From cdc2c4ead66bb522fc6879b0b9f9db70ad246b38 Mon Sep 17 00:00:00 2001 From: ntnt Date: Tue, 17 Mar 2026 22:39:05 +0800 Subject: [PATCH] fix: bugs-04 --- backend/app/api/v1/assessments.py | 2 + backend/app/api/v1/images.py | 46 ++ backend/app/api/v1/transactions.py | 24 +- backend/app/rules/transit_rules.py | 28 + backend/app/schemas/image.py | 5 + backend/app/schemas/transaction.py | 15 + backend/app/services/case_service.py | 10 +- backend/app/services/matching_service.py | 11 +- backend/tests/test_rules.py | 28 +- docs/competition-book/Makefile | 9 + docs/competition-book/build.sh | 5 + .../competition-book/chapters/01-overview.tex | 66 ++ docs/competition-book/chapters/02-demand.tex | 88 +++ .../competition-book/chapters/03-solution.tex | 89 +++ .../chapters/04-mechanism.tex | 140 ++++ .../chapters/05-implementation.tex | 117 +++ .../chapters/06-innovation.tex | 72 ++ .../chapters/07-application.tex | 77 ++ .../chapters/08-conclusion.tex | 16 + .../competition-book/chapters/09-appendix.tex | 41 ++ docs/competition-book/main.aux | 115 +++ docs/competition-book/main.out | 64 ++ docs/competition-book/main.pdf | Bin 0 -> 289586 bytes docs/competition-book/main.tex | 65 ++ docs/competition-book/main.toc | 64 ++ docs/competition-book/preamble.tex | 86 +++ docs/competition-plan.md | 416 +++++++++++ docs/project-book/.gitignore | 11 - docs/project-book/Makefile | 19 - docs/project-book/build.sh | 21 - docs/project-book/chapters/.gitkeep | 1 - .../project-book/chapters/01-introduction.tex | 30 - docs/project-book/chapters/02-background.tex | 52 -- .../chapters/03-demand-analysis.tex | 100 --- .../project-book/chapters/04-architecture.tex | 93 --- .../chapters/05-implementation.tex | 74 -- docs/project-book/chapters/06-innovation.tex | 66 -- docs/project-book/chapters/07-evaluation.tex | 64 -- docs/project-book/chapters/08-conclusion.tex | 24 - docs/project-book/chapters/appendix-a-api.tex | 31 - .../chapters/appendix-b-models.tex | 23 - .../chapters/appendix-c-figures.tex | 36 - .../chapters/appendix-d-video.tex | 34 - docs/project-book/chapters/appendix-e-qa.tex | 31 - docs/project-book/figures/README.md | 43 -- docs/project-book/main.tex | 78 -- docs/project-book/preamble.tex | 80 --- docs/project-book/tables/.gitkeep | 1 - ...½â€œæ™ºæ…§+警务â€AI智能体大赛10页PPT大纲与讲稿.md | 324 --------- docs/全国“智慧+警务â€AI智能体大赛å‚赛方案.md | 675 ------------------ 50 files changed, 1694 insertions(+), 1916 deletions(-) create mode 100644 docs/competition-book/Makefile create mode 100755 docs/competition-book/build.sh create mode 100644 docs/competition-book/chapters/01-overview.tex create mode 100644 docs/competition-book/chapters/02-demand.tex create mode 100644 docs/competition-book/chapters/03-solution.tex create mode 100644 docs/competition-book/chapters/04-mechanism.tex create mode 100644 docs/competition-book/chapters/05-implementation.tex create mode 100644 docs/competition-book/chapters/06-innovation.tex create mode 100644 docs/competition-book/chapters/07-application.tex create mode 100644 docs/competition-book/chapters/08-conclusion.tex create mode 100644 docs/competition-book/chapters/09-appendix.tex create mode 100644 docs/competition-book/main.aux create mode 100644 docs/competition-book/main.out create mode 100644 docs/competition-book/main.pdf create mode 100644 docs/competition-book/main.tex create mode 100644 docs/competition-book/main.toc create mode 100644 docs/competition-book/preamble.tex create mode 100644 docs/competition-plan.md delete mode 100644 docs/project-book/.gitignore delete mode 100644 docs/project-book/Makefile delete mode 100644 docs/project-book/build.sh delete mode 100644 docs/project-book/chapters/.gitkeep delete mode 100644 docs/project-book/chapters/01-introduction.tex delete mode 100644 docs/project-book/chapters/02-background.tex delete mode 100644 docs/project-book/chapters/03-demand-analysis.tex delete mode 100644 docs/project-book/chapters/04-architecture.tex delete mode 100644 docs/project-book/chapters/05-implementation.tex delete mode 100644 docs/project-book/chapters/06-innovation.tex delete mode 100644 docs/project-book/chapters/07-evaluation.tex delete mode 100644 docs/project-book/chapters/08-conclusion.tex delete mode 100644 docs/project-book/chapters/appendix-a-api.tex delete mode 100644 docs/project-book/chapters/appendix-b-models.tex delete mode 100644 docs/project-book/chapters/appendix-c-figures.tex delete mode 100644 docs/project-book/chapters/appendix-d-video.tex delete mode 100644 docs/project-book/chapters/appendix-e-qa.tex delete mode 100644 docs/project-book/figures/README.md delete mode 100644 docs/project-book/main.tex delete mode 100644 docs/project-book/preamble.tex delete mode 100644 docs/project-book/tables/.gitkeep delete mode 100644 docs/全国“智慧+警务â€AI智能体大赛10页PPT大纲与讲稿.md delete mode 100644 docs/全国“智慧+警务â€AI智能体大赛å‚赛方案.md diff --git a/backend/app/api/v1/assessments.py b/backend/app/api/v1/assessments.py index 7139e01..e68bf1d 100644 --- a/backend/app/api/v1/assessments.py +++ b/backend/app/api/v1/assessments.py @@ -16,6 +16,7 @@ from app.schemas.assessment import ( InquirySuggestionOut, ) from app.services.assessment_service import generate_inquiry_suggestions +from app.services.case_service import recalculate_case_total router = APIRouter() @@ -48,6 +49,7 @@ async def review_assessment( "reviewed_by": body.reviewed_by, "reviewed_at": datetime.now(timezone.utc), }) + await recalculate_case_total(assessment.case_id, db) # eager-load the transaction relationship to avoid lazy-load in async context result = await db.execute( diff --git a/backend/app/api/v1/images.py b/backend/app/api/v1/images.py index d313b2d..482cb80 100644 --- a/backend/app/api/v1/images.py +++ b/backend/app/api/v1/images.py @@ -15,11 +15,13 @@ from app.schemas.image import ( ImageOut, ImageDetailOut, OcrFieldCorrection, + OcrBlockUpdateIn, CaseOcrStartIn, CaseImagesDeleteIn, ) from app.utils.hash import sha256_file from app.utils.file_storage import save_upload +from app.models.ocr_block import OcrBlock router = APIRouter() @@ -149,6 +151,50 @@ async def correct_ocr( return {"message": "修正已ä¿å­˜", "corrections": len(corrections)} +@router.patch("/images/{image_id}/ocr-blocks") +async def update_ocr_blocks( + image_id: UUID, + blocks: list[OcrBlockUpdateIn], + db: AsyncSession = Depends(get_db), +): + repo = ImageRepository(db) + image = await repo.get(image_id) + if not image: + raise HTTPException(404, "截图ä¸å­˜åœ¨") + + existing = sorted(list(image.ocr_blocks), key=lambda b: b.seq_order) + total = len(blocks) + if total == 0: + return {"message": "未æ交å¯ä¿å­˜å†…容", "updated": 0} + + # Update existing blocks first. + min_len = min(len(existing), total) + for idx in range(min_len): + existing[idx].content = blocks[idx].content + existing[idx].confidence = blocks[idx].confidence + existing[idx].seq_order = idx + + # Create extra blocks if payload has more. + for idx in range(min_len, total): + db.add( + OcrBlock( + image_id=image_id, + content=blocks[idx].content, + bbox={}, + seq_order=idx, + confidence=blocks[idx].confidence, + ) + ) + + # Remove extra old blocks if payload has fewer. + for idx in range(total, len(existing)): + await db.delete(existing[idx]) + + await db.flush() + await db.commit() + return {"message": f"å·²ä¿å­˜ {total} æ¡OCR内容", "updated": total} + + @router.get("/images/{image_id}/file") async def get_image_file(image_id: UUID, db: AsyncSession = Depends(get_db)): repo = ImageRepository(db) diff --git a/backend/app/api/v1/transactions.py b/backend/app/api/v1/transactions.py index 8c6e633..8a48190 100644 --- a/backend/app/api/v1/transactions.py +++ b/backend/app/api/v1/transactions.py @@ -5,7 +5,12 @@ from sqlalchemy.ext.asyncio import AsyncSession from app.core.database import get_db from app.repositories.transaction_repo import TransactionRepository -from app.schemas.transaction import TransactionOut, TransactionListOut, FlowGraphOut +from app.schemas.transaction import ( + TransactionOut, + TransactionListOut, + FlowGraphOut, + TransactionUpdateIn, +) from app.services.flow_service import build_flow_graph router = APIRouter() @@ -31,6 +36,23 @@ async def get_transaction(tx_id: UUID, db: AsyncSession = Depends(get_db)): return tx +@router.patch("/transactions/{tx_id}", response_model=TransactionOut) +async def update_transaction( + tx_id: UUID, + body: TransactionUpdateIn, + db: AsyncSession = Depends(get_db), +): + repo = TransactionRepository(db) + tx = await repo.get(tx_id) + if not tx: + raise HTTPException(404, "交易ä¸å­˜åœ¨") + + update_data = body.model_dump(exclude_unset=True) + tx = await repo.update(tx, update_data) + await db.commit() + return tx + + @router.get("/cases/{case_id}/flows", response_model=FlowGraphOut) async def get_fund_flows(case_id: UUID, db: AsyncSession = Depends(get_db)): return await build_flow_graph(case_id, db) diff --git a/backend/app/rules/transit_rules.py b/backend/app/rules/transit_rules.py index 8b3ac06..0b310bd 100644 --- a/backend/app/rules/transit_rules.py +++ b/backend/app/rules/transit_rules.py @@ -4,9 +4,13 @@ Identifies transactions that are internal transfers between the victim's own accounts (e.g. bank -> Alipay -> WeChat) and should NOT be counted as fraud loss. """ +from datetime import datetime + from app.models.transaction import TransactionRecord SELF_KEYWORDS = ["本人", "自己", "ä½™é¢", "充值", "æ现", "银行å¡è½¬å…¥", "银行å¡å……值"] +FEE_TRANSIT_WINDOW_SECONDS = 120 +FEE_TOLERANCE_RATIO = 0.02 def is_self_transfer(tx: TransactionRecord, known_self_accounts: list[str]) -> bool: @@ -33,3 +37,27 @@ def is_self_transfer(tx: TransactionRecord, known_self_accounts: list[str]) -> b return True return False + + +def is_fee_tolerant_transit_pair(tx_a: TransactionRecord, tx_b: TransactionRecord) -> bool: + """Two-way transfer pattern: opposite direction, close time, similar amount.""" + if tx_a.direction.value == tx_b.direction.value: + return False + + amount_a = float(tx_a.amount or 0) + amount_b = float(tx_b.amount or 0) + if amount_a <= 0 or amount_b <= 0: + return False + + time_a = tx_a.trade_time + time_b = tx_b.trade_time + if not isinstance(time_a, datetime) or not isinstance(time_b, datetime): + return False + if abs((time_a - time_b).total_seconds()) > FEE_TRANSIT_WINDOW_SECONDS: + return False + + amount_base = max(amount_a, amount_b) + if amount_base <= 0: + return False + diff_ratio = abs(amount_a - amount_b) / amount_base + return diff_ratio <= FEE_TOLERANCE_RATIO diff --git a/backend/app/schemas/image.py