case were circulated across provinces. The police have obtained some call recordings and bank flow information.
Steps:
1. Check the "phishing tactics" commonly used by fraudsters based on the timestamp of the call recording;
2. Compare bank statements, analyze the rules of fund transfers, and identify possible accomplices or account splitting mechanisms;
3. Combine existing cross-regional information to initially identify fraud dens or upstream organizations;
4. Explain the technical or legal means (such as communication big data screening, provisions on fraud in the Criminal Law) used to make the analysis and judgment.
Expectation:
I need a complete case study report, including:
-Summary of fraud methods and speech patterns
- Funds flow chart and suspicious account list
-Feasibility suggestions for further investigation and arrest
Please ensure that the report content is logically clear, has sufficient evidence, and can be directly used by public security organs.
10 Prompt word frame: RACE
Framework Description
The RACE framework stands for:
Role: Indicates the role of the LLM in case analysis.
Action: Describe in detail what you want the LLM to do.
Context: Provide case background, key evidence, or investigation status, etc.
Expectation: Clarify the final desired outcome or form of research and judgment.
Prompt word example
Role:
You are a legal consultant engaged in environmental law research, responsible for conducting legal analysis on a criminal case involving suspected environmental pollution.
Action:
1. Evaluate whether the pollutants discharged by the enterprise exceed the legal standards;
2. Check the discrepancy between the test data of the environmental protection department and the self-test data of the enterprise;
3. Analyze whether the enterprise is suspected of deliberately evading supervision during the production process;
4. Start from the legislative provisions of the Criminal Law on environmental pollution crimes and make a qualitative assessment based on judicial interpretations.
Context:
The company is located upstream of the river, and residents nearby have frequently sought medical treatment due to deteriorating water quality, which has aroused widespread social concern. The environmental protection department has issued multiple warnings, but the company has not made adequate rectifications, and the local police eventually opened a case for investigation.
Expectation:
I hope you can give a professional and feasible legal opinion, including:
-Key controversial points and evidence list of the case
-Analysis of applicable laws and possible scope of criminal liability
- Recommendations on penalties for companies and relevant responsible persons
-Focus areas for follow-up investigation and monitoring
Please ensure that your opinions are clear and can be directly adopted by the procuratorate and the court.
11 Prompt word frame: CARE
Framework Description
The CARE framework stands for:
Context: Provide LLM with case background information.
Action: Tell LLM the research or analysis task that needs to be completed.
Result: Describes the expected output content or final conclusion.
Example: A detailed example can be provided to help LLM understand the analytical dimensions and writing style.
Prompt word example
Context:
This case is a criminal case involving inter-provincial drug trafficking. The main suspect used logistics express delivery to distribute drugs to multiple locations. The police have seized some drugs and related express delivery documents.
Action:
You need to sort out the logistics and express information, financial transactions, and communication records between suspects in the case to determine their organizational form and hierarchy. You also need to evaluate whether the existing evidence can point to the main culprit and whether further investigation of accomplices is needed.
Result:
I hope to get a detailed case assessment report, including:
1. Identity information and division of labor of the main criminal suspects
2. The main flow chart of capital transactions and drug logistics
3. Legal qualitative advice: whether it is suspected of joint crime of drug trafficking, and reference for sentencing range
4. The key direction and evidence collection focus for the next step of investigation
Example:
For example, you can first list the suspect's name (or code name), the frequency of call records, and the timetable for the shipment and receipt of goods in the report, and then use a concise list to point out the facts pointed to by each piece of evidence. Finally, in the "legal characterization" section, briefly quote the corresponding provisions of the criminal law and judicial interpretations, and put forward your views on the aggravating or mitigating circumstances.
12 Prompt word frame: TAG
Framework Description
The TAG framework stands for:
Task: Use one sentence to accurately describe the main task of case analysis.
Action: Based on the task, list the steps or key points that the LLM needs to complete in the assessment.
Goal: Describe the final research output or result required.