b/backend/app/schemas/image.py index 59eded5..05412a1 100644 --- a/backend/app/schemas/image.py +++ b/backend/app/schemas/image.py @@ -35,6 +35,11 @@ class OcrFieldCorrection(CamelModel): new_value: str +class OcrBlockUpdateIn(CamelModel): + content: str + confidence: float = 0.5 + + class CaseOcrStartIn(CamelModel): include_done: bool = False image_ids: list[UUID] = [] diff --git a/backend/app/schemas/transaction.py b/backend/app/schemas/transaction.py index 75ed1f5..4c2a5ad 100644 --- a/backend/app/schemas/transaction.py +++ b/backend/app/schemas/transaction.py @@ -25,6 +25,21 @@ class TransactionOut(CamelModel): is_transit: bool +class TransactionUpdateIn(CamelModel): + source_app: SourceApp | None = None + trade_time: datetime | None = None + amount: float | None = None + direction: Direction | None = None + counterparty_name: str | None = None + counterparty_account: str | None = None + self_account_tail_no: str | None = None + order_no: str | None = None + remark: str | None = None + confidence: float | None = None + is_duplicate: bool | None = None + is_transit: bool | None = None + + class TransactionListOut(CamelModel): items: list[TransactionOut] total: int diff --git a/backend/app/services/case_service.py b/backend/app/services/case_service.py index 17cbd1c..f44f8b8 100644 --- a/backend/app/services/case_service.py +++ b/backend/app/services/case_service.py @@ -9,11 +9,17 @@ from app.models.assessment import FraudAssessment, ReviewStatus async def recalculate_case_total(case_id: UUID, db: AsyncSession) -> float: - """Recalculate and persist the total confirmed fraud amount for a case.""" + """Recalculate and persist the recognized fraud amount for a case. + + The case-level amount shown in case list/workspace represents the current + recognized amount after analysis, so it should include pending/confirmed/ + needs_info items and only exclude explicitly rejected records. + """ result = await db.execute( select(func.coalesce(func.sum(FraudAssessment.assessed_amount), 0)) .where(FraudAssessment.case_id == case_id) - .where(FraudAssessment.review_status == ReviewStatus.confirmed) + .where(FraudAssessment.assessed_amount > 0) + .where(FraudAssessment.review_status != ReviewStatus.rejected) ) total = float(result.scalar() or 0) case = await db.get(Case, case_id) diff --git a/backend/app/services/matching_service.py b/backend/app/services/matching_service.py index 50144b3..044d1ba 100644 --- a/backend/app/services/matching_service.py +++ b/backend/app/services/matching_service.py @@ -15,7 +15,7 @@ from app.models.transaction import TransactionRecord from app.models.transaction_cluster import TransactionCluster from app.repositories.transaction_repo import TransactionRepository from app.rules.dedup_rules import is_duplicate_pair -from app.rules.transit_rules import is_self_transfer +from app.rules.transit_rules import is_self_transfer, is_fee_tolerant_transit_pair async def run_matching(case_id: UUID, self_accounts: list[str], db: AsyncSession) -> None: @@ -70,6 +70,15 @@ async def run_matching(case_id: UUID, self_accounts: list[str], db: AsyncSession if is_self_transfer(tx, self_accounts): tx.is_transit = True + # Rule extension: if an in/out pair occurs within 2 minutes and + # amount difference is within 2% (e.g. fee), mark both as transit. + non_duplicate = [tx for tx in transactions if not tx.is_duplicate] + for i, tx_a in enumerate(non_duplicate): + for tx_b in non_duplicate[i + 1 :]: + if is_fee_tolerant_transit_pair(tx_a, tx_b): + tx_a.is_transit = True + tx_b.is_transit = True + await db.flush() diff --git a/backend/tests/test_rules.py b/backend/tests/test_rules.py index 5aacf59..53a7927 100644 --- a/backend/tests/test_rules.py +++ b/backend/tests/test_rules.py @@ -8,7 +8,7 @@ import pytest from app.models.transaction import Direction from app.models.evidence_image import SourceApp from app.rules.dedup_rules import is_duplicate_pair -from app.rules.transit_rules import is_self_transfer +from app.rules.transit_rules import is_self_transfer, is_fee_tolerant_transit_pair from app.rules.assessment_rules import classify_transaction @@ -79,6 +79,32 @@ class TestTransitRules: tx = _make_tx(counterparty_name="æŽ*åŽ", remark="投资款") assert not is_self_transfer(tx, []) + def test_fee_tolerant_pair_match(self): + out_tx = _make_tx( + direction=Direction.out, + amount=10000, + trade_time=datetime(2026, 3, 8, 10, 0, tzinfo=timezone.utc), + ) + in_tx = _make_tx( + direction=Direction.in_, + amount=9850, # 1.5% diff + trade_time=datetime(2026, 3, 8, 10, 1, 30, tzinfo=timezone.utc), + ) + assert is_fee_tolerant_transit_pair(out_tx, in_tx) + + def test_fee_tolerant_pair_time_window_exceeded(self): + out_tx = _make_tx( + direction=Direction.out, + amount=10000, + trade_time=datetime(2026, 3, 8, 10, 0, tzinfo=timezone.utc), + ) + in_tx = _make_tx( + direction=Direction.in_, + amount=9900, + trade_time=datetime(2026, 3, 8, 10, 3, 1, tzinfo=timezone.utc), + ) + assert not is_fee_tolerant_transit_pair(out_tx, in_tx) + class TestAssessmentRules: def test_transit_classified_as_low(self): diff --git a/docs/competition-book/Makefile b/docs/competition-book/Makefile new file mode 100644 index 0000000..92f2e5b --- /dev/null +++ b/docs/competition-book/Makefile @@ -0,0 +1,9 @@ +LATEX=xelatex +TARGET=main + +all: + $(LATEX) $(TARGET).tex + $(LATEX) $(TARGET).tex + +clean: + rm -f *.aux *.fdb_latexmk *.fls *.log *.out *.toc *.lof *.lot *.xdv *.synctex.gz diff --git a/docs/competition-book/build.sh b/docs/competition-book/build.sh new file mode 100755 index 0000000..50331f6 --- /dev/null +++ b/docs/competition-book/build.sh @@ -0,0 +1,5 @@ +#!/usr/bin/env bash +set -euo pipefail + +xelatex main.tex +xelatex main.tex diff --git a/docs/competition-book/chapters/01-overview.tex b/docs/competition-book/chapters/01-overview.tex new file mode 100644 index 0000000..86d7109 --- /dev/null +++ b/docs/competition-book/chapters/01-overview.tex @@ -0,0 +1,66 @@ +\chapter{项目背景与建设æ„义} + +\section{建设背景} + +è¿‘å¹´æ¥ï¼Œç”µä¿¡ç½‘络诈骗案件æŒç»­é«˜å‘，å—害人æ供的电å­æ”¯ä»˜è¯æ®å‘ˆçŽ°å‡ºæ¥æºå¹³å°å¤šã€æˆªå›¾æ•°é‡å¤§ã€é¡µé¢å½¢æ€æ‚ã€å†…容é‡å¤å±•ç¤ºé¢‘ç¹ç­‰ç‰¹å¾ã€‚基层派出所民警在制作å—害人笔录和核查被骗金é¢æ—¶ï¼Œå¾€å¾€éœ€è¦é¢å¯¹å¾®ä¿¡ã€æ”¯ä»˜å®ã€æ‰‹æœºé“¶è¡Œã€æ•°å­—钱包等多ç§æ”¯ä»˜æ¸ é“çš„è´¦å•æˆªå›¾ï¼Œäººå·¥é€å¼ æŸ¥çœ‹ã€æ‰‹å·¥ç™»è®°ã€äº¤å‰æ¯”对已æˆä¸ºé«˜é¢‘且高耗时工作。 + +现有处ç†æ–¹å¼ä¸»è¦ä¾èµ–个人ç»éªŒï¼Œå­˜åœ¨ä¸‰ä¸ªæ˜Žæ˜¾çŸ­æ¿ï¼šä¸€æ˜¯æˆªå›¾ä¹‹é—´ç¼ºä¹ç»Ÿä¸€ç»“构化表达，难以快速还原完整交易事实；二是åŒä¸€ç¬”资金在ä¸åŒé¡µé¢ã€ä¸åŒAPP中多次出现，容易导致é‡å¤è®¡ç®—或æ¼ç®—；三是本人账户中转ã€é€€æ¬¾è¿”还ã€ä½™é¢å……值等å¤æ‚情形仅凭å•å¼ æˆªå›¾éš¾ä»¥å‡†ç¡®è®¤å®šã€‚上述问题直接影å“被骗金é¢æ ¸ç®—准确性ã€ç¬”录质é‡å’Œæ¡ˆä»¶æ料整ç†æ•ˆçŽ‡ã€‚ + +\section{建设æ„义} + +本项目èšç„¦â€œå—害人资金核查â€è¿™ä¸€åŸºå±‚警务最刚性ã€æœ€é¢‘ç¹ã€æœ€æ˜“出错的环节，构建é¢å‘案件任务目标的多智能体ååŒè®¤å®šç³»ç»Ÿã€‚项目的建设æ„义主è¦ä½“现在以下三个方é¢ã€‚ + +\subsection{对一线办案的直接支撑} + +系统通过截图自动解æžã€äº¤æ˜“归并ã€èµ„金路径分æžã€è®¤å®šå¤æ ¸ã€ç¬”录辅助和报告导出，形æˆå®Œæ•´å¤„ç†é—­çŽ¯ï¼Œå°†åŽŸæœ¬åˆ†æ•£åœ¨æ°‘警个人ç»éªŒä¸­çš„æµç¨‹è§„则沉淀为å¯æ‰§è¡Œã€å¯å¤ç”¨çš„数字能力，有助于显著é™ä½ŽåŸºç¡€æ€§æ•´ç†å·¥ä½œé‡ã€‚ + +\subsection{对è¯æ®ç»„织方å¼çš„å‡çº§} + +项目将éžç»“构化截图æ料转化为案件级结构化资产，使图片è¯æ®ä¸å†åªæ˜¯é™„件，而是能够å‚与去é‡ã€å…³è”ã€è®¤å®šå’ŒæŠ¥å‘Šç”Ÿæˆçš„å¯è®¡ç®—对象。由此实现从“æ料堆积â€åˆ°â€œè¯æ®ç»„织â€çš„转å˜ã€‚ + +\subsection{对警务智能体应用范å¼çš„示范} + +本项目ä¸æ˜¯ç®€å•çš„OCR工具，也ä¸æ˜¯å•è½®é—®ç­”助手，而是围绕办案目标æŒç»­è°ƒç”¨è¯†åˆ«ã€è§„则ã€æŽ¨ç†å’Œå¤æ ¸èƒ½åŠ›çš„任务型智能体系统，具有较强的示范æ„义和å¯æŽ¨å¹¿ä»·å€¼ã€‚ + +\section{项目定ä½} + +本项目定ä½ä¸ºé¢å‘电信网络诈骗案件å—害人资金核查场景的警务专用认定系统，æœåŠ¡äºŽä»¥ä¸‹å…¸åž‹çŽ¯èŠ‚： + +\begin{itemize} + \item å—害人报案å—ç†åŽçš„è¯æ®åˆæ•´ï¼› + \item 笔录制作å‰çš„交易事实梳ç†ï¼› + \item 被骗金é¢è®¤å®šä¸Žäººå·¥å¤æ ¸ï¼› + \item 笔录内容快速生æˆä¸Žç›´æŽ¥æ’入； + \item 资金æµå‘分æžä¸Žæ¡ˆä»¶æ±‡æŠ¥ï¼› + \item 报告导出与åŽç»­ææ–™å¤ç”¨ã€‚ +\end{itemize} + +\begin{table}[H] + \centering + \caption{项目定ä½ä¸Žè­¦åŠ¡ä»·å€¼å¯¹åº”表} + \begin{tabularx}{\textwidth}{p{0.19\textwidth}p{0.27\textwidth}Y} + \toprule + 定ä½ç»´åº¦ & 具体对象 & 直接价值 \\ + \midrule + 使用对象 & 基层派出所民警ã€å诈岗ä½æ°‘è­¦ & é¢å‘真实办案过程，é™ä½Žé‡å¤æ€§äººå·¥æ•´ç†è´Ÿæ‹… \\ + 核心任务 & 多APP截图è¯æ®è§£æžä¸Žè¢«éª—金é¢è®¤å®š & 统一è¯æ®å£å¾„，æ高金é¢æ ¸ç®—效率与一致性 \\ + è¾“å‡ºå½¢æ€ & 交易明细ã€è®¤å®šç»“æžœã€è·¯å¾„图ã€é—®è¯¢å»ºè®®ã€ç¬”录内容ã€æŠ¥å‘Š & 既能辅助分æžï¼Œä¹Ÿèƒ½æ”¯æ’‘åŽç»­æ–‡ä¹¦ä¸Žæ±‡æŠ¥ \\ + åº”ç”¨æ–¹å¼ & 人机ååŒå¤æ ¸ & 兼顾效率ã€å¯è§£é‡Šæ€§ä¸Žå®¡æ…Žæ€§ \\ + 推广范围 & 电诈ã€æ¶‰ç½‘资金案件ã€ç”µå­æ”¯ä»˜è¯æ®å½’集场景 & 具备跨场景å¤ç”¨ç©ºé—´ \\ + \bottomrule + \end{tabularx} +\end{table} + +\placeholderwidefigure{建议放置“项目总体价值示æ„图â€æˆ–“传统人工处ç†ä¸Žç³»ç»Ÿè¾…助处ç†å¯¹æ¯”æµç¨‹å›¾â€ã€‚æ­£å¼æ交时，å¯ç”¨ä¸€é¡µå›¾å±•ç¤ºæ°‘警传统处ç†é“¾è·¯ä¸Žç³»ç»Ÿå¤„ç†é“¾è·¯çš„差异。} + +\section{建设目标} + +项目的总体目标å¯ä»¥æ¦‚括为“让碎片化截图è¯æ®è‡ªåŠ¨è½¬åŒ–为å¯è®¤å®šã€å¯å¤æ ¸ã€å¯åŠžæ¡ˆçš„资金事实â€ã€‚围绕该目标，系统设定以下建设目标： + +\begin{enumerate} + \item 实现对多æºè´¦å•æˆªå›¾çš„统一识别与字段抽å–ï¼› + \item 实现跨平å°äº¤æ˜“归并ã€é‡å¤äº¤æ˜“识别与本人账户中转识别； + \item 实现é¢å‘办案语境的被骗金é¢åˆ†å±‚认定与ç†ç”±ç”Ÿæˆï¼› + \item 实现人工å¤æ ¸ã€ç¬”录辅助ã€é—®è¯¢æ示和è¯æ®åŒ–报告输出闭环； + \item 为åŽç»­è§„模化推广奠定标准化æµç¨‹å’Œæ•°æ®åŸºç¡€ã€‚ +\end{enumerate} diff --git a/docs/competition-book/chapters/02-demand.tex b/docs/competition-book/chapters/02-demand.tex new file mode 100644 index 0000000..ee45d87 --- /dev/null +++ b/docs/competition-book/chapters/02-demand.tex @@ -0,0 +1,88 @@ +\chapter{场景痛点与需求分æž} + +\section{业务场景还原} + +基层民警在接报电信网络诈骗案件时，å—害人通常会åŒæ—¶æ供多个APP内的账å•æˆªå›¾ï¼ŒåŒ…括支付æˆåŠŸé¡µã€è´¦å•è¯¦æƒ…页ã€é“¶è¡Œå¡æµæ°´é¡µã€èŠå¤©è½¬è´¦é¡µã€å……值记录页等。ä¸åŒæˆªå›¾ä¹‹é—´æ—¢å­˜åœ¨äº’补信æ¯ï¼Œä¹Ÿå­˜åœ¨å¤§é‡é‡å¤å±•ç¤ºã€‚民警需è¦åœ¨æœ‰é™æ—¶é—´å†…完æˆä»¥ä¸‹å·¥ä½œï¼š + +\begin{itemize} + \item 判断截图属于哪个APPã€å“ªä¸ªé¡µé¢ç±»åž‹ï¼› + \item æå–金é¢ã€æ—¶é—´ã€å¯¹æ‰‹æ–¹ã€è®¢å•å·ã€è´¦æˆ·å°¾å·ç­‰å…³é”®ä¿¡æ¯ï¼› + \item 区分真实对外支付ã€æœ¬äººè´¦æˆ·ä¸­è½¬ã€é€€æ¬¾è¿”还等ä¸åŒç±»åž‹äº¤æ˜“ï¼› + \item 对åŒä¸€ç¬”交易进行归并，防止é‡å¤ç´¯è®¡ï¼› + \item 生æˆå¯ç”¨äºŽç¬”录ã€æ±‡æŠ¥å’ŒæŠ¥å‘Šçš„结果æ料。 +\end{itemize} + +\placeholderwidefigure{建议放置“å—害人æ供多APP截图ææ–™â€çš„拼图，å ä½å›¾å¯ç”±å¾®ä¿¡ã€æ”¯ä»˜å®ã€é“¶è¡ŒAPP截图样例构æˆã€‚æ­£å¼æ交时å¯æ›¿æ¢ä¸ºè„±æ•åŽçš„真实截图。} + +\section{现有处ç†æ–¹å¼å­˜åœ¨çš„问题} + +\subsection{问题一：截图æ料分散，人工整ç†è€—时长} + +å•æ¡ˆå°‘则å余张截图，多则数å乃至上百张。人工é€å¼ é˜…读与登记既耗费时间，也会影å“åŽç»­é—®è¯¢èŠ‚å¥ã€‚ + +\subsection{问题二：åŒä¸€äº¤æ˜“多次展示，é‡å¤è®¡ç®—风险高} + +åŒä¸€ç¬”交易å¯èƒ½åŒæ—¶å‡ºçŽ°åœ¨æ”¯ä»˜æˆåŠŸé¡µã€è´¦å•è¯¦æƒ…页ã€äº¤æ˜“记录页和银行æµæ°´é¡µã€‚仅以人工方å¼æŽ’é‡ï¼Œæžæ˜“因时间ã€é‡‘é¢ã€è®¢å•å·å¯¹ç…§ä¸å……分导致é‡å¤ç´¯è®¡ã€‚ + +\subsection{问题三：中转与对外支付混æ‚，认定难度大} + +å—害人往往会先从银行å¡å‘微信或支付å®å……值，å†é€šè¿‡ä½™é¢è½¬å‡ºï¼›ä¹Ÿå¯èƒ½å…ˆè½¬å…¥å†è½¬å‡ºï¼Œå½¢æˆæœ¬äººè´¦æˆ·å†…部中转。若缺ä¹è·¨é¡µé¢ã€è·¨å¹³å°å…³è”分æžï¼Œä»…é å•å¼ æˆªå›¾éš¾ä»¥å‡†ç¡®åˆ¤æ–­æ˜¯å¦åº”计入被骗金é¢ã€‚ + +\subsection{问题四：结果ä¸å¯å¤ç”¨ï¼ŒåŽç»­ä»éœ€é‡å¤æ•´ç†} + +人工处ç†é€šå¸¸åªèƒ½å½¢æˆé›¶æ•£è®°å½•ï¼Œç¼ºä¹ç»“构化交易清å•ã€è¯æ®ç´¢å¼•å’Œè®¤å®šè¯´æ˜Žï¼Œå¯¼è‡´æ±‡æŠ¥ã€ç§»é€å’Œå¤æ ¸é˜¶æ®µä»éœ€é‡å¤æ•´ç†ã€‚ + +\begin{table}[H] + \centering + \caption{传统处ç†æ–¹å¼ä¸»è¦é—®é¢˜åˆ†æžè¡¨} + \begin{tabularx}{\textwidth}{p{0.18\textwidth}p{0.23\textwidth}Y} + \toprule + 问题类别 & 具体表现 & 对办案造æˆçš„å½±å“ \\ + \midrule + æ料碎片化 & 截图æ¥æºå¤šã€é¡µåž‹å¤šã€å‘½åæ··ä¹± & å‰æœŸæ¢³ç†æ—¶é—´é•¿ï¼Œä¿¡æ¯å®¹æ˜“é—æ¼ \\ + è¯æ®é‡å¤åŒ– & åŒç¬”交易在多页é¢åå¤å‡ºçŽ° & 被骗金é¢é‡å¤è®¡ç®—风险高 \\ + 关系å¤æ‚化 & 中转ã€é€€æ¬¾ã€å……值ã€å¤–部支付交å‰å‡ºçŽ° & 认定标准ä¸ç»Ÿä¸€ï¼Œä¾èµ–个人ç»éªŒ \\ + 输出éžç»“构化 & 结果åœç•™åœ¨æ‰‹å·¥è®°å½•ä¸Žé›¶æ•£æˆªå›¾å±‚é¢ & åŽç»­å¤æ ¸ã€æ±‡æŠ¥ã€ç§»é€æ— æ³•ç›´æŽ¥å¤ç”¨ \\ + \bottomrule + \end{tabularx} +\end{table} + +\section{核心需求分æž} + +围绕上述问题，本项目æ出以下核心需求。 + +\subsection{需求一：统一识别与结构化抽å–} + +系统需è¦å¯¹ä¸åŒAPPã€ä¸åŒé¡µé¢çš„截图进行页é¢åˆ†ç±»å’Œå­—段抽å–，至少识别交易时间ã€é‡‘é¢ã€äº¤æ˜“æ–¹å‘ã€å¯¹æ‰‹æ–¹ã€æœ¬äººè´¦æˆ·å°¾å·ã€è®¢å•å·å’Œå¤‡æ³¨ä¿¡æ¯ã€‚ + +\subsection{需求二：跨平å°å½’并与资金链æ¢å¤} + +系统需è¦èƒ½å¤Ÿå°†å¤šå¹³å°æˆªå›¾ä¸­çš„åŒä¸€ç¬”交易关è”èµ·æ¥ï¼Œè¿›è¡ŒåŽ»é‡å½’并，并进一步识别本人账户内部中转关系，æ¢å¤å¯¹å¤–支付链æ¡ã€‚ + +\subsection{需求三：é¢å‘办案的认定结果输出} + +系统ä¸èƒ½åªè¾“出“识别结果â€ï¼Œè¿˜éœ€è¦ç»“åˆè§„则和上下文给出“是å¦è®¡å…¥è¢«éª—金é¢â€çš„分层认定ã€è®¤å®šç†ç”±å’ŒæŽ’除说明，以便民警å¤æ ¸ã€‚ + +\subsection{需求四：形æˆå¯å¤æ ¸ã€å¯æ±‡æŠ¥ã€å¯å¯¼å‡ºçš„æˆæžœ} + +系统输出应åŒæ—¶å…¼é¡¾åˆ†æžä¸ŽåŠžæ¡ˆæ–‡ä¹¦éœ€è¦ï¼Œå½¢æˆæ¸…å•ã€å›¾è¡¨ã€æ‘˜è¦å’Œè¯æ®ç´¢å¼•ï¼Œæ”¯æŒåŽç»­æŠ¥å‘Šå¯¼å‡ºã€‚ + +\begin{table}[H] + \centering + \caption{系统建设需求分解表} + \begin{tabularx}{\textwidth}{p{0.18\textwidth}p{0.28\textwidth}Y} + \toprule + 需求层级 & 具体è¦æ±‚ & å¯¹åº”å»ºè®¾æ–¹å‘ \\ + \midrule + 感知层需求 & 多APP截图自动识别ã€å­—段抽å–ã€é¡µåž‹åˆ¤æ–­ & OCR识别与多模æ€è§£æž \\ + å…³è”层需求 & 订å•å·ã€é‡‘é¢ã€æ—¶é—´çª—å£ã€è´¦æˆ·å°¾å·ç»¼åˆå½’并 & 去é‡åŒ¹é…与跨平å°å…³è” \\ + 推ç†å±‚需求 & 中转识别ã€åˆ†å±‚认定ã€ç†ç”±ç”Ÿæˆã€é—®è¯¢æ示 & è§„åˆ™å¼•æ“Žä¸Žæ™ºèƒ½æŽ¨ç† \\ + 行动层需求 & å¤æ ¸ã€æŠ¥å‘Šã€å›¾è¡¨ã€è¯æ®ç´¢å¼•è¾“出 & 人机ååŒä¸Žæ–‡ä¹¦åŒ–输出 \\ + 管ç†å±‚需求 & 案件化组织ã€ç»“果回写ã€é‡å¤åˆ†æžå¯å¤ç”¨ & 案件级数æ®æ²‰æ·€ä¸Žé—­çŽ¯æµç¨‹ \\ + \bottomrule + \end{tabularx} +\end{table} + +\section{项目书写作边界说明} + +本项目书以当å‰ç³»ç»Ÿå·²å…·å¤‡çš„功能链路为ä¾æ®ï¼Œèšç„¦â€œæ¡ˆä»¶ç®¡ç†ã€æˆªå›¾è¯†åˆ«ã€äº¤æ˜“归并ã€èµ„金分æžã€è®¤å®šå¤æ ¸ã€æŠ¥å‘Šå¯¼å‡ºâ€å…­ç±»æ ¸å¿ƒèƒ½åŠ›å±•å¼€è¯´æ˜Žã€‚对åŽç»­å¯æ‹“展能力，如更å¤æ‚的模型训练ã€è·¨æ¡ˆä»¶æ¯”对或更广泛的警ç§å¤ç”¨ï¼Œå°†ä»…作方å‘性展望，ä¸å°†å…¶å†™ä¸ºæ—¢æˆäº‹å®žã€‚ diff --git a/docs/competition-book/chapters/03-solution.tex b/docs/competition-book/chapters/03-solution.tex new file mode 100644 index 0000000..506e19b --- /dev/null +++ b/docs/competition-book/chapters/03-solution.tex @@ -0,0 +1,89 @@ +\chapter{总体方案与技术路线} + +\section{总体设计原则} + +为确ä¿é¡¹ç›®æ—¢èƒ½è§£å†³å®žæˆ˜é—®é¢˜ï¼Œåˆå…·å¤‡å¯è§£é‡Šã€å¯å¤æ ¸å’Œå¯è½åœ°ç‰¹å¾ï¼Œç³»ç»Ÿæ€»ä½“设计éµå¾ªä»¥ä¸‹åŽŸåˆ™ï¼š + +\begin{enumerate} + \item \textbf{目标导å‘原则}：围绕“认定被骗金é¢å¹¶å½¢æˆè¯æ®åŒ–输出â€è®¾è®¡æµç¨‹ï¼Œè€Œéžåœç•™åœ¨å•ç‚¹è¯†åˆ«ã€‚ + \item \textbf{任务分工原则}：将å¤æ‚问题拆分为截图解æžã€äº¤æ˜“归并ã€è·¯å¾„分æžã€é‡‘é¢è®¤å®šã€é—®è¯¢è¾…助ã€æŠ¥å‘Šè¾“出等多个能力å•å…ƒã€‚ + \item \textbf{规则约æŸåŽŸåˆ™}：在关键认定环节引入明确规则，é¿å…完全黑盒化输出。 + \item \textbf{人机ååŒåŽŸåˆ™}：系统先给出候选结论与ç†ç”±ï¼Œæ°‘警完æˆæœ€ç»ˆå®¡æ ¸ç¡®è®¤ã€‚ + \item \textbf{结果å¤ç”¨åŽŸåˆ™}：所有分æžç»“果以案件为å•å…ƒæ²‰æ·€ï¼Œæ”¯æŒå¤æ ¸ã€å¯¼å‡ºå’Œå†æ¬¡åˆ†æžã€‚ +\end{enumerate} + +\section{总体架构} + +从整体上看，系统采用“å‰ç«¯å·¥ä½œå° + åŽç«¯æœåŠ¡ç¼–排 + 外部AI能力 + æ•°æ®å­˜å‚¨â€çš„分层架构。å‰ç«¯è´Ÿè´£æ¡ˆä»¶å½•å…¥ã€æˆªå›¾ä¸Šä¼ ã€è¿‡ç¨‹å±•ç¤ºã€äººå·¥å¤æ ¸ä¸ŽæŠ¥å‘Šä¸‹è½½ï¼›åŽç«¯è´Ÿè´£ä¸šåŠ¡æµç¨‹ç¼–排ã€è§„则执行ã€æ•°æ®æ²»ç†å’ŒæŠ¥å‘Šç”Ÿæˆï¼›å¤–部AI能力负责截图视觉识别和文本推ç†ï¼›æ•°æ®åº“与队列负责æŒä¹…化与异步任务调度。 + +\placeholderwidefigure{建议放置“系统总体架构图â€ã€‚图中应包括：案件管ç†å‰ç«¯ã€æˆªå›¾ä¸Šä¼ ã€OCR识别ã€å­—段解æžã€åŽ»é‡å½’并ã€ä¸­è½¬è¯†åˆ«ã€èµ„金分æžã€è®¤å®šå¤æ ¸ã€æŠ¥å‘Šå¯¼å‡ºã€æ•°æ®åº“ã€é˜Ÿåˆ—与外部模型æœåŠ¡ã€‚} + +\begin{table}[H] + \centering + \caption{总体架构层次说明表} + \begin{tabularx}{\textwidth}{p{0.16\textwidth}p{0.22\textwidth}Y} + \toprule + 架构层次 & 主è¦ç»„æˆ & 作用说明 \\ + \midrule + 展示层 & 案件页ã€å·¥ä½œå°ã€æˆªå›¾é¡µã€äº¤æ˜“页ã€åˆ†æžé¡µã€å¤æ ¸é¡µã€æŠ¥å‘Šé¡µ & 承载办案过程中的录入ã€æŸ¥çœ‹ã€å¤æ ¸ä¸Žå¯¼å‡º \\ + 业务层 & 案件æœåŠ¡ã€å›¾ç‰‡æœåŠ¡ã€åˆ†æžæµæ°´çº¿ã€è®¤å®šæœåŠ¡ã€æŠ¥å‘ŠæœåŠ¡ & 完æˆæ¡ˆä»¶çº§å¤„ç†é€»è¾‘编排 \\ + 规则层 & 去é‡è§„则ã€ä¸­è½¬è§„则ã€è®¤å®šè§„则 & 对关键判断建立å¯è§£é‡Šçº¦æŸ \\ + 智能层 & OCR/视觉模型ã€æ–‡æœ¬æŽ¨ç†æ¨¡åž‹ & 负责截图ç†è§£ã€ç†ç”±ä¼˜åŒ–ä¸Žé—®è¯¢å»ºè®®ç”Ÿæˆ \\ + æ•°æ®å±‚ & PostgreSQLã€Redisã€æ–‡ä»¶å­˜å‚¨ & 支撑数æ®æŒä¹…化ã€ä»»åŠ¡é˜Ÿåˆ—ä¸Žæ–‡ä»¶ç®¡ç† \\ + \bottomrule + \end{tabularx} +\end{table} + +\section{多智能体ååŒåˆ†å·¥} + +虽然当å‰ç³»ç»Ÿå·¥ç¨‹å®žçŽ°ä½“现为模å—化æœåŠ¡æµæ°´çº¿ï¼Œä½†ä»Žä»»åŠ¡ç»„织视角，å¯å°†å…¶å½’纳为é¢å‘办案目标的多智能体ååŒä½“系。ä¸åŒæ™ºèƒ½ä½“å„自承担一段清晰èŒè´£ï¼Œå¹¶é€šè¿‡æ¡ˆä»¶ä¸Šä¸‹æ–‡ä¸²è”èµ·æ¥ã€‚ + +\begin{table}[H] + \centering + \caption{多智能体ååŒåˆ†å·¥è¡¨} + \begin{tabularx}{\textwidth}{p{0.19\textwidth}p{0.27\textwidth}Y} + \toprule + 智能体角色 & 主è¦è¾“å…¥ & 主è¦è¾“出 \\ + \midrule + 案件å—ç†æ™ºèƒ½ä½“ & 案件编å·ã€å—害人信æ¯ã€æˆªå›¾ææ–™ & 案件级上下文与处ç†ä»»åŠ¡ \\ + 截图解æžæ™ºèƒ½ä½“ & 原始截图 & 页é¢ç±»åž‹ã€å…³é”®å­—段ã€å€™é€‰äº¤æ˜“记录 \\ + 归并关è”智能体 & 候选交易记录ã€è®¢å•å·ã€æ—¶é—´ã€é‡‘é¢ç­‰ç‰¹å¾ & 去é‡åŽçš„统一交易视图 \\ + 资金分æžæ™ºèƒ½ä½“ & 去é‡äº¤æ˜“ã€è´¦æˆ·å…³ç³» & 资金æµå›¾ã€æ—¶é—´è½´ã€æ”¶æ¬¾æ–¹èšåˆç»“æžœ \\ + 金é¢è®¤å®šæ™ºèƒ½ä½“ & 有效交易ã€è§„则结果ã€ä¸Šä¸‹æ–‡çº¿ç´¢ & 认定金é¢ã€ç½®ä¿¡ç­‰çº§ã€è®¤å®šç†ç”± \\ + 问询辅助智能体 & å¾…å¤æ ¸è®°å½•ã€è®¤å®šæ‘˜è¦ & 笔录追问建议 \\ + è¯æ®è¾“出智能体 & 案件摘è¦ã€äº¤æ˜“清å•ã€å›¾è¡¨æ•°æ® & Excel/PDF 等导出ææ–™ \\ + 人工å¤æ ¸ä»£ç† & 系统输出结果 & 最终确认结果与审计痕迹 \\ + \bottomrule + \end{tabularx} +\end{table} + +\section{技术路线} + +系统采å–“视觉识别 + 规则校验 + æ™ºèƒ½æŽ¨ç† + 人工å¤æ ¸â€çš„æ··åˆå¼æŠ€æœ¯è·¯çº¿ï¼Œå…¶æ ¸å¿ƒä¸æ˜¯è®©å•ä¸€æ¨¡åž‹ç›´æŽ¥ç»™å‡ºæœ€ç»ˆç»“果，而是让å„类能力按办案æµç¨‹åˆ†å·¥å作。 + +\begin{enumerate} + \item 通过视觉识别能力完æˆæˆªå›¾é¡µåž‹åˆ¤æ–­å’Œå…³é”®å­—段抽å–ï¼› + \item 通过解æžé€»è¾‘将抽å–结果转æ¢ä¸ºç»Ÿä¸€äº¤æ˜“记录； + \item 通过规则引擎完æˆåŽ»é‡åˆ¤æ–­å’Œä¸­è½¬è¯†åˆ«ï¼› + \item 通过认定逻辑对交易进行高ã€ä¸­ã€ä½Žç½®ä¿¡åˆ†å±‚ï¼› + \item 通过文本推ç†èƒ½åŠ›ä¼˜åŒ–ç†ç”±è¡¨è¿°å¹¶ç”Ÿæˆé—®è¯¢å»ºè®®ï¼› + \item 通过人工å¤æ ¸ç¡®è®¤æœ€ç»ˆç»“果并导出报告。 +\end{enumerate} + +\placeholderwidefigure{建议放置“技术路线æµç¨‹å›¾â€ï¼Œå±•ç¤ºä»Žæˆªå›¾è¾“入到报告输出的完整链路。} + +\section{æµç¨‹é—­çŽ¯} + +系统围绕案件形æˆå¦‚下闭环æµç¨‹ï¼š + +\begin{enumerate} + \item 民警创建案件并批é‡ä¸Šä¼ æˆªå›¾ï¼› + \item 系统å‘èµ·OCR识别，完æˆå­—段抽å–ï¼› + \item 系统将候选记录进行归并与去é‡ï¼› + \item 系统识别本人账户中转并构建资金æµå›¾ï¼› + \item 系统形æˆè¢«éª—金é¢è®¤å®šæ¸…å•ä¸Žé—®è¯¢å»ºè®®ï¼› + \item 民警在å¤æ ¸é¡µé¢ç¡®è®¤ã€æŽ’除或补充； + \item 系统导出结构化报告，形æˆå¯å¤ç”¨è¯æ®åº•ç¨¿ã€‚ +\end{enumerate} + +\note{æ­£å¼æ交时，建议将本章架构图与æµç¨‹å›¾åˆ¶ä½œæˆé«˜ä¿¡æ¯å¯†åº¦çš„一页整图，评审å¯åœ¨æžçŸ­æ—¶é—´å†…把æ¡é¡¹ç›®å…¨è²Œã€‚} diff --git a/docs/competition-book/chapters/04-mechanism.tex b/docs/competition-book/chapters/04-mechanism.tex new file mode 100644 index 0000000..345c02a --- /dev/null +++ b/docs/competition-book/chapters/04-mechanism.tex @@ -0,0 +1,140 @@ +\chapter{核心能力与关键机制} + +\section{多APP截图识别与字段抽å–} + +系统首先é¢å‘微信ã€æ”¯ä»˜å®ã€é“¶è¡ŒAPPã€æ•°å­—钱包等ä¸åŒæ¥æºæˆªå›¾è¿›è¡Œé¡µé¢è¯†åˆ«ä¸Žå­—段抽å–，é‡ç‚¹èŽ·å–交易时间ã€é‡‘é¢ã€æ”¶ä»˜æ¬¾æ–¹å‘ã€å¯¹æ‰‹æ–¹å称ã€æœ¬äººè´¦æˆ·å°¾å·ã€è®¢å•å·ã€å¤‡æ³¨ç­‰ç»“构化è¦ç´ ã€‚该过程的目的ä¸åªæ˜¯â€œæŠŠå›¾ä¸Šçš„字识别出æ¥â€ï¼Œè€Œæ˜¯ä¸ºåŽç»­è·¨å¹³å°å…³è”和金é¢è®¤å®šæ供统一数æ®åº•åº§ã€‚ + +\begin{table}[H] + \centering + \caption{截图识别关键字段表} + \begin{tabularx}{\textwidth}{p{0.2\textwidth}p{0.22\textwidth}Y} + \toprule + 字段å称 & 典型æ¥æºä½ç½® & 主è¦ç”¨é€” \\ + \midrule + 交易时间 & è´¦å•è¯¦æƒ…ã€æµæ°´é¡µã€æ”¯ä»˜ç»“果页 & 交易排åºã€æ—¶é—´çª—归并ã€è·¯å¾„æ¢å¤ \\ + äº¤æ˜“é‡‘é¢ & 支付结果页ã€äº¤æ˜“明细页 & 金é¢è®¤å®šä¸Žæ±‡æ€»ç»Ÿè®¡ \\ + äº¤æ˜“æ–¹å‘ & 转出ã€è½¬å…¥ã€æ”¶å…¥ã€æ”¯å‡ºç­‰æ ‡è¯† & 区分被骗支付ã€ä¸­è½¬ä¸Žè¿”还 \\ + å¯¹æ‰‹æ–¹ä¿¡æ¯ & 收款方ã€å•†æˆ·åã€è´¦æˆ·å & 收款方èšåˆä¸Žé£Žé™©è¯†åˆ« \\ + 本人账户标识 & 银行尾å·ã€æ”¯ä»˜è´¦æˆ·æ ‡è¯† & 中转识别与账户关系æ¢å¤ \\ + 订å•å·/商户å•å· & 详情页ã€é€šçŸ¥é¡µ & é‡å¤å±•ç¤ºè¯†åˆ«ä¸Žè¯æ®å…³è” \\ + å¤‡æ³¨ä¿¡æ¯ & 交易说明ã€é™„言ã€å•†å“å & 风险关键è¯è¯†åˆ«ä¸Žè®¤å®šè¾…助 \\ + \bottomrule + \end{tabularx} +\end{table} + +\placeholderwidefigure{建议放置“多APP截图识别示æ„图â€ï¼ŒæŒ‰â€œåŽŸå§‹æˆªå›¾ - 抽å–字段 - 结构化结果â€ä¸‰æ å±•ç¤ºã€‚} + +\section{关键è¯å›žæº¯é©±åŠ¨çš„自我完善机制} + +传统OCRæµç¨‹å¾€å¾€åœ¨ç¬¬ä¸€æ¬¡é¡µé¢åˆ†ç±»åŽå³å›ºå®šç»“果，但在真实办案场景中，截图模糊ã€è£åˆ‡ä¸å®Œæ•´ã€å¹³å°UI相似等情况都å¯èƒ½å¯¼è‡´åˆå§‹è¯†åˆ«è¯¯å·®ã€‚本项目引入“è¯æ®è¯†åˆ«åŽå…³é”®è¯å›žæº¯â€çš„优化机制，å³åœ¨å®Œæˆä¸€è½®äº¤æ˜“字段抽å–和部分认定åŽï¼Œåˆ©ç”¨é«˜ç½®ä¿¡è¯æ®é‡æ–°å›žçœ‹å‰åºé¡µé¢ç±»åž‹åˆ¤æ–­ï¼Œå¯¹å¯èƒ½è¯¯åˆ¤çš„截图进行二次校正。 + +该机制的基本æ€è·¯å¦‚下： + +\begin{enumerate} + \item 首次识别时完æˆé¡µé¢åˆ†ç±»ä¸Žå­—段抽å–ï¼› + \item 在归并ã€è®¤å®šè¿‡ç¨‹ä¸­æ”¶é›†é«˜ç½®ä¿¡å­—段和高价值关键è¯ï¼› + \item 将“支付æˆåŠŸâ€â€œè´¦å•è¯¦æƒ…â€â€œè®¢å•å·â€â€œé€€æ¬¾â€â€œå……值â€â€œé“¶è¡Œå¡â€ç­‰å…³é”®è¯å›žæº¯åˆ°åŽŸå§‹æˆªå›¾åˆ†ç±»åˆ¤æ–­ä¸­ï¼› + \item è‹¥åŽéªŒä¿¡æ¯ä¸ŽåŽŸå§‹é¡µåž‹ä¸ä¸€è‡´ï¼Œåˆ™è§¦å‘页é¢ç±»åž‹å†éªŒè¯ï¼› + \item 将修正åŽçš„结果é‡æ–°å‚与åŽç»­å½’并和认定。 +\end{enumerate} + +\begin{table}[H] + \centering + \caption{关键è¯å›žæº¯ä¼˜åŒ–机制说明表} + \begin{tabularx}{\textwidth}{p{0.18\textwidth}p{0.25\textwidth}Y} + \toprule + 回溯维度 & å…¸åž‹ä¿¡å· & 优化作用 \\ + \midrule + è¡Œä¸ºå…³é”®è¯ & 转账ã€æ”¯ä»˜ã€æ”¶æ¬¾ã€å……值ã€é€€æ¬¾ & 修正交易性质判断 \\ + 页é¢ç»“æž„è¯ & è´¦å•è¯¦æƒ…ã€äº¤æ˜“记录ã€æ”¯ä»˜æˆåŠŸã€åˆ°è´¦é€šçŸ¥ & 修正页é¢ç±»åž‹è¯†åˆ« \\ + è¯æ®å­—æ®µè¯ & 订å•å·ã€å•†æˆ·å•å·ã€æ”¶æ¬¾æ–¹ã€å°¾å· & 增强截图与交易的绑定关系 \\ + è®¤å®šç»“æžœä¿¡å· & 对外支付è¯æ®ã€ä¸­è½¬å‡­è¯ã€å¾…å¤æ ¸è®°å½• & 用åŽéªŒé«˜ç½®ä¿¡ç»“æžœåå‘约æŸå‰åºè¯†åˆ« \\ + \bottomrule + \end{tabularx} +\end{table} + +这一机制体现了项目的自我完善特å¾ï¼šç³»ç»Ÿä¸æ˜¯ä¸€æ¬¡è¯†åˆ«åŽé™æ€è¾“出，而是在任务执行过程中利用中间结果æŒç»­ä¿®æ­£å‰åºåˆ¤æ–­ï¼Œä½¿è´¦å•ç±»åž‹è¯†åˆ«æ›´è´´è¿‘真实办案需求。 + +\section{跨平å°äº¤æ˜“归并与去é‡} + +åŒä¸€ç¬”交易å¯èƒ½åœ¨å¤šä¸ªAPP和多个页é¢ä¸­åå¤å‡ºçŽ°ã€‚系统围绕订å•å·ã€é‡‘é¢ã€æ—¶é—´çª—å£ã€å¯¹æ‰‹æ–¹å称ã€è´¦æˆ·å°¾å·ç­‰çº¿ç´¢è¿›è¡Œç»¼åˆå½’并，在ä¿è¯å¬å›žçŽ‡çš„åŒæ—¶é™ä½Žé‡å¤ç´¯è®¡é£Žé™©ã€‚ + +\begin{table}[H] + \centering + \caption{交易归并与去é‡è§„则表} + \begin{tabularx}{\textwidth}{p{0.18\textwidth}p{0.28\textwidth}Y} + \toprule + 规则维度 & 判断ä¾æ® & 目的 \\ + \midrule + 标识一致性 & 订å•å·ã€å•†æˆ·å•å·ä¸€è‡´ & 直接识别åŒä¸€äº¤æ˜“é‡å¤å±•ç¤º \\ + 金é¢ä¸€è‡´æ€§ & 金é¢å®Œå…¨ä¸€è‡´æˆ–处于å¯æŽ¥å—误差范围 & 辅助无订å•å·åœºæ™¯ä¸‹çš„归并判断 \\ + æ—¶é—´çª—å£ & 交易时间接近 & 缩å°å€™é€‰åŒ¹é…范围，æå‡å‡†ç¡®çŽ‡ \\ + 对手方相似性 & 收款方å称或账å·é«˜åº¦ç›¸ä¼¼ & 识别跨平å°å±•ç¤ºçš„åŒä¸€å¯¹æ‰‹æ–¹ \\ + è´¦æˆ·ç‰¹å¾ & 本人账户尾å·ã€æ”¯ä»˜æ¸ é“一致 & æå‡åŽ»é‡ä¸Žä¸­è½¬è¯†åˆ«ç²¾åº¦ \\ + \bottomrule + \end{tabularx} +\end{table} + +\placeholderwidefigure{建议放置“交易归并å‰åŽå¯¹æ¯”图â€ï¼Œå±•ç¤ºåŒä¸€ç¬”转账在多个截图中é‡å¤å‡ºçŽ°ï¼Œç³»ç»Ÿå½’并åŽåªä¿ç•™ä¸€æ¡æœ‰æ•ˆè®°å½•ã€‚} + +\section{本人账户中转识别} + +本人账户中转识别是本项目区别于普通账å•OCR工具的关键设计之一。系统通过对手方信æ¯ã€å¤‡æ³¨å…³é”®è¯ã€æ”¯ä»˜å¹³å°ç‰¹å¾åŠäº¤æ˜“æ–¹å‘判断，识别å—害人账户之间的内部æµè½¬è¡Œä¸ºï¼Œé¿å…将内部资金æ¬ç§»è¯¯è®¡ä¸ºè¢«éª—金é¢ã€‚ + +\begin{table}[H] + \centering + \caption{本人账户中转识别逻辑表} + \begin{tabularx}{\textwidth}{p{0.17\textwidth}p{0.25\textwidth}Y} + \toprule + 判断规则 & å…¸åž‹ç‰¹å¾ & 处ç†æ–¹å¼ \\ + \midrule + 本人关键è¯å‘½ä¸­ & 本人ã€è‡ªå·±ã€ä½™é¢ã€å……值ã€æ现等字样 & 标记为中转候选 \\ + å¹³å°é—´å†…部æµè½¬ & 银行å¡è½¬å…¥å¾®ä¿¡ã€æ”¯ä»˜å®å……值等 & 识别为本人账户内部转移 \\ + å·²çŸ¥è´¦æˆ·åŒ¹é… & ä¸Žå·²çŸ¥æœ¬äººè´¦æˆ·æ ‡è¯†ç›¸åŒ¹é… & ä¸ç›´æŽ¥è®¡å…¥è¢«éª—é‡‘é¢ \\ + æ–¹å‘辅助判断 & 转出åŽç´§æŽ¥è½¬å…¥åŒç±»è´¦æˆ· & 作为路径æ¢å¤çš„é‡è¦çº¿ç´¢ \\ + \bottomrule + \end{tabularx} +\end{table} + +\placeholderwidefigure{建议放置“本人账户中转示æ„图â€ï¼Œå±•ç¤ºâ€œé“¶è¡Œå¡â†’支付账户→外部收款方â€çš„资金路径，并标记哪一段属于中转ã€å“ªä¸€æ®µå±žäºŽå®žé™…对外支付。