Prompt word example
Task:
Investigate a case of corporate financial fraud involving inflated sales and falsified financial statements.
Action:
1. Check the company's financial statements and audit records over the years to find out abnormal data;
2. Compare bank statements with actual goods circulation to identify the specific methods of inflating revenue;
3. Analyze the specific responsibilities of the company's management or financial managers and internal collusion;
4. Characterize according to the relevant provisions of the Criminal Law on financial fraud or false financial information.
Goal:
A complete assessment report that can be submitted to the judicial authorities is required, including:
-Key evidence of false financial data
-Possible crimes and corresponding criminal responsibilities
- Specific legal opinions for each relevant responsible person
- Suggestions for additional investigation or evidence collection
The report must be logically rigorous, with evidence and opinions corresponding to each other, so as to be convenient for use by the procuratorate and the court.
13 Prompt word framework: APE
Framework Description
The APE framework stands for:
Action: The specific work or analysis task you want the big model to complete.
Purpose: The purpose and significance of this task.
Expectation: Your expectations or requirements for the content and form of the final output.
Prompt word example
Action:
Please prepare a one-month investigation plan for me to investigate a cross-border money laundering case. The plan must clearly define the daily or weekly investigation focus, including arrangements for key links such as bank statements, offshore accounts, and interrogations of relevant personnel, to ensure that the investigation progress is consistent and there is no duplication of evidence.
Purpose:
I hope that through this investigation plan, we can systematically deploy various investigative measures to avoid missing key evidence or wasting investigative resources. This plan is designed to help the investigation team improve efficiency, comply with legal procedures, and form a complete chain of evidence as soon as possible.
Expectation:
I expect to receive a detailed and executable investigation plan, including:
1. List of reconnaissance tasks for each stage;
2. Required departmental collaboration (such as financial regulatory agencies, international judicial assistance, etc.);
3. Possible legal and procedural obstacles and contingency plans;
4. Suggestions on the investigation time and priority of each link.
Please ensure that the planning ideas are clear, the logic is sound, and that it can fully meet the special requirements of cross-border investigations.
14 Prompt word frame: ERA
Framework Description
The ERA framework stands for:
Expectation: Clearly state the research results or report format you want.
Role: Specifies what professional identity or role the big model plays in the conversation or analysis.
Action: Tell the big model what specific analysis it needs to do or what conclusions it needs to provide.
Prompt word example
Expectation:
I want to clarify whether the current evidence is sufficient to establish a case, prosecute or convict in this criminal case of suspected financial fraud, and I also want to identify whether there are any potential accomplices or other charges.
Role:
You are a senior financial crime prosecutor, familiar with company financial data review, bank flow investigation, and the relevant provisions and judicial interpretations of the Criminal Law regarding financial and economic crimes.
Action:
Based on the existing materials (including inflated sales contracts, bank statements, internal audit reports, etc.), please write a case study opinion letter, including:
1. The main suspects in the case and their positions or roles in the company;
2. The methods, scale and possible motivations of inflating financial data;
3. The degree of matching between the existing evidence and the legal provisions, and whether there are any areas where the evidence is insufficient;
4. Suggest the direction of the next step of additional investigation (such as additional audit, questioning key witnesses or obtaining more bank statements);
5. Reference for possible crimes and sentencing ranges.
Please ensure that the report is clearly organized and well-argued so that it can be used directly by the prosecution or trial authorities.
【Chapter 3 】Application cases of prompt engineering in case judgment
Please refer to my historical articles for details. I will continue to update this series...
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【Written at the end 】
With the comprehensive penetration of prompt engineering in the field of law and evidence collection
We are heading towards a new era of mutual empowerment between individuals and big models
It not only brought about a profound change in the way cases were handled ,
It is also reshaping the thinking mode and ability boundaries of witnesses
From mundane questions to creative collaboration
From superficial conversation to detailed reasoning
The design of each question becomes the starting point for a breakthrough in the case
Every word is our strength to defend justice
......
Good night
2025-03-20-02:22