} + +\section{被骗金é¢åˆ†å±‚认定} + +系统ä¸ç›´æŽ¥ç»™å‡ºä¸å¯è´¨ç–‘的“唯一金é¢ç»“论â€ï¼Œè€Œæ˜¯å°†äº¤æ˜“分为高ã€ä¸­ã€ä½Žç½®ä¿¡ä¸‰ç±»ï¼Œä»¥é€‚应警务场景对审慎性和å¯å¤æ ¸æ€§çš„è¦æ±‚。 + +\begin{table}[H] + \centering + \caption{被骗金é¢åˆ†å±‚认定表} + \begin{tabularx}{\textwidth}{p{0.16\textwidth}p{0.22\textwidth}Y} + \toprule + 置信等级 & 典型æ¡ä»¶ & 处ç†å»ºè®® \\ + \midrule + 高置信 & 对外支付明确ã€æ— é‡å¤ã€è¯æ®é“¾å®Œæ•´ & å¯ä¼˜å…ˆè®¡å…¥è¢«éª—é‡‘é¢ \\ + 中置信 & è¯æ®ä¸å®Œæ•´æˆ–背景信æ¯ä¸è¶³ & æ示民警补充问询åŽç¡®è®¤ \\ + 低置信 & ç–‘ä¼¼é‡å¤ã€é€€æ¬¾ã€ä¸­è½¬æˆ–è¯æ®ä¸è¶³ & æš‚ä¸è®¡å…¥ï¼Œå¾…åŽç»­æ ¸å®ž \\ + \bottomrule + \end{tabularx} +\end{table} + +系统åŒæ—¶ä¸ºæ¯ç¬”交易输出认定ç†ç”±å’ŒæŽ’除说明，使结果具备å¯è§£é‡Šæ€§ã€å¯æ±‡æŠ¥æ€§å’Œå¯å¤æ ¸æ€§ã€‚ + +\section{笔录辅助生æˆã€é—®è¯¢å»ºè®®ä¸Žè¯æ®åŒ–输出} + +在识别和认定基础上，系统进一步根æ®å¾…å¤æ ¸äº¤æ˜“ã€ä¸­ç½®ä¿¡è®°å½•å’Œæ¡ˆä»¶äº¤æ˜“摘è¦ç”Ÿæˆç¬”录辅助内容。该功能嵌入认定å¤æ ¸é¡µï¼Œåœ¨æ°‘警完æˆé€ç¬”确认或排除åŽï¼Œå¯è‡ªåŠ¨æ±‡æ€»å…³é”®ä¿¡æ¯ï¼Œç”Ÿæˆé€‚åˆç›´æŽ¥æ’å…¥å—害人笔录的结构化æ述，如转账时间ã€é‡‘é¢ã€æ”¯ä»˜æ¸ é“ã€æ”¶æ¬¾å¯¹è±¡ã€è¯±å¯¼èƒŒæ™¯å’Œéœ€è¿›ä¸€æ­¥æ ¸å®žçš„问题点，从而å‡å°‘é‡å¤è¾“入和整ç†è´Ÿæ‹…。 + +除笔录内容外，系统还会根æ®å¾…å¤æ ¸äº¤æ˜“生æˆç¬”录辅助问询建议，如是å¦è¿˜æœ‰å…¶ä»–支付平å°ã€æ˜¯å¦å­˜åœ¨é€€æ¬¾è¿”还ã€æ˜¯å¦æœ‰æœªæ供截图的记录等。最终输出包括交易明细ã€è®¤å®šç»“æžœã€ç¬”录内容ã€èµ„金æµå›¾ã€æ—¶é—´è½´ã€æ”¶æ¬¾æ–¹èšåˆå’Œå¯¼å‡ºæŠ¥å‘Šï¼Œä»Žè€Œå®žçŽ°ä»Žæˆªå›¾æ料到办案结果的闭环转æ¢ã€‚ + +\begin{table}[H] + \centering + \caption{认定å¤æ ¸é¡µç¬”录功能说明表} + \begin{tabularx}{\textwidth}{p{0.19\textwidth}p{0.24\textwidth}Y} + \toprule + 功能环节 & 主è¦å†…容 & 实战价值 \\ + \midrule + 内容汇总 & 自动汇总已确认交易的时间ã€é‡‘é¢ã€æ¸ é“和对象 & å‡å°‘æ°‘è­¦é‡å¤æ‘˜å½•å·¥ä½œ \\ + 语å¥ç”Ÿæˆ & å½¢æˆé€‚åˆç¬”录使用的规范化æ述文本 & æå‡ç¬”录书写效率和一致性 \\ + 直接æ’å…¥ & å¯ç›´æŽ¥å¤åˆ¶æˆ–æ’入到笔录文本中 & 缩短从å¤æ ¸åˆ°æˆæ–‡çš„时间 \\ + 问题æ示 & 标识ä»éœ€è¡¥é—®æˆ–æ ¸å®žçš„äº¤æ˜“ç‚¹ä½ & 辅助完善è¯æ®é“¾ä¸Žè¯¢é—®é‡ç‚¹ \\ + \bottomrule + \end{tabularx} +\end{table} diff --git a/docs/competition-book/chapters/05-implementation.tex b/docs/competition-book/chapters/05-implementation.tex new file mode 100644 index 0000000..81d550e --- /dev/null +++ b/docs/competition-book/chapters/05-implementation.tex @@ -0,0 +1,117 @@ +\chapter{系统实现与界é¢å±•ç¤º} + +\section{系统实现概况} + +当å‰ç³»ç»Ÿå·²ç»å½¢æˆè¾ƒå®Œæ•´çš„å‰åŽç«¯é—­çŽ¯èƒ½åŠ›ã€‚å‰ç«¯é‡‡ç”¨ React 18ã€TypeScriptã€Ant Design 与 ECharts 构建案件管ç†å’Œå¯è§†åŒ–ç•Œé¢ï¼›åŽç«¯é‡‡ç”¨ FastAPIã€SQLAlchemyã€PostgreSQL å’Œ Redis 组织业务æœåŠ¡ä¸Žå¼‚步任务；外部AI接å£æ‰¿æ‹…截图视觉识别ã€ç†ç”±ç”Ÿæˆå’Œç¬”录辅助文本生æˆç­‰ä»»åŠ¡ã€‚ + +\begin{table}[H] + \centering + \caption{系统技术实现表} + \begin{tabularx}{\textwidth}{p{0.18\textwidth}p{0.24\textwidth}Y} + \toprule + æŠ€æœ¯å±‚é¢ & 选型情况 & 作用说明 \\ + \midrule + å‰ç«¯å±•ç¤º & React 18 + TypeScript + Ant Design + ECharts & 实现工作å°ã€å›¾è¡¨åˆ†æžã€å¤æ ¸ä¸ŽæŠ¥å‘Šå¯¼å‡ºäº¤äº’ \\ + åŽç«¯æœåŠ¡ & FastAPI + SQLAlchemy & æ供案件ã€æˆªå›¾ã€åˆ†æžã€è®¤å®šã€æŠ¥å‘Šç­‰API能力 \\ + æ•°æ®å­˜å‚¨ & PostgreSQL & ä¿å­˜æ¡ˆä»¶ã€äº¤æ˜“ã€è®¤å®šã€æŠ¥å‘Šç­‰æ ¸å¿ƒæ•°æ® \\ + 任务调度 & Celery + Redis & 支撑OCR和分æžä»»åŠ¡å¼‚步执行 \\ + 智能能力 & 视觉模型接å£ã€æ–‡æœ¬æ¨¡åž‹æŽ¥å£ & 支撑截图识别ã€ç†ç”±ä¼˜åŒ–å’Œé—®è¯¢ç”Ÿæˆ \\ + \bottomrule + \end{tabularx} +\end{table} + +\section{å‰ç«¯åŠŸèƒ½é¡µé¢} + +系统å‰ç«¯å›´ç»•åŠžæ¡ˆæµç¨‹è®¾è®¡äº†æ¡ˆä»¶åˆ—表ã€å·¥ä½œå°ã€æˆªå›¾é¡µã€äº¤æ˜“页ã€åˆ†æžé¡µã€å¤æ ¸é¡µå’ŒæŠ¥å‘Šé¡µç­‰æ ¸å¿ƒé¡µé¢ï¼Œèƒ½å¤Ÿè¦†ç›–从è¯æ®ä¸Šä¼ åˆ°ç»“果导出的完整链路。其中，认定å¤æ ¸é¡µæ–°å¢žç¬”录功能，å¯åœ¨æ°‘警完æˆå¤æ ¸ç¡®è®¤åŽè‡ªåŠ¨ç”Ÿæˆå¯ç›´æŽ¥æ’入笔录的内容摘è¦ã€‚ + +\begin{table}[H] + \centering + \caption{å‰ç«¯æ ¸å¿ƒé¡µé¢è¯´æ˜Žè¡¨} + \begin{tabularx}{\textwidth}{p{0.2\textwidth}p{0.23\textwidth}Y} + \toprule + 页é¢å称 & 主è¦åŠŸèƒ½ & 办案价值 \\ + \midrule + 案件列表页 & 创建ã€æŸ¥çœ‹å’Œç®¡ç†æ¡ˆä»¶ & 统一案件入å£ï¼Œå½¢æˆæ¡ˆä»¶çº§ç»„织 \\ + 工作å°é¡µ & 上传截图ã€æŸ¥çœ‹å¤„ç†è¿›åº¦ã€å¿«é€Ÿå‘èµ·OCRå’Œåˆ†æž & 串è”完整工作æµç¨‹ \\ + 截图页 & 查看截图ã€è¯†åˆ«çŠ¶æ€ä¸Žæå–结果 & 便于è¯æ®é€å¼ æ ¸éªŒ \\ + 交易页 & 查看æå–交易ã€åŽ»é‡çŠ¶æ€ã€ä¸­è½¬æ ‡è®° & 便于排查é‡å¤ä¸Žå¼‚常记录 \\ + 分æžé¡µ & 资金æµå›¾ã€æ—¶é—´è½´ã€æ”¶æ¬¾æ–¹èšåˆ & 快速把æ¡æ¡ˆä»¶æ•´ä½“资金结构 \\ + å¤æ ¸é¡µ & 审核认定结果ã€ç¡®è®¤æˆ–排除记录ã€ç”Ÿæˆç¬”录内容 & è½å®žäººæœºååŒé—­çŽ¯å¹¶æå‡ç¬”录效率 \\ + 报告页 & 生æˆå’Œä¸‹è½½Excel/PDF报告 & 支撑汇报ã€å½’档和å¤ç”¨ \\ + \bottomrule + \end{tabularx} +\end{table} + +\placeholderwidefigure{建议放置“工作å°ç•Œé¢æˆªå›¾â€ï¼Œé‡ç‚¹ä½“现上传截图ã€OCR状æ€ã€äº¤æ˜“æ•°é‡ã€å¾…å¤æ ¸æ•°é‡ç­‰å…³é”®æŒ‡æ ‡ã€‚} + +\placeholderwidefigure{建议放置“分æžé¡µç•Œé¢æˆªå›¾â€ï¼Œçªå‡ºèµ„金æµè½¬å…³ç³»å›¾ã€äº¤æ˜“时间轴和收款方èšåˆä¸‰ä¸ªåŒºåŸŸã€‚} + +\placeholderwidefigure{建议放置“认定å¤æ ¸é¡µç•Œé¢æˆªå›¾â€ï¼Œçªå‡ºé€ç¬”å¤æ ¸åŒºåŸŸã€ç¬”录内容生æˆåŒºåŸŸå’Œå¯ç›´æŽ¥æ’入笔录的功能入å£ã€‚} + +\placeholderwidefigure{建议放置“报告页界é¢æˆªå›¾â€ï¼Œå±•ç¤ºå¯¼å‡ºæ ¼å¼é€‰æ‹©ã€æŠ¥å‘Šå†…容选择ã€åŽ†å²æŠ¥å‘Šåˆ—表等区域。} + +\section{åŽç«¯æŽ¥å£ä¸ŽæœåŠ¡å®žçŽ°} + +åŽç«¯æŒ‰æ¡ˆä»¶ç®¡ç†ã€æˆªå›¾ç®¡ç†ã€åˆ†æžä»»åŠ¡ã€äº¤æ˜“管ç†ã€è®¤å®šå¤æ ¸ã€ç¬”录辅助ã€æŠ¥å‘Šå¯¼å‡ºç­‰èƒ½åŠ›æ‹†åˆ†æŽ¥å£ï¼ŒæŽ¥å£ç»„织结构与办案æµç¨‹é«˜åº¦å¯¹åº”，便于å‰åŽç«¯ååŒå’ŒåŽç»­ç³»ç»Ÿé›†æˆã€‚ + +\begin{table}[H] + \centering + \caption{åŽç«¯ä¸»è¦æŽ¥å£è¡¨} + \begin{tabularx}{\textwidth}{p{0.32\textwidth}p{0.12\textwidth}Y} + \toprule + 接å£è·¯å¾„ & 方法 & 功能说明 \\ + \midrule + /api/v1/cases & GET/POST & 案件列表查询与案件创建 \\ + /api/v1/cases/\{id\} & GET/PATCH & 案件详情查询与更新 \\ + /api/v1/cases/\{id\}/images & GET/POST & 案件截图列表与批é‡ä¸Šä¼  \\ + /api/v1/images/\{id\} & GET & 截图详情åŠè¯†åˆ«ç»“果查看 \\ + /api/v1/cases/\{id\}/analyze & POST & 触å‘案件分æžä»»åŠ¡ \\ + /api/v1/cases/\{id\}/transactions & GET & 交易列表查看 \\ + /api/v1/cases/\{id\}/flows & GET & 资金æµå›¾æ•°æ®èŽ·å– \\ + /api/v1/cases/\{id\}/assessments & GET & è®¤å®šç»“æžœåˆ—è¡¨èŽ·å– \\ + /api/v1/assessments/\{id\}/review & POST & 人工å¤æ ¸æ交 \\ + /api/v1/cases/\{id\}/inquiry-suggestions & GET & 获å–笔录问询建议 \\ + /api/v1/cases/\{id\}/reports & GET/POST & 报告列表获å–ä¸Žç”Ÿæˆ \\ + /api/v1/reports/\{id\}/download & GET & 下载生æˆåŽçš„报告文件 \\ + \bottomrule + \end{tabularx} +\end{table} + +\section{处ç†é“¾è·¯å®žçŽ°} + +系统分æžé“¾è·¯é‡‡ç”¨æŒ‰æ¡ˆä»¶æ‰§è¡Œçš„åŒæ­¥æˆ–异步æµæ°´çº¿æ¨¡å¼ã€‚典型处ç†é¡ºåºä¸ºï¼šå…ˆå®Œæˆäº¤æ˜“匹é…与去é‡ï¼Œå†è¿›è¡Œé‡‘é¢è®¤å®šï¼Œæœ€åŽå›žå†™æ¡ˆä»¶æ€»é¢å¹¶è¿›å…¥å¾…å¤æ ¸çŠ¶æ€ã€‚该设计兼顾了逻辑清晰性和工程å¯è½åœ°æ€§ã€‚ + +\begin{table}[H] + \centering + \caption{案件分æžé“¾è·¯å®žçŽ°è¡¨} + \begin{tabularx}{\textwidth}{p{0.16\textwidth}p{0.22\textwidth}Y} + \toprule + 处ç†é˜¶æ®µ & 主è¦åŠ¨ä½œ & 结果输出 \\ + \midrule + 阶段一 & 读å–案件与截图上下文 & åˆå§‹åŒ–分æžä»»åŠ¡ \\ + 阶段二 & 执行交易匹é…ã€åŽ»é‡ä¸Žä¸­è½¬è¯†åˆ« & å½¢æˆæœ‰æ•ˆäº¤æ˜“é›†åˆ \\ + 阶段三 & 对有效交易执行金é¢è®¤å®šä¸Žç†ç”±ç”Ÿæˆ & å½¢æˆè®¤å®šç»“æžœæ¸…å• \\ + 阶段四 & 回写案件总é¢å¹¶åˆ‡æ¢æ¡ˆä»¶çŠ¶æ€ & 进入人工å¤æ ¸é˜¶æ®µ \\ + 阶段五 & 生æˆç¬”录内容ã€é—®è¯¢å»ºè®®ä¸Žå¯¼å‡ºæŠ¥å‘Š & å½¢æˆå¯åŠžæ¡ˆè¾“出ææ–™ \\ + \bottomrule + \end{tabularx} +\end{table} + +\section{部署与演示方å¼} + +项目支æŒæœ¬åœ°å¼€å‘部署和基础设施一键å¯åŠ¨ï¼Œä¾¿äºŽå®Œæˆæ¯”赛演示。当å‰è®¾è®¡åŒæ—¶æ”¯æŒåœ¨åŽç«¯ä¸å¯ç”¨æ—¶ä»¥å‰ç«¯å†…置数æ®è¿›è¡Œæ¼”示，能够ä¿è¯å±•ç¤ºè¿‡ç¨‹çš„稳定性与连续性。 + +\begin{table}[H] + \centering + \caption{部署与演示方å¼è¡¨} + \begin{tabularx}{\textwidth}{p{0.18\textwidth}p{0.22\textwidth}Y} + \toprule + 场景 & 主è¦æ–¹å¼ & 适用说明 \\ + \midrule + 本地è”è°ƒ & å‰ç«¯ + åŽç«¯ + PostgreSQL + Redis & 适åˆå®Œæ•´æ¼”示业务闭环 \\ + 纯å‰ç«¯æ¼”示 & å‰ç«¯ä½¿ç”¨å†…ç½®Mockæ•°æ® & 适åˆç½‘络环境å—é™æ—¶çš„稳定展示 \\ + AI接å£é…ç½® & OCR与LLM接å£å¯åˆ†åˆ«é…ç½® & 适åˆæŒ‰éœ€æŽ¥å…¥ä¸åŒæ¨¡åž‹èƒ½åŠ› \\ + 扩展部署 & å¯è¿›ä¸€æ­¥è¿ç§»è‡³ä¸“网或本地化环境 & 适åˆè­¦åŠ¡åœºæ™¯å®‰å…¨è¦æ±‚ \\ + \bottomrule + \end{tabularx} +\end{table} diff --git a/docs/competition-book/chapters/06-innovation.tex b/docs/competition-book/chapters/06-innovation.tex new file mode 100644 index 0000000..01505e9 --- /dev/null +++ b/docs/competition-book/chapters/06-innovation.tex @@ -0,0 +1,72 @@ +\chapter{创新点与方案优势} + +\section{创新点æ炼} + +本项目的创新ä¸åœ¨äºŽå•çº¯å¼•å…¥å¤§æ¨¡åž‹ï¼Œè€Œåœ¨äºŽå°†å¤šæºæˆªå›¾è¯æ®å¤„ç†ã€è§„则认定和人机ååŒå¤æ ¸æ•´åˆä¸ºé¢å‘办案任务的智能体系统。结åˆå½“å‰å®žçŽ°å’Œè­¦åŠ¡åœºæ™¯éœ€æ±‚，å¯å½’纳出以下创新点。 + +\subsection{场景创新} + +项目èšç„¦ç”µä¿¡ç½‘络诈骗案件å—害人资金核查这一基层高频ã€åˆšéœ€ã€é•¿æœŸä¾èµ–人工ç»éªŒçš„环节，直接é¢å‘民警真实工作负载，问题选择具有很强的实战导å‘。 + +\subsection{方法创新} + +项目采用“多智能体ååŒ + è§„åˆ™çº¦æŸ + 人工å¤æ ¸â€çš„æ··åˆèŒƒå¼ï¼Œé¿å…了纯规则方å¼è¿‡äºŽåƒµåŒ–ã€çº¯å¤§æ¨¡åž‹æ–¹å¼éš¾ä»¥è§£é‡Šçš„问题，使系统既具çµæ´»æ€§ï¼Œåˆå…·å¯æŽ§æ€§ã€‚ + +\subsection{机制创新} + +项目引入è¯æ®è¯†åˆ«åŽçš„关键è¯å›žæº¯ä¼˜åŒ–机制，能够利用åŽç»­é«˜ç½®ä¿¡è¯†åˆ«ç»“æžœåå‘修正账å•é¡µé¢ç±»åž‹åˆ¤æ–­ï¼Œä½“现了智能体在任务执行过程中的自我校正和自我完善能力。 + +\subsection{输出创新} + +项目最终输出的ä¸åªæ˜¯è¯†åˆ«ç»“果，而是交易清å•ã€è®¤å®šç»“æžœã€è·¯å¾„图ã€é—®è¯¢å»ºè®®å’Œå¯¼å‡ºæŠ¥å‘Šç­‰å¤šå±‚æˆæžœï¼Œå½¢æˆâ€œè¯†åˆ«å³æ²»ç†ã€åˆ†æžå³æˆæâ€çš„è¯æ®åŒ–输出模å¼ã€‚ + +\begin{table}[H] + \centering + \caption{项目创新点汇总表} + \begin{tabularx}{\textwidth}{p{0.18\textwidth}p{0.23\textwidth}Y} + \toprule + 创新类别 & 创新内容 & ä½“çŽ°æ–¹å¼ \\ + \midrule + 场景创新 & èšç„¦åŸºå±‚资金核查刚需场景 & 解决民警实际高频痛点 \\ + 方法创新 & 智能体ã€è§„则和人工å¤æ ¸èžåˆ & 兼顾çµæ´»æ€§ã€å¯æŽ§æ€§ä¸Žè§£é‡Šæ€§ \\ + 机制创新 & 关键è¯å›žæº¯é©±åŠ¨çš„自我完善闭环 & 优化页é¢ç±»åž‹è¯†åˆ«å‡†ç¡®çŽ‡ \\ + 输出创新 & 从截图到报告的è¯æ®åŒ–输出 & 支撑å¤æ ¸ã€æ±‡æŠ¥ä¸ŽåŽç»­å¤ç”¨ \\ + \bottomrule + \end{tabularx} +\end{table} + +\section{与传统方å¼å¯¹æ¯”优势} + +\begin{table}[H] + \centering + \caption{与传统人工处ç†æ–¹å¼å¯¹æ¯”表} + \begin{tabularx}{\textwidth}{p{0.2\textwidth}p{0.23\textwidth}Y} + \toprule + 对比维度 & ä¼ ç»Ÿäººå·¥æ–¹å¼ & æœ¬é¡¹ç›®æ–¹å¼ \\ + \midrule + ææ–™å¤„ç† & é€å¼ é˜…读ã€æ‰‹å·¥ç™»è®° & 批é‡ä¸Šä¼ ã€è‡ªåŠ¨è¯†åˆ«ã€ç»Ÿä¸€ç»“构化 \\ + é‡å¤æŽ§åˆ¶ & é äººå·¥æ¯”对金é¢ä¸Žæ—¶é—´ & 订å•å·ã€é‡‘é¢ã€æ—¶é—´çª—等多特å¾å½’并 \\ + 中转识别 & ä¾èµ–个人ç»éªŒåˆ¤æ–­ & 规则化识别与路径分æžç»“åˆ \\ + 金é¢è®¤å®š & 结论易å—个体ç»éªŒå½±å“ & 分层认定并æä¾›ç†ç”±è¯´æ˜Ž \\ + 结果å¤æ ¸ & 二次整ç†æˆæœ¬é«˜ & å¤æ ¸é¡µé¢ç›´æŽ¥ç¡®è®¤ä¸Žä¿®æ­£ \\ + 输出能力 & 多为零散记录与截图附件 & å½¢æˆå›¾ã€è¡¨ã€æ–‡ä¸€ä½“çš„è¯æ®åŒ–报告 \\ + \bottomrule + \end{tabularx} +\end{table} + +\section{与å•ç‚¹OCR工具对比优势} + +与å•ç‚¹OCR工具相比，本项目的关键差异在于目标层级ä¸åŒã€‚å•ç‚¹OCR关注“从图片读出文字â€ï¼Œè€Œæœ¬é¡¹ç›®å…³æ³¨â€œå›´ç»•æ¡ˆä»¶ä»»åŠ¡è¿˜åŽŸäº¤æ˜“事实并形æˆå¯å¤æ ¸ç»“论â€ã€‚因此，它在以下方é¢å…·æœ‰æ˜Žæ˜¾ä¼˜åŠ¿ï¼š + +\begin{itemize} + \item 从页é¢è¯†åˆ«å‡çº§åˆ°æ¡ˆä»¶çº§è¯æ®å…³è”ï¼› + \item 从文字抽å–å‡çº§åˆ°äº¤æ˜“归并与路径æ¢å¤ï¼› + \item 从å•æ¬¡è¯†åˆ«å‡çº§åˆ°å¯å›žæº¯ã€å¯ä¿®æ­£çš„闭环处ç†ï¼› + \item 从结果输出å‡çº§åˆ°åŠžæ¡ˆæ料生æˆã€‚ +\end{itemize} + +\placeholderwidefigure{建议放置“传统人工处ç†ã€æ™®é€šOCR工具ã€æœ¬é¡¹ç›®ç³»ç»Ÿâ€ä¸‰è€…对比示æ„图，适åˆä½œä¸ºç­”辩中最直观的一页。} + +\section{方案优势总结} + +综åˆæ¥çœ‹ï¼Œæœ¬é¡¹ç›®çš„核心优势å¯æ¦‚括为四点：第一，问题切å£å°è€Œåˆšéœ€å¼ºï¼Œå®¹æ˜“在比赛中形æˆæ˜Žç¡®ä»·å€¼åˆ¤æ–­ï¼›ç¬¬äºŒï¼ŒæŠ€æœ¯è·¯å¾„稳妥，兼顾智能性与å¯æŽ§æ€§ï¼›ç¬¬ä¸‰ï¼Œè¾“出结果å¯è§£é‡Šã€å¯å¤æ ¸ã€å¯è¿½æº¯ï¼›ç¬¬å››ï¼Œå…·å¤‡å‘更多涉网资金案件场景推广的现实基础。 diff --git a/docs/competition-book/chapters/07-application.tex b/docs/competition-book/chapters/07-application.tex new file mode 100644 index 0000000..6c45cfd --- /dev/null +++ b/docs/competition-book/chapters/07-application.tex @@ -0,0 +1,77 @@ +\chapter{应用æˆæ•ˆä¸ŽæŽ¨å¹¿å‰æ™¯} + +\section{应用æˆæ•ˆè¯´æ˜Ž} + +本项目é¢å‘真实办案æµç¨‹è®¾è®¡ï¼Œå…¶ä»·å€¼ä¸åªä½“现在“能识别截图â€ï¼Œæ›´ä½“现在“能把截图整ç†æˆå¯è®¤å®šçš„案件结果â€ã€‚结åˆå½“å‰ç³»ç»Ÿèƒ½åŠ›ï¼Œé¡¹ç›®çš„应用æˆæ•ˆå¯ä»Žæ•ˆçŽ‡ã€è´¨é‡å’Œç®¡ç†ä¸‰ä¸ªç»´åº¦è¿›è¡Œè¯„估。 + +\subsection{效率æå‡} + +在传统模å¼ä¸‹ï¼Œæ°‘警需è¦å®Œæˆæˆªå›¾æ•´ç†ã€é‡å¤æŽ’查ã€é‡‘é¢æ ¸ç®—ã€ç¬”录补问ã€ç¬”录æˆæ–‡å’Œç»“果汇总等多项é‡å¤åŠ³åŠ¨ã€‚系统上线åŽï¼Œè¿™äº›å·¥ä½œç”±äººå·¥å…¨æµç¨‹ä¸²è¡Œå¤„ç†ï¼Œè½¬å˜ä¸ºâ€œç³»ç»Ÿå…ˆå¤„ç†ã€æ°‘è­¦å†å¤æ ¸â€çš„æ–¹å¼ï¼Œå°¤å…¶æ˜¯è®¤å®šå¤æ ¸é¡µæ–°å¢žçš„笔录功能，å¯å°†å·²ç¡®è®¤äº¤æ˜“自动汇总为å¯ç›´æŽ¥æ’入笔录的内容，预计å¯æ˜¾è‘—æå‡æ¡ˆä»¶åˆæ•´ã€é‡‘é¢æ ¸ç®—和笔录制作效率。 + +\subsection{è´¨é‡æå‡} + +系统通过统一字段抽å–ã€è·¨å¹³å°å½’并ã€ä¸­è½¬è¯†åˆ«å’Œåˆ†å±‚认定，能够é™ä½Žé‡å¤è®¡ç®—ã€æ¼ç®—和误算风险，å‡å°‘ä¸åŒæ°‘警之间因个人ç»éªŒå·®å¼‚带æ¥çš„认定å£å¾„ä¸ä¸€è‡´é—®é¢˜ã€‚ + +\subsection{å¤ç”¨æå‡} + +系统输出结构化交易清å•ã€è¯æ®ç´¢å¼•ã€è·¯å¾„图ã€ç¬”录内容和导出报告åŽï¼ŒåŽç»­æ±‡æŠ¥ã€ç§»é€ã€ç¬”录制作和归档环节å¯ç›´æŽ¥å¤ç”¨å¤„ç†ç»“果，å‡å°‘é‡å¤åŠ³åŠ¨ã€‚ + +\begin{table}[H] + \centering + \caption{应用æˆæ•ˆç¤ºä¾‹è¡¨ï¼ˆæ­£å¼æ交时替æ¢ä¸ºå®žæµ‹æ•°æ®ï¼‰} + \begin{tabularx}{\textwidth}{p{0.26\textwidth}p{0.2\textwidth}p{0.2\textwidth}Y} + \toprule + 指标项 & ä¼ ç»Ÿæ–¹å¼ & ç³»ç»Ÿè¾…åŠ©æ–¹å¼ & 备注说明 \\ + \midrule + å•æ¡ˆæˆªå›¾æ•´ç†æ—¶é•¿ & ã€ç¤ºä¾‹ï¼š90分钟】 & ã€ç¤ºä¾‹ï¼š25分钟】 & 以典型案件为样本测算 \\ + 被骗金é¢æ ¸ç®—时长 & ã€ç¤ºä¾‹ï¼š60分钟】 & ã€ç¤ºä¾‹ï¼š15分钟】 & å«æŽ’é‡å’Œä¸­è½¬è¯†åˆ« \\ + é‡å¤è®¡ç®—å‘生率 & ã€ç¤ºä¾‹ï¼šè¾ƒé«˜ã€‘ & ã€ç¤ºä¾‹ï¼šæ˜¾è‘—下é™ã€‘ & å¯ç”¨æŠ½æ ·å¤æ ¸ç»Ÿè®¡ \\ + 结果å¤æ ¸å‡†å¤‡æ—¶é•¿ & ã€ç¤ºä¾‹ï¼š30分钟】 & ã€ç¤ºä¾‹ï¼š10分钟】 & ä¾èµ–结构化清å•ä¸Žç†ç”±è¾“出 \\ + 笔录æˆæ–‡æ—¶é•¿ & ã€ç¤ºä¾‹ï¼š45分钟】 & ã€ç¤ºä¾‹ï¼š12分钟】 & ä¾èµ–å¤æ ¸é¡µç¬”录功能直接生æˆå†…容 \\ + 报告整ç†æ—¶é•¿ & ã€ç¤ºä¾‹ï¼š40分钟】 & ã€ç¤ºä¾‹ï¼š5分钟】 & 由系统导出结果替代人工汇总 \\ + \bottomrule + \end{tabularx} +\end{table} + +\section{答辩展示建议} + +为了增强比赛展示效果，建议答辩环节围绕“问题切入ã€æµç¨‹æ¼”示ã€äº®ç‚¹æ炼ã€æˆæ•ˆè¯´æ˜Žâ€å››æ­¥å±•å¼€ã€‚ + +\begin{enumerate} + \item 先用一页讲清基层民警在大é‡æˆªå›¾æ•´ç†ä¸­çš„痛点； + \item å†æ¼”示完整工作闭环：上传截图ã€OCR识别ã€äº¤æ˜“归并ã€èµ„金分æžã€è®¤å®šå¤æ ¸ã€ç¬”录生æˆã€æŠ¥å‘Šå¯¼å‡ºï¼› + \item 接ç€çªå‡ºå››ä¸ªäº®ç‚¹ï¼šè·¨å¹³å°åŽ»é‡ã€ä¸­è½¬è¯†åˆ«ã€å…³é”®è¯å›žæº¯è‡ªæˆ‘完善ã€ç¬”录内容直接æ’入； + \item 最åŽç”¨å›¾è¡¨è¯´æ˜Žæ•ˆçŽ‡æå‡å’ŒæŽ¨å¹¿ä»·å€¼ã€‚ +\end{enumerate} + +\placeholderwidefigure{建议放置“答辩演示链路图â€æˆ–“演示截图拼图â€ï¼Œä½œä¸ºçŽ°åœºå±•ç¤ºçš„核心大图。} + +\section{推广å‰æ™¯} + +本项目的处ç†æ¡†æž¶å¹¶ä¸é™äºŽç”µè¯ˆå—害人资金核查，还å¯åœ¨ä»¥ä¸‹åœºæ™¯ä¸­å¤åˆ¶æŽ¨å¹¿ï¼š + +\begin{itemize} + \item 帮助信æ¯ç½‘络犯罪活动案件中的资金梳ç†ï¼› + \item éžæ³•é›†èµ„ã€ç½‘络赌åšç­‰æ¶‰ç½‘案件的电å­æ”¯ä»˜è¯æ®åˆ†æžï¼› + \item 行政案件中多æºæ”¯ä»˜å‡­è¯çš„æ•´ç†ä¸Žæ ¸éªŒï¼› + \item 其他需è¦ä»Žå¤šæˆªå›¾æ料中æ¢å¤èµ„金事实的场景。 +\end{itemize} + +\begin{table}[H] + \centering + \caption{项目推广价值分æžè¡¨} + \begin{tabularx}{\textwidth}{p{0.19\textwidth}p{0.25\textwidth}Y} + \toprule + 推广维度 & 具体表现 & 预期价值 \\ + \midrule + 场景è¿ç§» & å¯è¿ç§»è‡³å…¶ä»–涉网资金案件 & æ高系统å¤ç”¨çŽ‡å’ŒæŠ•èµ„产出比 \\ + 能力å¤ç”¨ & OCRã€å½’并ã€è®¤å®šã€å¯¼å‡ºé“¾è·¯å¯å¤ç”¨ & é™ä½ŽäºŒæ¬¡å¼€å‘æˆæœ¬ \\ + æ•°æ®æ²‰æ·€ & å½¢æˆç»“构化案件数æ®ä¸Žè§„则样本 & 支撑æŒç»­ä¼˜åŒ–与模型迭代 \\ + 组织推广 & 易于形æˆæ ‡å‡†æµç¨‹ä¸ŽåŸ¹è®­ææ–™ & 便于基层快速å¤åˆ¶è½åœ° \\ + \bottomrule + \end{tabularx} +\end{table} + +\section{安全与åˆè§„考虑} + +警务智能体项目必须兼顾效果与åˆè§„。本项目在设计中åšæŒä»¥ä¸‹åŽŸåˆ™ï¼šåªé¢å‘授æƒåŠžæ¡ˆåœºæ™¯ä½¿ç”¨ï¼›æ¡ˆä»¶æ•°æ®æŒ‰æœ€å°å¿…è¦åŽŸåˆ™é‡‡é›†ä¸Žå¤„ç†ï¼›æ™ºèƒ½ä½“输出仅作为辅助æ„è§ï¼Œæœ€ç»ˆè®¤å®šç”±æ°‘è­¦ä¾æ³•å®¡æ ¸ï¼›å…³é”®è¿‡ç¨‹ä¿ç•™ç»“果快照和å¤æ ¸ç—•è¿¹ï¼›éƒ¨ç½²æ–¹å¼å¯è¿›ä¸€æ­¥å‘本地化或专网化环境扩展。 diff --git a/docs/competition-book/chapters/08-conclusion.tex b/docs/competition-book/chapters/08-conclusion.tex new file mode 100644 index 0000000..97b4653 --- /dev/null +++ b/docs/competition-book/chapters/08-conclusion.tex @@ -0,0 +1,16 @@ +\chapter{结论} + +本项目围绕电信网络诈骗案件å—害人资金核查这一基层高频警务场景，构建了一套从截图è¯æ®è¾“入到认定结果输出的多智能体ååŒç³»ç»Ÿã€‚系统通过多APP截图自动识别ã€è·¨å¹³å°äº¤æ˜“归并ã€æœ¬äººè´¦æˆ·ä¸­è½¬è¯†åˆ«ã€èµ„金路径分æžã€è¢«éª—金é¢åˆ†å±‚认定ã€äººå·¥å¤æ ¸ä¸ŽæŠ¥å‘Šå¯¼å‡ºï¼Œå½¢æˆäº†å®Œæ•´çš„办案辅助闭环。 + +与传统人工处ç†æ–¹å¼ç›¸æ¯”，本项目的核心价值在于三点：其一，将分散ã€é‡å¤ã€é›¶ç¢Žçš„截图æ料转化为统一结构化è¯æ®ï¼›å…¶äºŒï¼Œå°†ä¾èµ–个体ç»éªŒçš„排é‡ä¸Žè®¤å®šè¿‡ç¨‹æ²‰æ·€ä¸ºå¯è§£é‡Šã€å¯å¤æ ¸çš„规则化能力；其三，将最终结果直接转化为å¯æ±‡æŠ¥ã€å¯å¯¼å‡ºã€å¯å¤ç”¨çš„办案æ料。尤其是“è¯æ®è¯†åˆ«åŽå…³é”®è¯å›žæº¯â€çš„自我完善机制，使系统具备在任务执行过程中æŒç»­ä¿®æ­£å‰åºåˆ¤æ–­çš„能力，更符åˆæ™ºèƒ½ä½“系统的å‘展方å‘。 + +从项目建设现状看，系统已ç»å…·å¤‡è¾ƒæ¸…晰的功能边界ã€å®Œæ•´çš„业务链路和较强的展示性，适åˆä½œä¸ºå…¨å›½â€œæ™ºæ…§+警务â€AI智能体大赛的递交项目。从åŽç»­å‘展看，项目ä»å¯åœ¨çœŸå®žæ ·æœ¬ç§¯ç´¯ã€è§„则精细化ã€ä¸“网部署ã€å®‰å…¨å®¡è®¡å’Œè·¨æ¡ˆä»¶ç ”判等方é¢æŒç»­æ·±åŒ–，进一步æå‡å®žæˆ˜æ”¯æ’‘能力和推广价值。 + +\section{åŽç»­å®Œå–„建议} + +\begin{enumerate} + \item 在正å¼æ交å‰è¡¥å……脱æ•åŽçš„真实截图ã€ç•Œé¢æˆªå›¾å’Œå¯¼å‡ºæŠ¥å‘Šæ ·é¡µï¼› + \item 用真实案件样本替æ¢æ–‡ä¸­ç¤ºä¾‹æ€§æˆæ•ˆæ•°æ®ï¼Œå¢žå¼ºè¯´æœåŠ›ï¼› + \item 补充本地化部署ã€å®‰å…¨æŽ§åˆ¶å’Œæ—¥å¿—审计细节，æå‡é¡¹ç›®å®Œæ•´æ€§ï¼› + \item 准备一段完整演示视频，与项目书形æˆäº’相å°è¯çš„展示æ料。 +\end{enumerate} diff --git a/docs/competition-book/chapters/09-appendix.tex b/docs/competition-book/chapters/09-appendix.tex new file mode 100644 index 0000000..4d7c600 --- /dev/null +++ b/docs/competition-book/chapters/09-appendix.tex @@ -0,0 +1,41 @@ +\chapter{附录} + +\section{建议替æ¢çš„图片清å•} + +\begin{longtable}{p{0.09\textwidth}p{0.22\textwidth}p{0.23\textwidth}p{0.28\textwidth}} + \toprule + åºå· & 图片å称 & 建议æ¥æº & 替æ¢è¯´æ˜Ž \\ + \midrule + 图1 & 系统总体架构图 & 自绘架构图 & 展示系统分层ã€æ¨¡å—关系与数æ®æµ \\ + 图2 & 多APP截图样例图 & 脱æ•åŽçš„真实截图 & 建议åŒæ—¶å±•ç¤ºå¾®ä¿¡ã€æ”¯ä»˜å®ã€é“¶è¡ŒAPPä¸‰ç±»é¡µé¢ \\ + 图3 & 工作å°ç•Œé¢å›¾ & 系统å‰ç«¯é¡µé¢æˆªå›¾ & çªå‡ºä¸Šä¼ ã€OCR进度ã€äº¤æ˜“æ•°é‡ã€å¾…å¤æ ¸æ•°é‡ \\ + 图4 & 交易归并对比图 & 自绘示æ„图或页é¢æˆªå›¾ & 展示归并å‰åŽè®°å½•æ•°é‡å˜åŒ– \\ + 图5 & 中转识别示æ„图 & 自绘路径图 & 展示内部中转与对外支付的边界 \\ + 图6 & 资金æµè½¬å…³ç³»å›¾ & 分æžé¡µæˆªå›¾ & 展示本人账户ã€æ¶‰è¯ˆè´¦æˆ·ã€ä¸­è½¬è´¦æˆ·èŠ‚点关系 \\ + 图7 & 交易时间轴图 & 分æžé¡µæˆªå›¾ & å±•ç¤ºæ¡ˆä»¶å…³é”®äº¤æ˜“æ—¶åº \\ + 图8 & 认定å¤æ ¸ç•Œé¢å›¾ & å¤æ ¸é¡µæˆªå›¾ & 展示高ã€ä¸­ã€ä½Žç½®ä¿¡å’Œäººå·¥å¤æ ¸åŠ¨ä½œ \\ + 图9 & 报告导出样页图 & PDF/Excel导出样页 & 展示最终办案输出æˆæžœ \\ + \bottomrule +\end{longtable} + +\section{建议替æ¢çš„æ•°æ®é¡¹} + +\begin{table}[H] + \centering + \caption{æ­£å¼æ交å‰å»ºè®®è¡¥å……çš„æ•°æ®é¡¹} + \begin{tabularx}{\textwidth}{p{0.22\textwidth}p{0.28\textwidth}Y} + \toprule + æ•°æ®ç±»åˆ« & 具体字段 & 用途说明 \\ + \midrule + æ¡ˆä¾‹åŸºæœ¬ä¿¡æ¯ & 截图总数ã€æ¶‰åŠAPPæ•°é‡ã€äº¤æ˜“总笔数 & 强化场景真实度 \\ + æ•ˆçŽ‡æ•°æ® & 人工耗时ã€ç³»ç»Ÿè€—æ—¶ã€å¤æ ¸è€—æ—¶ & 用于说明效率æå‡ \\ + è´¨é‡æ•°æ® & é‡å¤è®¡ç®—å‡å°‘情况ã€æ¼ç®—纠正情况 & 用于说明准确率æå‡ \\ + è¾“å‡ºæ•°æ® & 报告页数ã€å¯¼å‡ºæ ¼å¼ã€è¯æ®ç´¢å¼•æ•°é‡ & 用于说明办案输出能力 \\ + æŽ¨å¹¿æ•°æ® & 试用人员å馈ã€å¯å¤åˆ¶åœºæ™¯æ•°é‡ & 用于说明推广价值 \\ + \bottomrule + \end{tabularx} +\end{table} + +\section{编译说明} + +本项目书建议使用 \texttt{xelatex} 编译，以便稳定支æŒä¸­æ–‡æŽ’版。若åŽç»­æ–°å¢žçœŸå®žå›¾ç‰‡ï¼Œè¯·ç»Ÿä¸€æ”¾ç½®åœ¨ \texttt{figures/} 目录中，并在替æ¢å ä½å›¾æ—¶é‡‡ç”¨è„±æ•åŽçš„æ­£å¼æ料。 diff --git a/docs/competition-book/main.aux b/docs/competition-book/main.aux new file mode 100644 index 0000000..1f7c72c --- /dev/null +++ b/docs/competition-book/main.aux @@ -0,0 +1,115 @@ +\relax +\providecommand\hyper@newdestlabel[2]{} +\providecommand*\HyPL@Entry[1]{} +\HyPL@Entry{0<>} 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人机ååŒâ€çš„技术路线，é‡ç‚¹è§£å†³ä¸‰ç±»æ ¸å¿ƒéš¾é¢˜ï¼šä¸€æ˜¯ä¸åŒAPP与ä¸åŒé¡µé¢ä¹‹é—´çš„截图è¯æ®ç»Ÿä¸€å»ºæ¨¡ï¼›äºŒæ˜¯åŒä¸€äº¤æ˜“在多截图ã€å¤šå¹³å°ä¸­çš„é‡å¤å±•ç¤ºè¯†åˆ«ï¼›ä¸‰æ˜¯æœ¬äººè´¦æˆ·ä¸­è½¬ã€é€€æ¬¾è¿”还ã€å¾…核实交易等å¤æ‚情形下的被骗金é¢è®¤å®šã€‚系统进一步引入è¯æ®è¯†åˆ«åŽçš„关键è¯å›žæº¯æœºåˆ¶ï¼Œåˆ©ç”¨åŽç»­é«˜ç½®ä¿¡è¯†åˆ«ç»“æžœåå‘校正账å•é¡µé¢ç±»åž‹åˆ¤æ–­ï¼Œå½¢æˆå…·å¤‡è‡ªæˆ‘完善特å¾çš„è½»é‡çº§ä¼˜åŒ–闭环。 + +从系统实现看，项目已形æˆæ¡ˆä»¶ç®¡ç†ã€æˆªå›¾ä¸Šä¼ ã€OCR识别ã€äº¤æ˜“归并ã€èµ„金分æžã€è®¤å®šå¤æ ¸ã€é—®è¯¢å»ºè®®å’ŒæŠ¥å‘Šå¯¼å‡ºç­‰å®Œæ•´åŠžæ¡ˆé“¾è·¯ï¼›ä»Žåº”用价值看，项目能够显著æå‡å—害人笔录å‰äº‹å®žæ¢³ç†æ•ˆçŽ‡ã€é™ä½Žé‡‘é¢è¯¯ç®—与æ¼ç®—风险，并为案件æµè½¬æä¾›å¯å¤ç”¨çš„结构化è¯æ®åº•ç¨¿ã€‚该系统兼具实战价值ã€æŽ¨å¹¿ä»·å€¼å’Œç¤ºèŒƒæ„义，适åˆä½œä¸ºåŸºå±‚警务智能体应用的典型样æ¿ã€‚ + +\vspace{0.6cm} +\noindent\textbf{关键è¯ï¼š}电信网络诈骗；资金核查；多智能体ååŒï¼›æˆªå›¾è¯æ®è§£æžï¼›è¢«éª—金é¢è®¤å®šï¼›äººæœºååŒ + +\tableofcontents +\clearpage + +\mainmatter + +\input{chapters/01-overview} +\input{chapters/02-demand} +\input{chapters/03-solution} +\input{chapters/04-mechanism} +\input{chapters/05-implementation} +\input{chapters/06-innovation} +\input{chapters/07-application} +\input{chapters/08-conclusion} +\appendix +\input{chapters/09-appendix} + +\end{document} diff --git a/docs/competition-book/main.toc b/docs/competition-book/main.toc new file mode 100644 index 0000000..8d47883 --- /dev/null +++ b/docs/competition-book/main.toc @@ -0,0 +1,64 @@ +\contentsline {chapter}{摘è¦}{i}{chapter*.1}% +\contentsline {chapter}{\numberline {第一章\hspace {.3em}}项目背景与建设æ„义}{1}{chapter.1}% +\contentsline {section}{\numberline {1.1}建设背景}{1}{section.1.1}% +\contentsline {section}{\numberline {1.2}建设æ„义}{1}{section.1.2}% +\contentsline {subsection}{\numberline {1.2.1}对一线办案的直接支撑}{1}{subsection.1.2.1}% +\contentsline {subsection}{\numberline {1.2.2}对è¯æ®ç»„织方å¼çš„å‡çº§}{1}{subsection.1.2.2}% +\contentsline {subsection}{\numberline {1.2.3}对警务智能体应用范å¼çš„示范}{1}{subsection.1.2.3}% +\contentsline {section}{\numberline {1.3}项目定ä½}{1}{section.1.3}% +\contentsline {section}{\numberline {1.4}建设目标}{2}{section.1.4}% +\contentsline {chapter}{\numberline {第二章\hspace {.3em}}场景痛点与需求分æž}{2}{chapter.2}% +\contentsline {section}{\numberline {2.1}业务场景还原}{2}{section.2.1}% +\contentsline {section}{\numberline {2.2}现有处ç†æ–¹å¼å­˜åœ¨çš„问题}{3}{section.2.2}% +\contentsline {subsection}{\numberline {2.2.1}问题一：截图æ料分散，人工整ç†è€—时长}{3}{subsection.2.2.1}% +\contentsline {subsection}{\numberline {2.2.2}问题二：åŒä¸€äº¤æ˜“多次展示，é‡å¤è®¡ç®—风险高}{3}{subsection.2.2.2}% +\contentsline {subsection}{\numberline {2.2.3}问题三：中转与对外支付混æ‚，认定难度大}{3}{subsection.2.2.3}% +\contentsline {subsection}{\numberline {2.2.4}问题四：结果ä¸å¯å¤ç”¨ï¼ŒåŽç»­ä»éœ€é‡å¤æ•´ç†}{3}{subsection.2.2.4}% +\contentsline {section}{\numberline {2.3}核心需求分æž}{3}{section.2.3}% +\contentsline {subsection}{\numberline {2.3.1}需求一：统一识别与结构化抽å–}{3}{subsection.2.3.1}% +\contentsline {subsection}{\numberline {2.3.2}需求二：跨平å°å½’并与资金链æ¢å¤}{4}{subsection.2.3.2}% +\contentsline {subsection}{\numberline {2.3.3}需求三：é¢å‘办案的认定结果输出}{4}{subsection.2.3.3}% +\contentsline {subsection}{\numberline {2.3.4}需求四：形æˆå¯å¤æ ¸ã€å¯æ±‡æŠ¥ã€å¯å¯¼å‡ºçš„æˆæžœ}{4}{subsection.2.3.4}% +\contentsline {section}{\numberline {2.4}项目书写作边界说明}{4}{section.2.4}% +\contentsline {chapter}{\numberline {第三章\hspace {.3em}}总体方案与技术路线}{4}{chapter.3}% +\contentsline {section}{\numberline {3.1}总体设计原则}{4}{section.3.1}% +\contentsline {section}{\numberline {3.2}总体架构}{4}{section.3.2}% +\contentsline {section}{\numberline {3.3}多智能体ååŒåˆ†å·¥}{5}{section.3.3}% +\contentsline {section}{\numberline {3.4}技术路线}{6}{section.3.4}% +\contentsline {section}{\numberline {3.5}æµç¨‹é—­çŽ¯}{6}{section.3.5}% +\contentsline {chapter}{\numberline {第四章\hspace {.3em}}核心能力与关键机制}{6}{chapter.4}% +\contentsline {section}{\numberline {4.1}多APP截图识别与字段抽å–}{6}{section.4.1}% +\contentsline {section}{\numberline {4.2}关键è¯å›žæº¯é©±åŠ¨çš„自我完善机制}{7}{section.4.2}% +\contentsline {section}{\numberline {4.3}跨平å°äº¤æ˜“归并与去é‡}{8}{section.4.3}% +\contentsline {section}{\numberline {4.4}本人账户中转识别}{8}{section.4.4}% +\contentsline {section}{\numberline {4.5}被骗金é¢åˆ†å±‚认定}{9}{section.4.5}% +\contentsline {section}{\numberline {4.6}笔录辅助生æˆã€é—®è¯¢å»ºè®®ä¸Žè¯æ®åŒ–输出}{9}{section.4.6}% +\contentsline {chapter}{\numberline {第五章\hspace {.3em}}系统实现与界é¢å±•ç¤º}{10}{chapter.5}% +\contentsline {section}{\numberline {5.1}系统实现概况}{10}{section.5.1}% +\contentsline {section}{\numberline {5.2}å‰ç«¯åŠŸèƒ½é¡µé¢}{10}{section.5.2}% +\contentsline {section}{\numberline {5.3}åŽç«¯æŽ¥å£ä¸ŽæœåŠ¡å®žçŽ°}{12}{section.5.3}% +\contentsline {section}{\numberline {5.4}处ç†é“¾è·¯å®žçŽ°}{12}{section.5.4}% +\contentsline {section}{\numberline {5.5}部署与演示方å¼}{13}{section.5.5}% +\contentsline {chapter}{\numberline {第六章\hspace {.3em}}创新点与方案优势}{13}{chapter.6}% +\contentsline {section}{\numberline {6.1}创新点æ炼}{13}{section.6.1}% +\contentsline {subsection}{\numberline {6.1.1}场景创新}{13}{subsection.6.1.1}% +\contentsline {subsection}{\numberline {6.1.2}方法创新}{13}{subsection.6.1.2}% +\contentsline {subsection}{\numberline {6.1.3}机制创新}{13}{subsection.6.1.3}% +\contentsline {subsection}{\numberline {6.1.4}输出创新}{13}{subsection.6.1.4}% +\contentsline {section}{\numberline {6.2}与传统方å¼å¯¹æ¯”优势}{14}{section.6.2}% +\contentsline {section}{\numberline {6.3}与å•ç‚¹OCR工具对比优势}{14}{section.6.3}% +\contentsline {section}{\numberline {6.4}方案优势总结}{14}{section.6.4}% +\contentsline {chapter}{\numberline {第七章\hspace {.3em}}应用æˆæ•ˆä¸ŽæŽ¨å¹¿å‰æ™¯}{15}{chapter.7}% +\contentsline {section}{\numberline {7.1}应用æˆæ•ˆè¯´æ˜Ž}{15}{section.7.1}% +\contentsline {subsection}{\numberline {7.1.1}效率æå‡}{15}{subsection.7.1.1}% +\contentsline {subsection}{\numberline {7.1.2}è´¨é‡æå‡}{15}{subsection.7.1.2}% +\contentsline {subsection}{\numberline {7.1.3}å¤ç”¨æå‡}{15}{subsection.7.1.3}% +\contentsline {section}{\numberline {7.2}答辩展示建议}{15}{section.7.2}% +\contentsline {section}{\numberline {7.3}推广å‰æ™¯}{16}{section.7.3}% +\contentsline {section}{\numberline {7.4}安全与åˆè§„考虑}{16}{section.7.4}% +\contentsline {chapter}{\numberline {第八章\hspace {.3em}}结论}{16}{chapter.8}% +\contentsline 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三ã€ä»Žä¸“家评审角度看，本项目为什么是真正的“AI 智能体†+ +评审专家通常ä¸ä¼šåªçœ‹â€œæ˜¯å¦ç”¨äº†å¤§æ¨¡åž‹â€ï¼Œè€Œä¼šé‡ç‚¹çœ‹é¡¹ç›®æ˜¯å¦å…·å¤‡æ™ºèƒ½ä½“的核心属性。本项目在本质上符åˆæ™ºèƒ½ä½“的关键特å¾ï¼š + +### 1. 目标驱动，而éžå•æ­¥é—®ç­” + +本项目的任务目标ä¸æ˜¯â€œè¯†åˆ«ä¸€å¼ å›¾ç‰‡æ˜¯ä»€ä¹ˆâ€ï¼Œè€Œæ˜¯å›´ç»•ä¸€ä¸ªæ˜Žç¡®è­¦åŠ¡ç›®æ ‡æŒç»­æŽ¨è¿›ï¼š + +`从多æºæˆªå›¾ä¸­ï¼Œè¿˜åŽŸäº¤æ˜“事实，识别有效è¯æ®ï¼Œè®¤å®šè¢«éª—金é¢ï¼Œå¹¶ç”ŸæˆåŠžæ¡ˆå¯ç”¨ç»“果。` + +系统会围绕该目标自动完æˆæˆªå›¾ç†è§£ã€å­—段抽å–ã€åŽ»é‡å½’并ã€è·¯å¾„分æžã€è®¤å®šåˆ†å±‚ã€äººå·¥å¤æ ¸æ示ã€æ–‡ä¹¦è¾“出等连续动作，体现出完整的目标导å‘执行能力。 + +### 2. 具备感知ã€æŽ¨ç†ã€è¡ŒåŠ¨é—­çŽ¯ + +智能体的核心ä¸åªæ˜¯â€œçœ‹è§â€ï¼Œæ›´æ˜¯â€œç†è§£åŽé‡‡å–行动â€ã€‚本项目形æˆäº†æ¸…晰闭环： + +- 感知：识别ä¸åŒ APP 截图页é¢ç±»åž‹ã€é‡‘é¢ã€æ—¶é—´ã€å¯¹æ‰‹æ–¹ã€è®¢å•å·ã€è´¦æˆ·å°¾å·ç­‰è¦ç´ ã€‚ +- 推ç†ï¼šåˆ¤æ–­äº¤æ˜“之间是å¦é‡å¤ã€æ˜¯å¦å±žäºŽæœ¬äººè´¦æˆ·ä¸­è½¬ã€æ˜¯å¦åº”计入被骗金é¢ã€è®¤å®šç½®ä¿¡åº¦å¦‚何。 +- 行动：自动归并交易ã€ç”Ÿæˆèµ„金æµå›¾ã€ç»™å‡ºè®¤å®šç†ç”±ã€æ示需补充询问的问题ã€è¾“出è¯æ®åŒ–报告。 + +### 3. 具备多智能体ååŒï¼Œè€Œéžå•æ¨¡åž‹ç¡¬åš + +å•ä¸ªå¤§æ¨¡åž‹æ“…长通用ç†è§£ï¼Œä½†è­¦åŠ¡å®žæˆ˜éœ€è¦åˆ†å·¥ã€çº¦æŸå’Œå¯æŽ§æ€§ã€‚本项目将任务拆分为多个能力å•å…ƒååŒå®Œæˆï¼Œé¿å…“一次æ示è¯åŒ…打天下â€å¯¼è‡´çš„ä¸ç¨³å®šä¸Žä¸å¯è§£é‡Šã€‚ + +### 4. 具备工具调用与外部系统å作能力 + +项目并éžåœç•™åœ¨å¯¹è¯å±‚，而是实际调用 OCRã€å¤šæ¨¡æ€è¯†åˆ«ã€è§„则引擎ã€æ•°æ®åº“ã€æ¡ˆä»¶ç®¡ç†ã€æŠ¥å‘Šå¯¼å‡ºç­‰å·¥å…·ä¸Žç³»ç»Ÿï¼Œå®žçŽ°å¯¹åŠžæ¡ˆæµç¨‹çš„真实嵌入。 + +### 5. 具备记忆与上下文æŒç»­åˆ©ç”¨èƒ½åŠ› + +系统以“案件â€ä¸ºç»„织å•å…ƒï¼Œå°†æˆªå›¾ã€äº¤æ˜“记录ã€è®¤å®šç»“æžœã€äººå·¥å¤æ ¸çŠ¶æ€ã€æŠ¥å‘Šå¿«ç…§ç­‰ç»Ÿä¸€æ²‰æ·€ï¼Œæ”¯æŒå¤šè½®è¡¥å……ææ–™åŽçš„å†æ¬¡åˆ†æžä¸Žç»“果更新，这ç§æŒç»­ä¸Šä¸‹æ–‡è®°å¿†æ­£æ˜¯æ™ºèƒ½ä½“区别于一次性脚本的é‡è¦ç‰¹å¾ã€‚ + +### 6. 具备基于结果å馈的自我完善能力 + +智能体ä¸ä»…能完æˆè¯†åˆ«å’Œè®¤å®šï¼Œè¿˜èƒ½åŸºäºŽåŽç»­è¯æ®ç†è§£ç»“æžœåå‘修正å‰åºåˆ¤æ–­ã€‚例如，在完æˆæˆªå›¾è¯æ®è¯†åˆ«åŽï¼Œç³»ç»Ÿä¼šå¯¹äº¤æ˜“页é¢ä¸­å‡ºçŽ°çš„高价值关键è¯è¿›è¡Œå›žæº¯åˆ†æžï¼Œå¦‚“收付款â€â€œè½¬è´¦æˆåŠŸâ€â€œè´¦å•è¯¦æƒ…â€â€œå•†æˆ·å•å·â€â€œé€€æ¬¾â€â€œå……值â€â€œé›¶é’±â€â€œé“¶è¡Œå¡â€ç­‰ï¼Œå†ç»“åˆæœ€ç»ˆè¯†åˆ«å‡ºçš„交易类型ã€å­—段结构和认定结果，对账å•é¡µé¢ç±»åž‹åˆ¤æ–­è¿›è¡ŒäºŒæ¬¡æ ¡æ­£ã€‚ + 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五ã€æ€»ä½“技术方案 + +### 1. 总体架构æ€è·¯ + +系统采用“多智能体ååŒ + è§„åˆ™å¼•æ“Žçº¦æŸ + 人工å¤æ ¸é—­çŽ¯â€çš„总体架构。 + +#### 智能体分工设计 + +| 智能体/æ¨¡å— | 主è¦èŒè´£ | 输出结果 | +|------|------|------| +| 案件å—ç†æ™ºèƒ½ä½“ | 接收案件基础信æ¯ã€å—害人陈述ã€æˆªå›¾æ料，建立案件上下文 | 案件任务上下文 | +| 截图解æžæ™ºèƒ½ä½“ | 识别截图æ¥æº APPã€é¡µé¢ç±»åž‹ã€å…³é”®å­—段 | 结构化交易候选记录 | +| 跨平å°å…³è”智能体 | 按订å•å·ã€é‡‘é¢ã€æ—¶é—´çª—å£ã€è´¦æˆ·å°¾å·ç­‰è¿›è¡Œäº¤æ˜“å½’å¹¶ä¸ŽåŽ»é‡ | 统一交易视图 | +| 资金路径分æžæ™ºèƒ½ä½“ | 识别本人账户中转ã€æ”¶æ¬¾æ–¹èšåˆã€äº¤æ˜“æ–¹å‘与æµè½¬è·¯å¾„ | 资金æµå›¾ä¸Žè·¯å¾„é“¾æ¡ | +| 金é¢è®¤å®šæ™ºèƒ½ä½“ | ä¾æ®è§„则与上下文判断是å¦è®¡å…¥è¢«éª—金é¢ï¼Œç»™å‡ºç½®ä¿¡åº¦ä¸Žç†ç”± | è®¤å®šæ¸…å• | +| 笔录辅助智能体 | 基于ä¸ç¡®å®šé¡¹ä¸Žç¼ºå¤±ç‚¹ï¼Œè‡ªåŠ¨ç”Ÿæˆé—®è¯¢å»ºè®® | è¿½é—®é—®é¢˜æ¸…å• | +| è¯æ®è¾“出智能体 | 输出表格ã€æŠ¥å‘Šã€æ–‡ä¹¦åŒ–摘è¦ã€è¯æ®ç´¢å¼• | Excel / PDF / Word 报告 | +| 人工å¤æ ¸ä»£ç† | 对中低置信项进行确认ã€ä¿®æ”¹ã€ç•™ç—• | 最终认定结果 | + +### 2. 核心处ç†æµç¨‹ + +1. 民警创建案件，批é‡ä¸Šä¼ å¤šå¹³å°è´¦å•æˆªå›¾ã€‚ +2. 截图解æžæ™ºèƒ½ä½“自动识别截图类型并æå–交易è¦ç´ ã€‚ +3. 跨平å°å…³è”智能体对多截图中的åŒç¬”交易进行去é‡ä¸Žå½’并。 +4. 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+ä¸æ˜¯æ­¢æ­¥äºŽæ™ºèƒ½è¯†åˆ«ç»“果，而是进一步形æˆå›¾ã€è¡¨ã€æ–‡ã€é—®è¯¢å»ºè®®ã€å®¡è®¡å¿«ç…§ç­‰å¤šç§è¾“出，为办案æµç¨‹æ供完整支撑。 + +## ä¹ã€é¡¹ç›®å®žæˆ˜ä»·å€¼ä¸Žé¢„期æˆæ•ˆ + +建议在正å¼æ交æ料时，用真实数æ®æ›¿æ¢ä¸‹åˆ—å ä½å†…容，以增强说æœåŠ›ã€‚ + +### 1. 效率æå‡ + +- å•æ¡ˆæˆªå›¾æ•´ç†æ—¶é—´ç”± **[原平å‡æ—¶é•¿]** é™ä½Žè‡³ **[现平å‡æ—¶é•¿]** +- 被骗金é¢æ ¸ç®—时间由 **[原平å‡æ—¶é•¿]** é™ä½Žè‡³ **[现平å‡æ—¶é•¿]** +- 笔录å‰äº‹å®žæ¢³ç†æ•ˆçŽ‡æå‡ **[X]%** + +### 2. è´¨é‡æå‡ + +- é‡å¤è®¡ç®—问题显著å‡å°‘ +- æ¼ç®—ã€è¯¯ç®—æƒ…å†µæ˜Žæ˜¾ä¸‹é™ +- 交易认定结果的一致性æå‡ +- åŽç»­å¤æ ¸ã€æ±‡æŠ¥ã€ç§»é€çŽ¯èŠ‚çš„ææ–™å¤ç”¨çŽ‡æå‡ + +### 3. 办案支撑价值 + +- 为民警快速é”定关键转账链æ¡æä¾›ä¾æ® +- 为问询å—害人æ供结构化æ示 +- 为报案å—ç†ã€æ¡ˆä»¶ç ”判ã€æ¡ˆå·æ•´ç†æ供统一底稿 + +### 4. 管ç†ä»·å€¼ + +- æ²‰æ·€æ¡ˆä»¶çº§ç»“æž„åŒ–èµ„é‡‘æ•°æ® +- å½¢æˆæ ‡å‡†åŒ–ã€å¯å¤ç”¨ã€å¯ç»Ÿè®¡çš„实战能力 +- 为åŽç»­è·¨æ¡ˆä»¶ç ”判和模型优化积累高质é‡æ ·æœ¬ + +## åã€æ¯”赛展示时建议é‡ç‚¹è®²æ¸…的“评审关注点†+ +### 1. 先讲痛点，ä¸è¦å…ˆè®²æŠ€æœ¯ + +建议答辩开场直接从基层民警日常工作切入： + +“å—害人带æ¥å‡ åå¼ ã€ä¸Šç™¾å¼ æ”¯ä»˜æˆªå›¾ï¼Œæ¶‰åŠå¤šä¸ª APP。人工é€å¼ æ ¸å¯¹ä¸ä»…耗时，而且æžæ˜“é‡ç®—ã€æ¼ç®—，直接影å“笔录质é‡å’Œè¢«éª—金é¢è®¤å®šæ•ˆçŽ‡ã€‚本项目就是围绕这一高频痛点设计的实战型智能体系统。†+ +### 2. 强调项目ä¸æ˜¯æ™®é€š OCR + +建议明确指出： + +“OCR åªèƒ½è§£å†³è¯»å­—问题，ä¸èƒ½è§£å†³è·¨å¹³å°å…³è”ã€æœ¬äººè´¦æˆ·ä¸­è½¬è¯†åˆ«ã€è¢«éª—金é¢è®¤å®šå’Œè¯æ®åŒ–输出问题。本项目的核心创新在于把截图识别å‡çº§ä¸ºæ¡ˆä»¶çº§è¯æ®æŽ¨ç†ã€‚†+ +### 3. 强调项目ä¸æ˜¯å•å¤§æ¨¡åž‹é—®ç­” + +建议表达为： + +“本项目ä¸æ˜¯è®©ä¸€ä¸ªå¤§æ¨¡åž‹ç›´æŽ¥ç»™å‡ºç­”案，而是将任务分解为多个智能体ååŒå¤„ç†ï¼Œå¹¶ç”¨è§„则ã€æµç¨‹å’Œäººå·¥å¤æ ¸æœºåˆ¶ä¿è¯ç»“æžœå¯æŽ§ã€å¯è§£é‡Šã€å¯ç”¨äºŽåŠžæ¡ˆã€‚†+ +### 4. 强调å¯è½åœ°ã€å¯æŽ¨å¹¿ + +建议çªå‡ºï¼š + +- 基层å•ä½ç›´æŽ¥å¯ç”¨ +- 与现有办案æµç¨‹è¡”接自然 +- ä¸è¦æ±‚改å˜æ°‘警工作习惯 +- å¯ä»¥ä»Žå诈场景å‘其他涉案资金核查场景扩展 + +## å一ã€å»ºè®®çš„答辩展示结构 + +### 1. 30 秒项目定义 + +用一å¥è¯è®²æ¸…楚： + +“这是一个é¢å‘电诈案件å—害人资金核查场景的多智能体ååŒç³»ç»Ÿï¼Œèƒ½å¤Ÿè‡ªåŠ¨è§£æžå¤š APP è´¦å•æˆªå›¾ï¼Œå…³è”交易ã€è¯†åˆ«ä¸­è½¬ã€è®¤å®šè¢«éª—金é¢ï¼Œå¹¶è¾“出å¯å¤æ ¸è¯æ®ç»“果。†+ +### 2. 1 分钟问题æè¿° + +展示基层民警在大é‡æˆªå›¾æ•´ç†ã€æ ¸ç®—被骗金é¢æ—¶çš„真实工作痛点。 + +### 3. 1 分钟系统æµç¨‹å±•ç¤º + +建议按以下顺åºæ¼”示： + +截图上传 -> 自动识别 -> 交易归并 -> 资金路径图 -> 认定结果 -> 问询建议 -> 报告导出 + +### 4. 1 分钟亮点与创新 + +é‡ç‚¹è®²ï¼š + +- 多智能体ååŒ +- 跨平å°å…³è”åŽ»é‡ +- 本人账户中转识别 +- 置信分层与人工å¤æ ¸ +- è¯æ®åŒ–输出 + +### 5. 1 分钟æˆæ•ˆä¸ŽæŽ¨å¹¿ä»·å€¼ + +补充实战使用效果ã€æ•ˆçŽ‡æå‡ã€å‡†ç¡®çŽ‡æå‡ã€å¯å¤åˆ¶æŽ¨å¹¿ç©ºé—´ã€‚ + +## å二ã€å»ºè®®çš„æäº¤æ–‡æ¡ˆæ‘˜è¦ + +以下内容å¯ä½œä¸ºç”³æŠ¥ä¹¦æ‘˜è¦çš„基础版本： + +> 针对电信网络诈骗案件中å—害人多平å°è´¦å•æˆªå›¾æ•°é‡å¤§ã€æ ¸æŸ¥è€—时长ã€é‡å¤ç»Ÿè®¡å’Œæ¼ç®—风险高等问题，项目构建了é¢å‘基层警务实战的多智能体ååŒè®¤å®šç³»ç»Ÿã€‚系统围绕案件任务目标，自动完æˆå¤š APP 截图识别ã€äº¤æ˜“字段抽å–ã€è·¨å¹³å°å…³è”去é‡ã€æœ¬äººè´¦æˆ·ä¸­è½¬è¯†åˆ«ã€è¢«éª—金é¢åˆ†å±‚认定ã€é—®è¯¢å»ºè®®ç”Ÿæˆå’Œè¯æ®åŒ–报告输出，形æˆâ€œæ„ŸçŸ¥-推ç†-行动-å¤æ ¸â€é—­çŽ¯ã€‚项目çªå‡ºå¯è§£é‡Šã€å¯è¿½æº¯ã€å¯å¤æ ¸ã€å¯è½åœ°ï¼Œèƒ½å¤Ÿæ˜¾è‘—æå‡å—害人笔录制作和被骗资金核算效率，é™ä½Žäººå·¥è¯¯å·®ï¼Œå…·æœ‰è¾ƒå¼ºçš„实战应用价值和推广å‰æ™¯ã€‚ + +## å三ã€é¡¹ç›®è½åœ°ä¸Žåˆè§„性说明 + +警务智能体è¦æƒ³èŽ·å¾—专家认å¯ï¼Œå¿…é¡»æå‰å›žåº”安全与åˆè§„问题。建议在æ料中明确写明： + +1. 系统仅é¢å‘授æƒåŠžæ¡ˆåœºæ™¯ä½¿ç”¨ï¼Œä¸é¢å‘社会公众开放。 +2. 案件数æ®æŒ‰æœ€å°å¿…è¦åŽŸåˆ™é‡‡é›†ä¸Žå¤„ç†ã€‚ +3. 支æŒæœ¬åœ°åŒ–部署或专网部署，é¿å…æ•æ„Ÿæ•°æ®å¤–æµé£Žé™©ã€‚ +4. 智能体输出仅作为办案辅助æ„è§ï¼Œæœ€ç»ˆè®¤å®šç”±æ°‘è­¦ä¾æ³•å®¡æ ¸ç¡®è®¤ã€‚ +5. 关键分æžè¿‡ç¨‹ä¿ç•™æ—¥å¿—ã€å¿«ç…§å’Œäººå·¥å¤æ ¸è®°å½•ï¼Œä¾¿äºŽè´£ä»»è¿½æº¯ã€‚ + +## åå››ã€ä¸“家评审最容易被打动的总结表达 + +如果è¦ç”¨ä¸€æ®µè¯æ¦‚括项目竞争力，建议使用如下表述： + +> 本项目的价值，ä¸åœ¨äºŽè®© AI “看懂一张截图â€ï¼Œè€Œåœ¨äºŽè®© AI 真正å‚与到基层å诈案件最ç¹çã€æœ€å®¹æ˜“出错ã€æœ€éœ€è¦ç»éªŒåˆ¤æ–­çš„资金核查环节中。它把分散ã€é›¶ç¢Žã€é‡å¤çš„截图è¯æ®ï¼Œè½¬åŒ–为å¯å…³è”ã€å¯è§£é‡Šã€å¯å¤æ ¸çš„案件结论，既解决了一线民警的现实痛点，也体现了 AI 智能体从通用能力走å‘警务实战能力的典型路径。 + +## å五ã€åŽç»­å»ºè®®è¡¥å……çš„ææ–™ + +为了让å‚èµ›æ料更有竞争力，建议你åŽç»­å†è¡¥å……以下内容： + +1. 真实案例一例：截图数é‡ã€æ¶‰åŠ APP æ•°é‡ã€äººå·¥è€—æ—¶ã€ç³»ç»Ÿè€—æ—¶ã€æœ€ç»ˆè®¤å®šé‡‘é¢ã€‚ +2. 对比数æ®ä¸€ç»„：人工处ç†ä¸Žç³»ç»Ÿè¾…助处ç†çš„效率和差错率对比。 +3. 演示视频一段：完整展示从上传截图到报告输出的闭环。 +4. ç•Œé¢æˆªå›¾è‹¥å¹²ï¼šæ¡ˆä»¶é¡µã€æˆªå›¾é¡µã€äº¤æ˜“页ã€åˆ†æžé¡µã€å¤æ ¸é¡µã€æŠ¥å‘Šé¡µã€‚ +5. 部署说明一份：本地/专网部署ã€æƒé™æŽ§åˆ¶ã€æ•°æ®ç•™ç—•ã€å®‰å…¨ç­–略。 + +--- + +## 附：一å¥è¯å‚èµ›å£å· + +**让碎片化截图è¯æ®ï¼Œè‡ªåŠ¨å˜æˆå¯è®¤å®šã€å¯å¤æ ¸ã€å¯åŠžæ¡ˆçš„资金事实。** diff --git a/docs/project-book/.gitignore b/docs/project-book/.gitignore deleted file mode 100644 index bed03bc..0000000 --- a/docs/project-book/.gitignore +++ /dev/null @@ -1,11 +0,0 @@ -# LaTeX 编译产物 -build/ -*.aux -*.log -*.toc -*.out -*.bbl -*.blg -*.synctex.gz -*.fls -*.fdb_latexmk diff --git a/docs/project-book/Makefile b/docs/project-book/Makefile deleted file mode 100644 index e39e9c4..0000000 --- a/docs/project-book/Makefile +++ /dev/null @@ -1,19 +0,0 @@ -# 智æžå诈 项目书 - LaTeX 编译 -# 使用: make 或 make pdf - -MAIN = main -LATEX = xelatex -BUILD_DIR = build - -.PHONY: pdf clean - -pdf: $(MAIN).tex - @mkdir -p $(BUILD_DIR) - $(LATEX) -output-directory=$(BUILD_DIR) -interaction=nonstopmode $(MAIN).tex - $(LATEX) -output-directory=$(BUILD_DIR) -interaction=nonstopmode $(MAIN).tex - @cp $(BUILD_DIR)/$(MAIN).pdf . 2>/dev/null || true - @echo "PDF 已生æˆ: $(BUILD_DIR)/$(MAIN).pdf" - -clean: - rm -rf $(BUILD_DIR) - rm -f *.aux *.log *.toc *.out *.bbl *.blg *.synctex.gz diff --git a/docs/project-book/build.sh b/docs/project-book/build.sh deleted file mode 100644 index 937f7a2..0000000 --- a/docs/project-book/build.sh +++ /dev/null @@ -1,21 +0,0 @@ -#!/usr/bin/env bash -# 智æžå诈 项目书 - 一键编译脚本 -# 使用: bash build.sh - -set -e -cd "$(dirname "$0")" - -MAIN=main -BUILD_DIR=build - -mkdir -p "$BUILD_DIR" -xelatex -output-directory="$BUILD_DIR" -interaction=nonstopmode "$MAIN.tex" || true -xelatex -output-directory="$BUILD_DIR" -interaction=nonstopmode "$MAIN.tex" - -if [ -f "$BUILD_DIR/$MAIN.pdf" ]; then - cp "$BUILD_DIR/$MAIN.pdf" . - echo "PDF 已生æˆ: $BUILD_DIR/$MAIN.pdf" -else - echo "编译å¯èƒ½æœ‰é—®é¢˜ï¼Œè¯·æ£€æŸ¥ $BUILD_DIR 目录下的 .log 文件" - exit 1 -fi diff --git a/docs/project-book/chapters/.gitkeep b/docs/project-book/chapters/.gitkeep deleted file mode 100644 index 8b13789..0000000 --- a/docs/project-book/chapters/.gitkeep +++ /dev/null @@ -1 +0,0 @@ - diff --git a/docs/project-book/chapters/01-introduction.tex b/docs/project-book/chapters/01-introduction.tex deleted file mode 100644 index 2dfa491..0000000 --- a/docs/project-book/chapters/01-introduction.tex +++ /dev/null @@ -1,30 +0,0 @@ -% ============================================================ -% 第一章 引言 -% 对应评审维度：需求与场景适é…ã€åº”用价值 -% ============================================================ - -\chapter{引言} - -\section{目标用户与典型场景概述} - -本项目é¢å‘基层派出所ã€å诈中心åŠåˆ‘侦部门的办案民警。在电信网络诈骗案件办ç†ä¸­ï¼Œæ°‘警需è¦å—ç†å—害人报案ã€åˆ¶ä½œç¬”录ã€æ ¸æŸ¥èµ„金æµå‘并认定被骗金é¢ã€‚å—害人通常会æ供大é‡æ¥è‡ªå¾®ä¿¡ã€æ”¯ä»˜å®ã€é“¶è¡Œå¡ã€çŸ­ä¿¡é€šçŸ¥ç­‰ä¸åŒæ¥æºçš„è´¦å•æˆªå›¾ï¼Œæ°‘警需é€å¼ æŸ¥çœ‹ã€ç™»è®°ã€æ±‡æ€»ã€æŽ’é‡ã€è®¡ç®—。这一环节是典型的高频ã€è€—æ—¶ã€æ˜“错场景，也是本系统的核心目标用户与典型使用场景。第三章将详细展开目标用户画åƒä¸Žå…¸åž‹ä½¿ç”¨åœºæ™¯ã€‚ - -\section{项目背景} - -电信网络诈骗案件æŒç»­é«˜å‘，基层民警在å—害人报案å—ç†ã€èµ„金核查ã€ç¬”录制作过程中，é¢ä¸´å¤§é‡æ¥è‡ªä¸åŒAPPçš„è´¦å•æˆªå›¾ã€‚现有工作模å¼ä¸»è¦ä¾èµ–人工é€å¼ æŸ¥çœ‹ã€ç™»è®°ã€æ±‡æ€»ã€æŽ’é‡ã€è®¡ç®—，存在效率低ã€é‡å¤ç»Ÿè®¡ã€è®¤å®šä¸ç»Ÿä¸€ã€è¯æ®æ•´ç†è´Ÿæ‹…é‡ç­‰é—®é¢˜ã€‚ - -为破解该痛点，本项目é¢å‘å—害人资金核查实战，研å‘多智能体ååŒçš„截图è¯æ®è§£æžä¸Žè¢«éª—金é¢è®¤å®šç³»ç»Ÿï¼Œå®žçŽ°å¤šæºæˆªå›¾è‡ªåŠ¨è¯†åˆ«ã€è·¨å¹³å°å…³è”ã€èµ„金路径分æžã€è®¤å®šå¤æ ¸å’Œæ–‡ä¹¦åŒ–输出，æœåŠ¡ç”µè¯ˆæ¡ˆä»¶å¿«é€Ÿã€è§„范ã€å¯è¿½æº¯åŠžç†ã€‚ - -\section{研究/建设目标} - -本项目的建设目标å‡ç»ƒä¸ºä¸‰é¡¹ï¼š - -\begin{enumerate}[label=(\arabic*)] - \item \textbf{自动化}：让截图è¯æ®ä»Žäººå·¥æ•´ç†è½¬å‘è‡ªåŠ¨è¯†åˆ«å’Œç»“æž„åŒ–å¤„ç† - \item \textbf{规范化}：让被骗金é¢è®¤å®šä»Žç»éªŒåˆ¤æ–­è½¬å‘规则化ã€å¯è§£é‡ŠåŒ–输出 - \item \textbf{实战化}：让分æžç»“果直接æœåŠ¡ç¬”录制作ã€èµ„金核查和案件ææ–™ç”Ÿæˆ -\end{enumerate} - -\section{文档结构说明} - -本项目的结构安排如下：第二章介ç»èƒŒæ™¯ä¸ŽçŽ°çŠ¶ï¼›ç¬¬ä¸‰ç« è¿›è¡Œéœ€æ±‚分æžï¼›ç¬¬å››ç« æ述系统架构设计；第五章é˜è¿°å…³é”®å®žçŽ°ï¼›ç¬¬å…­ç« æ€»ç»“创新点与特色；第七章讨论应用æˆæ•ˆä¸Žè¯„估；第八章为总结与展望。附录æä¾›API端点ã€æ•°æ®åº“模型ã€å›¾æ¸…å•ã€åˆé€‰å½•å±è¯´æ˜ŽåŠç­”辩常è§é—®é¢˜ä¸Žå»ºè®®å›žç­”。 diff --git a/docs/project-book/chapters/02-background.tex b/docs/project-book/chapters/02-background.tex deleted file mode 100644 index dbff2ab..0000000 --- a/docs/project-book/chapters/02-background.tex +++ /dev/null @@ -1,52 +0,0 @@ -% ============================================================ -% 第二章 背景与现状 -% 对应评审维度：需求与场景适é…ã€åº”用价值 -% ============================================================ - -\chapter{背景与现状} - -\section{电信诈骗å—害人资金核查业务æµç¨‹} - -典型的电信诈骗案件资金核查æµç¨‹å¯æ¦‚括为：å—案 $\to$ 笔录制作 $\to$ 核账 $\to$ 认定 $\to$ 报å·ã€‚å—害人在报案时通常æ供微信ã€æ”¯ä»˜å®ã€é“¶è¡Œå¡ã€çŸ­ä¿¡é€šçŸ¥ç­‰æˆªå›¾ä½œä¸ºè½¬è´¦å‡­è¯ã€‚民警需è¦å°†è¿™äº›é›¶æ•£è¯æ®æ•´ç†ä¸ºå¯è¿½æº¯ã€å¯è®¤å®šçš„资金æµæ°´ï¼Œå¹¶å›žç­”执法层é¢çš„关键问题：哪些钱å¯ä»¥è®¤å®šä¸ºè¢«éª—金é¢ï¼Œç†ç”±æ˜¯ä»€ä¹ˆï¼Œè¯æ®åœ¨å“ªé‡Œã€‚ - -\section{传统人工模å¼çš„瓶颈} - -传统人工核账模å¼ä¸‹ï¼Œæ°‘è­¦é€å¼ æŸ¥çœ‹æˆªå›¾ã€æ‰‹åŠ¨ç™»è®°äº¤æ˜“ä¿¡æ¯ã€äººå·¥åˆ¤æ–­é‡å¤ä¸Žä¸­è½¬ã€è®¡ç®—被骗金é¢å¹¶æ’°å†™è®¤å®šç†ç”±ã€‚该模å¼å­˜åœ¨ä»¥ä¸‹ç“¶é¢ˆï¼š - -\begin{itemize}[leftmargin=*] - \item 截图æ¥æºæ‚：微信ã€æ”¯ä»˜å®ã€é“¶è¡Œå¡ã€çŸ­ä¿¡ã€æ•°å­—é’±åŒ…æ··æ‚ - \item 截图数é‡å¤§ï¼šä¸€æ¡ˆå‡ å张到上百张截图 - \item é‡å¤ç»Ÿè®¡é£Žé™©é«˜ï¼šåŒä¸€ç¬”交易跨平å°å¤šæ¬¡å‡ºçŽ° - \item 中转情形å¤æ‚：本人账户过渡ã€å……值æ现ã€é€€æ¬¾æ··æ‚ - \item 认定ç†ç”±ä¾èµ–ç»éªŒï¼šæ ‡å‡†ä¸ç»Ÿä¸€ - \item 结果需åå¤æ•´ç†ï¼šè¡¨æ ¼ã€ç¬”录ã€æŠ¥å‘Šé‡å¤åŠ³åŠ¨é‡ -\end{itemize} - -% 图 2-1 å ä½ -\placeholderfigure{Fig-traditional-flow.pdf}{传统人工核账æµç¨‹å›¾} - -\section{痛点与影å“对照} - -表\ref{tab:pain-points} 归纳了传统模å¼ä¸‹çš„主è¦ç—›ç‚¹åŠå…¶å½±å“。 - -\begin{table}[H] - \centering - \caption{痛点与影å“对照表} - \label{tab:pain-points} - \begin{tabular}{lll} - \toprule - \textbf{痛点} & \textbf{具体表现} & \textbf{å½±å“} \\ - \midrule - 截图æ¥æºæ‚ & 微信ã€æ”¯ä»˜å®ã€é“¶è¡Œã€çŸ­ä¿¡ç­‰æ··æ‚ & 分类与整ç†è€—æ—¶ \\ - 截图数é‡å¤§ & 一案数å至上百张 & 人工é€å¼ ç™»è®°æžè€—时间 \\ - é‡å¤ç»Ÿè®¡ & åŒç¬”交易跨平å°å¤šæ¬¡å‡ºçŽ° & 易é‡å¤ç´¯è®¡è¢«éª—é‡‘é¢ \\ - 中转å¤æ‚ & 本人账户过渡ã€è‡ªå……ã€é€€æ¬¾ & 易错认ã€æ˜“æ¼æŽ’ \\ - 认定ä¸ç»Ÿä¸€ & ä¾èµ–个人ç»éªŒ & å£å¾„ä¸ä¸€è‡´ã€éš¾ä»¥å¤æ ¸ \\ - 文书整ç†é‡ & 表格ã€ç¬”录ã€æŠ¥å‘Šåå¤æ•´ç† & é‡å¤åŠ³åŠ¨å¤š \\ - \bottomrule - \end{tabular} -\end{table} - -\section{智慧警务与 AI 智能体å‘展趋势} - -智慧警务建设强调技术赋能基层ã€å‡è´Ÿå¢žæ•ˆã€‚AI 智能体具备目标导å‘ã€çŽ¯å¢ƒæ„ŸçŸ¥ã€è§„划执行ã€å·¥å…·è°ƒç”¨å’Œå馈闭环等特å¾ï¼Œé€‚åˆæ‰¿æ‹…高é‡å¤ã€é«˜è€—时的信æ¯æŠ½å–与åˆåˆ¤ä»»åŠ¡ï¼Œè€Œå°†æœ€ç»ˆç¡®è®¤æƒã€è¡¥è¯æƒã€ä¿®æ­£æƒä¿ç•™ç»™æ°‘警。本项目正是在此背景下，将多智能体ååŒæŠ€æœ¯åº”用于电诈å—害人资金核查这一垂直警务场景。 diff --git a/docs/project-book/chapters/03-demand-analysis.tex b/docs/project-book/chapters/03-demand-analysis.tex deleted file mode 100644 index 28fe130..0000000 --- a/docs/project-book/chapters/03-demand-analysis.tex +++ /dev/null @@ -1,100 +0,0 @@ -% ============================================================ -% 第三章 éœ€æ±‚åˆ†æž -% 对应评审维度：需求与场景适é…ã€æŠ€æœ¯å¯è¡Œæ€§ -% ============================================================ - -\chapter{需求分æž} - -\section{目标用户画åƒ} - -本系统的主è¦ç›®æ ‡ç”¨æˆ·åŒ…括： - -\begin{enumerate}[label=(\arabic*)] - \item \textbf{派出所一线民警}：å—ç†ç”µè¯ˆæŠ¥æ¡ˆï¼Œåˆ¶ä½œç¬”录，完æˆèµ„金核查åˆæ ¸ - \item \textbf{å诈中心办案人员}：统筹多案资金分æžï¼Œå¤æ ¸è®¤å®šç»“论 - \item \textbf{刑侦/ç»ä¾¦åŠžæ¡ˆäººå‘˜}：涉诈资金链梳ç†ã€å¤šè´¦æˆ·èµ„金归集 -\end{enumerate} - -\section{典型使用场景} - -表\ref{tab:use-scenarios} 以「角色 + 任务 + 痛点 + 本系统介入方å¼ã€çš„å½¢å¼æ述典型使用场景。 - -\begin{table}[H] - \centering - \caption{典型使用场景} - \label{tab:use-scenarios} - \begin{tabular}{p{2cm}p{2.5cm}p{2.5cm}p{3cm}} - \toprule - \textbf{角色} & \textbf{任务} & \textbf{痛点} & \textbf{本系统介入} \\ - \midrule - 派出所民警 & å—ç†ç”µè¯ˆæŠ¥æ¡ˆåŽæ ¸è´¦ & 截图多ã€é‡å¤ç»Ÿè®¡ã€è®¤å®šéš¾ & 批é‡ä¸Šä¼ ã€è‡ªåŠ¨åŽ»é‡ã€è®¤å®šåˆåˆ¤ \\ - 派出所民警 & 制作笔录å‰æ¢³ç†èµ„金 & 需人工整ç†è¡¨æ ¼ã€é—®è¯¢æ— ä¾æ® & 导出汇总表ã€ç”Ÿæˆé—®è¯¢å»ºè®® \\ - å诈中心 & å¤æ ¸å¤šæ¡ˆè®¤å®šç»“论 & å£å¾„ä¸ç»Ÿä¸€ã€è¯æ®é“¾éš¾è¿½æº¯ & 结构化字段ã€è®¤å®šç†ç”±ã€è¯æ®ç´¢å¼• \\ - 刑侦/ç»ä¾¦ & æ¶‰è¯ˆèµ„é‡‘é“¾åˆ†æž & 多账户ã€å¤šå¹³å°æµæ°´æ··æ‚ & 跨平å°å…³è”ã€èµ„金æµå›¾ã€è·¯å¾„åˆ†æž \\ - \bottomrule - \end{tabular} -\end{table} - -% 图 3-1 å ä½ -\placeholderfigure{Fig-user-usecase.pdf}{用户角色与用例示æ„} - -\section{业务需求} - -系统需支æŒä»¥ä¸‹æ ¸å¿ƒä¸šåŠ¡èƒ½åŠ›ï¼š - -\begin{itemize}[leftmargin=*] - \item 案件管ç†ï¼šåˆ›å»ºã€æŸ¥çœ‹ã€æ›´æ–°æ¡ˆä»¶ä¿¡æ¯ - \item 截图上传：批é‡ä¸Šä¼ å¤šAPPè´¦å•æˆªå›¾ - \item 截图解æžï¼šè‡ªåŠ¨è¯†åˆ«APP类型ã€é¡µé¢ç±»åž‹ï¼Œæå–交易字段 - \item 交易归并：去é‡ã€èšç±»ã€è¯†åˆ«æœ¬äººè´¦æˆ·ä¸­è½¬ - \item 资金分æžï¼šèµ„金æµè½¬å…³ç³»å›¾ã€äº¤æ˜“时间轴ã€æ”¶æ¬¾æ–¹èšåˆ - \item 认定å¤æ ¸ï¼šé«˜/中/低置信分层，人工å¤æ ¸ç¡®è®¤ï¼Œè‡ªåŠ¨ç”Ÿæˆè®¤å®šç†ç”± - \item 笔录辅助：基于分æžç»“果生æˆç¬”录问询建议 - \item 报告导出：Excel 汇总表ã€PDF 报告ã€Word 文书，å«è¯æ®ç´¢å¼•å’Œå®¡è®¡å¿«ç…§ -\end{itemize} - -\section{功能需求} - -表\ref{tab:func-req} 列出主è¦åŠŸèƒ½éœ€æ±‚。 - -\begin{table}[H] - \centering - \caption{功能需求列表} - \label{tab:func-req} - \begin{tabular}{cll} - \toprule - \textbf{ç¼–å·} & \textbf{功能} & \textbf{说明} \\ - \midrule - F1 & æ¡ˆä»¶ç®¡ç† & 创建ã€æŸ¥çœ‹ã€æ›´æ–°æ¡ˆä»¶ \\ - F2 & 截图上传 & 批é‡ä¸Šä¼ ï¼Œæ”¯æŒå¤šæ ¼å¼ \\ - F3 & 截图分类 & 识别æ¥æºAPPã€é¡µé¢ç±»åž‹ \\ - F4 & äº¤æ˜“æŠ½å– & OCR æå–标准化交易字段 \\ - F5 & äº¤æ˜“åŽ»é‡ & 订å•å·ã€é‡‘é¢+时间窗å£åŽ»é‡ \\ - F6 & 中转识别 & 识别本人账户中转 \\ - F7 & 认定分层 & 高/中/低置信，纳入/排除/å¾…å¤æ ¸ \\ - F8 & 人工å¤æ ¸ & 确认ã€ä¿®æ­£ã€ç•™ç—• \\ - F9 & 问询建议 & 基于认定结果生æˆç¬”录建议 \\ - F10 & 报告导出 & Excelã€Wordã€PDF \\ - \bottomrule - \end{tabular} -\end{table} - -\section{éžåŠŸèƒ½éœ€æ±‚} - -\begin{table}[H] - \centering - \caption{éžåŠŸèƒ½éœ€æ±‚} - \label{tab:nfr} - \begin{tabular}{lll} - \toprule - \textbf{类别} & \textbf{需求} & \textbf{说明} \\ - \midrule - 性能 & 批é‡å¤„ç† & 支æŒæ•°å张截图并å‘è§£æž \\ - 性能 & å“应时间 & å•å¼ è§£æžåœ¨å¯æŽ¥å—å»¶è¿Ÿå†…å®Œæˆ \\ - 安全 & æ•°æ®éš”离 & 按案件隔离存储 \\ - 安全 & 审计留痕 & 分æžã€å¤æ ¸ã€ä¿®æ”¹è®°å½•å¯è¿½æº¯ \\ - åˆè§„ & 本地部署 & 支æŒä¸“网/本地化部署 \\ - åˆè§„ & å¯è§£é‡Šæ€§ & 认定ç†ç”±ã€æŽ’除ä¾æ®å¯è¿½æº¯ \\ - \bottomrule - \end{tabular} -\end{table} diff --git a/docs/project-book/chapters/04-architecture.tex b/docs/project-book/chapters/04-architecture.tex deleted file mode 100644 index 221f810..0000000 --- a/docs/project-book/chapters/04-architecture.tex +++ /dev/null @@ -1,93 +0,0 @@ -% ============================================================ -% 第四章 系统架构设计 -% 对应评审维度：技术å¯è¡Œæ€§ã€æŠ€æœ¯æ·±åº¦ã€ä½œå“完整性 -% ============================================================ - -\chapter{系统架构设计} - -\section{总体架构} - -系统采用四层架构：è¯æ®æŽ¥å…¥å±‚ã€æ™ºèƒ½ä½“ååŒå±‚ã€æ¡ˆä»¶æŽ¨ç†å±‚ã€ç»“果输出层。 - -\begin{enumerate}[label=(\arabic*)] - \item \textbf{è¯æ®æŽ¥å…¥å±‚}：微信ã€æ”¯ä»˜å®ã€é“¶è¡Œã€çŸ­ä¿¡ã€æ•°å­—钱包等截图批é‡ä¸Šä¼  - \item \textbf{智能体ååŒå±‚}：编排智能体统一调度å„专业智能体 - \item \textbf{案件推ç†å±‚}：去é‡ã€å…³è”ã€ä¸­è½¬è¯†åˆ«ã€è®¤å®šè¯„分ã€äººå·¥å¤æ ¸ - \item \textbf{结果输出层}：资金æµå›¾ã€äº¤æ˜“明细ã€è®¤å®šç»“论ã€é—®è¯¢å»ºè®®ã€è¯æ®åŒ–报告 -\end{enumerate} - -% 图 4-1 å ä½ -\placeholderfigure{Fig-architecture.pdf}{系统四层架构图} - -\section{多智能体分工} - -系统由以下八个专业智能体ååŒå®Œæˆæ¡ˆä»¶å¤„ç†ï¼š - -\begin{itemize}[leftmargin=*] - \item \textbf{案件编排智能体}：接收案件目标，规划处ç†æ­¥éª¤ï¼Œè°ƒåº¦å„å­æ™ºèƒ½ä½“ - \item \textbf{截图ç†è§£æ™ºèƒ½ä½“}：识别截图所属APPã€é¡µé¢ç±»åž‹ã€æˆªå›¾æœ‰æ•ˆæ€§ - \item \textbf{交易抽å–智能体}：将账å•æˆªå›¾è§£æžä¸ºæ ‡å‡†åŒ–交易记录 - \item \textbf{跨平å°å…³è”智能体}：识别åŒä¸€äº¤æ˜“在ä¸åŒå¹³å°çš„é‡å¤å‘ˆçŽ° - \item \textbf{资金路径分æžæ™ºèƒ½ä½“}：识别本人账户中转ã€åˆ†æµã€æ±‡èš - \item \textbf{被骗金é¢è®¤å®šæ™ºèƒ½ä½“}：纳入/排除/å¾…å¤æ ¸åˆ¤å®šï¼Œç”Ÿæˆè®¤å®šç†ç”± - \item \textbf{文书与笔录辅助智能体}：输出认定说明ã€é—®è¯¢å»ºè®®ã€è¯æ®åŒ–报告 - \item \textbf{人工å¤æ ¸ååŒæ™ºèƒ½ä½“}：将低置信与争议记录æ交民警确认 -\end{itemize} - -% 图 4-2 å ä½ -\placeholderfigure{Fig-agent-collab.pdf}{多智能体å作示æ„图} - -\section{核心业务æµç¨‹} - -核心业务æµç¨‹ä¸ºï¼šä¸Šä¼  $\to$ è§£æž $\to$ åˆ†æž $\to$ å¤æ ¸ $\to$ 报告。具体包括：新建案件ã€æ‰¹é‡ä¸Šä¼ æˆªå›¾ã€è‡ªåŠ¨è¯†åˆ«æ¥æºä¸Žé¡µé¢ç±»åž‹ã€è‡ªåŠ¨æŠ½å–交易字段ã€è‡ªåŠ¨åŽ»é‡ä¸Žä¸­è½¬è¯†åˆ«ã€ç”Ÿæˆèµ„金路径与被骗金é¢åˆåˆ¤ã€æ°‘警对低置信记录å¤æ ¸ã€ä¸€é”®å¯¼å‡ºæ±‡æ€»è¡¨ä¸Žé—®è¯¢å»ºè®®ã€‚ - -% 图 4-3 å ä½ -\placeholderfigure{Fig-business-flow.pdf}{核心业务æµç¨‹} - -\section{技术选型} - -表\ref{tab:tech-stack} 列出技术栈。 - -\begin{table}[H] - \centering - \caption{技术栈一览} - \label{tab:tech-stack} - \begin{tabular}{ll} - \toprule - \textbf{层级} & \textbf{技术} \\ - \midrule - å‰ç«¯ & React 18, TypeScript, Ant Design, ECharts, TanStack Query, Zustand \\ - åŽç«¯ & Python, FastAPI, SQLAlchemy 2.x (async), Pydantic v2 \\ - æ•°æ®åº“ & PostgreSQL 16 \\ - 队列 & Celery, Redis 7 \\ - AI 能力 & 云 OCR / 多模æ€å¤§æ¨¡åž‹ API（å¯é…置） \\ - 报告 & openpyxl, python-docx \\ - \bottomrule - \end{tabular} -\end{table} - -\section{设计目标与实现情况对照} - -表\ref{tab:design-vs-impl} 对照设计目标与当å‰å®žçŽ°æƒ…况，体现作å“完整性。 - -\begin{table}[H] - \centering - \caption{设计目标 vs 实现情况} - \label{tab:design-vs-impl} - \begin{tabular}{lp{4cm}p{4cm}} - \toprule - \textbf{功能模å—} & \textbf{设计目标} & \textbf{实现情况} \\ - \midrule - æ¡ˆä»¶ç®¡ç† & 创建ã€æŸ¥çœ‹ã€æ›´æ–°æ¡ˆä»¶ & 已实现 \\ - 截图上传 & 批é‡ä¸Šä¼ å¤š APP 截图 & 已实现 \\ - 截图分类 & 识别 APPã€é¡µé¢ç±»åž‹ & 已实现（OCR/多模æ€ï¼‰ \\ - äº¤æ˜“æŠ½å– & 标准化字段æå– & 已实现 \\ - äº¤æ˜“åŽ»é‡ & 订å•å·ã€é‡‘é¢+æ—¶é—´çª—å£ & 已实现 \\ - 中转识别 & 本人账户中转排除 & 已实现 \\ - 认定分层 & 高/中/低置信 & 已实现 \\ - 人工å¤æ ¸ & 确认ã€ä¿®æ­£ã€ç•™ç—• & 已实现 \\ - 问询建议 & ç¬”å½•è¾…åŠ©ç”Ÿæˆ & 已实现 \\ - 报告导出 & Excelã€Wordã€PDF & 已实现 \\ - \bottomrule - \end{tabular} -\end{table} diff --git a/docs/project-book/chapters/05-implementation.tex b/docs/project-book/chapters/05-implementation.tex deleted file mode 100644 index 1f8b0da..0000000 --- a/docs/project-book/chapters/05-implementation.tex +++ /dev/null @@ -1,74 +0,0 @@ -% ============================================================ -% 第五章 关键实现 -% 对应评审维度：技术深度ã€æŠ€æœ¯å¯è¡Œæ€§ -% ============================================================ - -\chapter{关键实现} - -\section{截图ç†è§£ä¸Žäº¤æ˜“抽å–} - -系统采用多模æ€å¤§æ¨¡åž‹ API 完æˆæˆªå›¾åˆ†ç±»ä¸Žäº¤æ˜“字段抽å–。首先识别截图所属 APP（微信ã€æ”¯ä»˜å®ã€é“¶è¡Œã€æ•°å­—钱包等）åŠé¡µé¢ç±»åž‹ï¼ˆè´¦å•åˆ—表ã€è¯¦æƒ…ã€è½¬è´¦å›žæ‰§ç­‰ï¼‰ï¼Œå†æ ¹æ®é¡µé¢ç±»åž‹è°ƒç”¨ç›¸åº”抽å–策略，输出标准化交易记录。 - -抽å–字段包括：交易时间ã€é‡‘é¢ã€æ”¶æ”¯æ–¹å‘ã€å¯¹æ‰‹æ–¹å称/è´¦å·ã€æœ¬æ–¹è´¦æˆ·å°¾å·ã€è®¢å•å·ã€å¤‡æ³¨ã€è¯†åˆ«ç½®ä¿¡åº¦ã€‚输出为结构化数æ®ï¼Œæ”¯æŒå¯è®¡ç®—ã€å¯è¿½æº¯ã€å¯æ¯”对ã€å¯å¤æ ¸ã€‚ - -% 图 5-1 å ä½ -\placeholderfigure{Fig-extract-fields.pdf}{交易抽å–字段与置信度示æ„} - -\section{跨平å°å…³è”与去é‡} - -去é‡é€»è¾‘基于规则引擎实现，主è¦åŒ…括：订å•å·ä¸€è‡´åˆ™åˆ¤å®šä¸ºé‡å¤ï¼›é‡‘é¢ä¸Žæ—¶é—´çª—å£ç›¸è¿‘且对手方一致时å¯èšç±»ã€‚èšç±»åŽä¿ç•™ç½®ä¿¡åº¦æœ€é«˜çš„一æ¡ä¸ºä¸»è®°å½•ï¼Œå…¶ä½™æ ‡è®°ä¸ºé‡å¤ã€‚本人账户中转识别通过比对对手方与本方已知账户实现，标记为「中转ã€çš„交易ä¸çº³å…¥è¢«éª—金é¢ç´¯è®¡ã€‚ - -% 图 5-2 å ä½ -\placeholderfigure{Fig-dedup-transit.pdf}{去é‡ä¸Žä¸­è½¬è¯†åˆ«é€»è¾‘示æ„} - -\section{被骗金é¢è®¤å®š} - -认定逻辑结åˆè§„则与 LLM 辅助：规则负责纳入/排除边界控制（如本人账户中转排除ã€æ”¶å…¥æ–¹å‘排除等）；LLM 负责生æˆæ›´è§„范的认定ç†ç”±ä¸Žé—®è¯¢å»ºè®®ã€‚æ¯ç¬”交易输出高/中/低置信分层，低置信记录进入人工å¤æ ¸æµç¨‹ã€‚ - -\section{报告生æˆ} - -报告æœåŠ¡æ”¯æŒå¯¼å‡º Excelã€Wordã€PDF 三ç§æ ¼å¼ï¼Œå†…容å¯åŒ…å«ï¼šè¢«éª—金é¢æ±‡æ€»ã€äº¤æ˜“明细ã€è®¤å®šç†ç”±ä¸ŽæŽ’除说明ã€ç¬”录辅助问询建议。报告ä¿ç•™ç‰ˆæœ¬å¿«ç…§ï¼Œæ”¯æŒè¯æ®ç´¢å¼•ä¸Žå®¡è®¡è¿½è¸ªã€‚ - -\section{交易结构化字段定义} - -表\ref{tab:tx-fields} 定义交易结构化字段。 - -\begin{table}[H] - \centering - \caption{交易结构化字段定义} - \label{tab:tx-fields} - \begin{tabular}{llp{5cm}} - \toprule - \textbf{字段} & \textbf{类型} & \textbf{说明} \\ - \midrule - trade\_time & datetime & äº¤æ˜“æ—¶é—´ï¼Œæ ¼å¼ YYYY-MM-DD HH:MM:SS \\ - amount & decimal & 金é¢ï¼ˆå…ƒï¼‰ \\ - direction & enum & in / out \\ - counterparty\_name & string & 对手方å称 \\ - counterparty\_account & string & å¯¹æ‰‹æ–¹è´¦å· \\ - self\_account\_tail\_no & string & æœ¬æ–¹è´¦æˆ·å°¾å· \\ - order\_no & string & 订å•å· \\ - remark & string & 备注 \\ - confidence & float & 识别置信度 0--1 \\ - \bottomrule - \end{tabular} -\end{table} - -\section{认定置信度分层} - -表\ref{tab:confidence} 说明认定置信度分层åŠå¯¹åº”处ç†ç­–略。 - -\begin{table}[H] - \centering - \caption{认定置信度分层说明} - \label{tab:confidence} - \begin{tabular}{llp{4cm}} - \toprule - \textbf{等级} & \textbf{å«ä¹‰} & \textbf{处ç†ç­–ç•¥} \\ - \midrule - 高 & 明确å¯çº³å…¥è¢«éª—é‡‘é¢ & å¯ç›´æŽ¥ç¡®è®¤ \\ - 中 & 需结åˆæ¡ˆæƒ…判断 & 建议人工å¤æ ¸ \\ - 低 & 建议排除或待核实 & 必须人工å¤æ ¸ \\ - \bottomrule - \end{tabular} -\end{table} diff --git a/docs/project-book/chapters/06-innovation.tex b/docs/project-book/chapters/06-innovation.tex deleted file mode 100644 index c0779b4..0000000 --- a/docs/project-book/chapters/06-innovation.tex +++ /dev/null @@ -1,66 +0,0 @@ -% ============================================================ -% 第六章 创新点与特色 -% 对应评审维度：创新点ã€åˆ›æ–°ç¨‹åº¦ -% ============================================================ - -\chapter{创新点与特色} - -\section{ä¼ ç»Ÿæ¨¡å¼ vs 本方案对照} - -表\ref{tab:traditional-vs-ours} é€æ¡å¯¹æ¯”传统模å¼ä¸Žæœ¬æ–¹æ¡ˆï¼Œçªå‡ºåˆ›æ–°ä¸Žçªç ´ã€‚ - -\begin{table}[H] - \centering - \caption{ä¼ ç»Ÿæ¨¡å¼ vs 本方案对照} - \label{tab:traditional-vs-ours} - \begin{tabular}{lp{4cm}p{4cm}} - \toprule - \textbf{维度} & \textbf{传统模å¼} & \textbf{本方案} \\ - \midrule - æˆªå›¾å¤„ç† & 人工é€å¼ æŸ¥çœ‹ã€æ‰‹å†™ç™»è®° & 多智能体自动分类ã€OCR æŠ½å– \\ - é‡å¤è¯†åˆ« & 人工凭记忆比对 & 跨平å°å…³è”ã€è®¢å•å·/金é¢+æ—¶é—´åŽ»é‡ \\ - 中转识别 & ä¾èµ–ç»éªŒã€æ˜“æ¼ & 规则引擎+已知账户比对 \\ - 认定逻辑 & 个人ç»éªŒã€å£å¾„ä¸ä¸€ & 规则化+LLM 辅助，å¯è§£é‡Š \\ - è¾“å‡ºå½¢æ€ & 手工整ç†è¡¨æ ¼ã€ç¬”录 & 一键导出 Excel/Word/PDF，å«è¯æ®ç´¢å¼• \\ - å¤æ ¸æœºåˆ¶ & 无系统化留痕 & 高/中/低置信分层，人工å¤æ ¸é—­çŽ¯ \\ - å·¥ä½œæµ & 民警全é‡æ ¸è´¦ & AI åˆåˆ¤ + æ°‘è­¦é‡ç‚¹å¤æ ¸ \\ - \bottomrule - \end{tabular} -\end{table} - -\section{多智能体ååŒåˆ›æ–°} - -将截图ç†è§£ã€äº¤æ˜“抽å–ã€å…³è”分æžã€é‡‘é¢è®¤å®šã€æ–‡ä¹¦ç”Ÿæˆæ‹†åˆ†ä¸ºä¸“业智能体，由编排智能体ååŒè°ƒåº¦ï¼Œå½¢æˆæ¡ˆä»¶ç›®æ ‡é©±åŠ¨çš„闭环处ç†æµç¨‹ã€‚æ¯ä¸ªæ™ºèƒ½ä½“åªè§£å†³ä¸€ç±»ä¸“业问题，输出å¯ç»“构化传递，符åˆè­¦åŠ¡åœºæ™¯å¯ç®¡å¯æŽ§è¦æ±‚。 - -\section{跨平å°èµ„金è¯æ®å…³è”创新} - -é¢å‘微信ã€æ”¯ä»˜å®ã€é“¶è¡Œå¡ã€çŸ­ä¿¡ç­‰å¤šæºæˆªå›¾ï¼Œè¯†åˆ«åŒç¬”交易的跨平å°é‡å¤è¡¨è¾¾ï¼Œå®žçŽ°èµ„金è¯æ®è‡ªåŠ¨å…³è”和去é‡ï¼Œç›´æŽ¥è§£å†³ã€Œé‡å¤ç»Ÿè®¡ã€è¿™ä¸€å®žæˆ˜é«˜é¢‘痛点。 - -\section{被骗金é¢è®¤å®šåˆ›æ–°} - -ä¸æ­¢è¯†åˆ«æµæ°´ï¼Œè€Œæ˜¯å›´ç»•æ‰§æ³•éœ€è¦ï¼Œç»“åˆè§„则和上下文对æ¯ç¬”交易进行纳入ã€æŽ’除ã€å¾…å¤æ ¸åˆ¤æ–­ï¼Œå¹¶ç”Ÿæˆè®¤å®šç†ç”±ä¸ŽæŽ’除ä¾æ®ã€‚ - -\section{è¯æ®åŒ–输出与人机ååŒ} - -将智能分æžç»“果转化为å¯å¤æ ¸ã€å¯å¯¼å‡ºã€å¯çº³å…¥æ¡ˆå·çš„报告和问询æ料。åŒæ—¶å¼ºè°ƒäººæœºååŒï¼šAI 负责高强度åˆåˆ¤ï¼Œæ°‘è­¦ä¿ç•™æœ€ç»ˆç¡®è®¤æƒï¼Œä½Žç½®ä¿¡ç»“果主动æ交人工å¤æ ¸ã€‚ - -\section{AI 智能体五特å¾ä¸Žæœ¬é¡¹ç›®å¯¹åº”} - -表\ref{tab:agent-features} è¯´æ˜Žæœ¬é¡¹ç›®å¦‚ä½•ç¬¦åˆ AI 智能体的五个核心特å¾ã€‚ - -\begin{table}[H] - \centering - \caption{AI 智能体五特å¾ä¸Žæœ¬é¡¹ç›®å¯¹åº”关系} - \label{tab:agent-features} - \begin{tabular}{ll} - \toprule - \textbf{智能体特å¾} & \textbf{本项目体现} \\ - \midrule - ç›®æ ‡å¯¼å‘ & 以「å—害人被骗金é¢è®¤å®šã€ä¸ºç›®æ ‡ï¼Œéžå•çº¯è¯†å›¾ \\ - 环境感知 & 感知微信ã€æ”¯ä»˜å®ã€é“¶è¡Œã€çŸ­ä¿¡ç­‰å¤šæºæˆªå›¾è¯æ® \\ - 规划执行 & ä¾æ¬¡å®Œæˆåˆ†ç±»ã€æŠ½å–ã€åŽ»é‡ã€å…³è”ã€åˆ†æžã€è®¤å®šã€è¾“出 \\ - 工具调用 & 调用 OCRã€å¤šæ¨¡æ€æ¨¡åž‹ã€è§„则引擎ã€æ•°æ®åº“ã€æŠ¥è¡¨å¯¼å‡º \\ - å馈闭环 & 低置信结果进入人工å¤æ ¸ï¼Œä¿ç•™ä¿®æ­£è®°å½• \\ - \bottomrule - \end{tabular} -\end{table} diff --git a/docs/project-book/chapters/07-evaluation.tex b/docs/project-book/chapters/07-evaluation.tex deleted file mode 100644 index ab405ed..0000000 --- a/docs/project-book/chapters/07-evaluation.tex +++ /dev/null @@ -1,64 +0,0 @@ -% ============================================================ -% 第七章 应用æˆæ•ˆä¸Žè¯„ä¼° -% 对应评审维度：应用价值ã€è­¦åŠ¡/教育适é…性 -% ============================================================ - -\chapter{应用æˆæ•ˆä¸Žè¯„ä¼°} - -\section{应用场景与试点情况} - -系统é¢å‘基层派出所ã€å诈中心åŠåˆ‘侦部门，适用于电信诈骗å—害人资金核查ã€æ¶‰è¯ˆèµ„金链梳ç†ã€æ¶‰èµŒèµ„金æµæ°´åˆ†æžã€ç»ä¾¦æ¡ˆä»¶å¤šè´¦æˆ·èµ„金归集等场景。ã€å ä½ï¼šå¦‚有试点，请在此处补充试点å•ä½ã€æ—¶é—´ã€æ¡ˆä»¶æ•°é‡ç­‰ã€‚】 - -\section{æˆæ•ˆæŒ‡æ ‡} - -表\ref{tab:metrics} 列出建议跟踪的æˆæ•ˆæŒ‡æ ‡ï¼Œå®žæµ‹æ•°æ®åˆ—供用户填写。 - -\begin{table}[H] - \centering - \caption{æˆæ•ˆæŒ‡æ ‡} - \label{tab:metrics} - \begin{tabular}{llll} - \toprule - \textbf{指标} & \textbf{说明} & \textbf{预期方å‘} & \textbf{实测数æ®} \\ - \midrule - å•æ¡ˆæ ¸æŸ¥æ—¶é—´ & 从上传到出报告 & 压缩 & \placeholdercell \\ - äººå·¥å½•å…¥å·¥ä½œé‡ & 民警手工录入比例 & ä¸‹é™ & \placeholdercell \\ - é‡å¤äº¤æ˜“识别 & 准确率/å¬å›žçŽ‡ & æå‡ & \placeholdercell \\ - 本人账户中转识别 & 准确率 & æå‡ & \placeholdercell \\ - 认定一致性 & 多案/多人认定一致性 & æå‡ & \placeholdercell \\ - 报告生æˆæ—¶é—´ & 从确认到导出 & 缩短 & \placeholdercell \\ - \bottomrule - \end{tabular} -\end{table} - -\textbf{指标å‚考å£å¾„}：传统人工核查需 2--4 å°æ—¶çš„案件，系统å¯åœ¨æ•°åˆ†é’Ÿå†…完æˆåˆæ­¥ç»“构化和归并分æžï¼›å¤šå¹³å°é‡å¤äº¤æ˜“自动识别åŽï¼Œé‡å¤ç»Ÿè®¡é£Žé™©æ˜Žæ˜¾ä¸‹é™ï¼›æ°‘警由「全é‡é€æ¡æ ¸å¯¹ã€è½¬ä¸ºã€Œèšç„¦äº‰è®®è®°å½•å¤æ ¸ã€ï¼Œå·¥ä½œé‡å¿ƒæ˜Žæ˜¾ä¼˜åŒ–。 - -% 图 7-1, 7-2, 7-3 å ä½ -\placeholderfigure{Fig-main-ui.png}{系统主界é¢æˆªå›¾} - -\placeholderfigure{Fig-review-ui.png}{分æž/å¤æ ¸ç•Œé¢æˆªå›¾} - -\placeholderfigure{Fig-report-sample.png}{报告导出样例截图} - -\section{应用价值与推广路径} - -\textbf{应用价值}：对基层民警å‡è´Ÿå¢žæ•ˆï¼›å¯¹æ¡ˆä»¶åŠžç†æå‡è®¤å®šè§„范性ã€å®Œæ•´æ€§å’Œå¯è§£é‡Šæ€§ï¼›å¯¹æ™ºæ…§è­¦åŠ¡æž„建å¯æŽ¨å¹¿ã€å¯å¤åˆ¶çš„å诈资金核查智能体范å¼ã€‚ - -\textbf{推广路径}：派出所试点 $\to$ å诈中心推广 $\to$ 刑侦/ç»ä¾¦æ‰©å±•ã€‚系统æµç¨‹æ ‡å‡†ã€é€šç”¨æ€§å¼ºï¼Œå¯æ ¹æ®ä¸åŒå•ä½éƒ¨ç½²æ¡ä»¶é€‰æ‹©æœ¬åœ°åŒ–或专网化è½åœ°ã€‚ - -\section{警务/教育适é…性} - -\begin{itemize}[leftmargin=*] - \item \textbf{警校特色}：æ¥æºäºŽåŸºå±‚民警真实办案需求，å¯ç»“åˆå诈课程ã€å®žè®­æ•™å­¦ä½¿ç”¨ - \item \textbf{è½åœ°ä»·å€¼}：支æŒæœ¬åœ°åŒ–/专网部署，符åˆå…¬å®‰ä¿¡æ¯å®‰å…¨è¦æ±‚ - \item \textbf{æ•°æ®å®‰å…¨}：案件数æ®æŒ‰æ¡ˆéš”离，è¯æ®ä¸ŽæŠ¥å‘Šå…¨æµç¨‹ç•™ç—• - \item \textbf{å¯è§£é‡Šå¯ä¿¡}：æ¯ç¬”认定å¯è¿½æº¯è‡³åŽŸå§‹æˆªå›¾ï¼Œäººå·¥æ‹¥æœ‰æœ€ç»ˆç¡®è®¤æƒ -\end{itemize} - -\section{安全åˆè§„与å¯ä¿¡è®¾è®¡} - -\begin{enumerate}[label=(\arabic*)] - \item \textbf{æ•°æ®å®‰å…¨}：按案管ç†ã€éš”离存储；支æŒæœ¬åœ°/专网部署；模型接å£å¯åˆ‡æ¢ - \item \textbf{æƒé™ä¸Žå®¡è®¡}：区分上传ã€å¤æ ¸ã€å¯¼å‡ºæƒé™ï¼›ä¿ç•™åˆ†æžæ—¶é—´ã€å¤æ ¸äººã€ä¿®æ”¹è®°å½•ï¼›æŠ¥å‘Šç‰ˆæœ¬å¿«ç…§ - \item \textbf{å¯ä¿¡ AI}：低置信ä¸ç›´æŽ¥ä¸‹ç»“论；人工最终确认；认定ç†ç”±å¯è§£é‡Šï¼›ç»“æžœå¯è¿½æº¯ -\end{enumerate} diff --git a/docs/project-book/chapters/08-conclusion.tex b/docs/project-book/chapters/08-conclusion.tex deleted file mode 100644 index 4204c52..0000000 --- a/docs/project-book/chapters/08-conclusion.tex +++ /dev/null @@ -1,24 +0,0 @@ -% ============================================================ -% 第八章 总结与展望 -% ============================================================ - -\chapter{总结与展望} - -\section{项目总结} - -本项目èšç„¦ç”µä¿¡ç½‘络诈骗案件å—害人资金核查这一基层高频ã€è€—æ—¶ã€æ˜“错场景，构建多智能体ååŒçš„截图è¯æ®è§£æžä¸Žè¢«éª—金é¢è®¤å®šç³»ç»Ÿã€‚系统围绕案件目标，自动完æˆå¤š APP è´¦å•æˆªå›¾è¯†åˆ«ã€äº¤æ˜“字段抽å–ã€è·¨å¹³å°é‡å¤å…³è”ã€æœ¬äººè´¦æˆ·ä¸­è½¬è¯†åˆ«ã€èµ„金路径分æžã€è¢«éª—金é¢è®¤å®šå’Œè¯æ®åŒ–报告输出，并通过人工å¤æ ¸æœºåˆ¶ä¿éšœç»“æžœå¯ä¿¡å¯æŽ§ã€‚ - -项目ä¸æ˜¯å•ç‚¹ OCR 工具，而是é¢å‘警务实战的垂直智能体系统，能够显著æå‡èµ„金核查效率ã€è§„范认定标准ã€å‡è½»åŸºå±‚负担，具备较强的实战价值ã€æŽ¨å¹¿ä»·å€¼å’Œç¤ºèŒƒæ„义。 - -\section{推广å‰æ™¯} - -本项目é¢å‘基层高频警务场景，具有显著的通用性和å¯å¤åˆ¶æ€§ã€‚系统能力ä¸ä»…适用于电信诈骗å—害人资金核查，还å¯æ‰©å±•åº”用于涉诈资金链梳ç†ã€æ¶‰èµŒèµ„金æµæ°´åˆ†æžã€ç»ä¾¦æ¡ˆä»¶å¤šè´¦æˆ·èµ„金归集等场景，具备在派出所ã€å诈中心ã€åˆ‘侦部门等多层级å•ä½æŽ¨å¹¿åº”用的潜力。 - -\section{åŽç»­è®¡åˆ’} - -\begin{itemize}[leftmargin=*] - \item æŒç»­ä¼˜åŒ– OCR 与抽å–准确率 - \item 扩展更多 APP 与页é¢ç±»åž‹çš„è¯†åˆ«æ”¯æŒ - \item 深化资金路径分æžä¸Žå¯è§†åŒ– - \item 推进试点è½åœ°ä¸Žæ•ˆæžœæ•°æ®é‡‡é›† -\end{itemize} diff --git a/docs/project-book/chapters/appendix-a-api.tex b/docs/project-book/chapters/appendix-a-api.tex deleted file mode 100644 index e535960..0000000 --- a/docs/project-book/chapters/appendix-a-api.tex +++ /dev/null @@ -1,31 +0,0 @@ -% ============================================================ -% 附录 A：API 端点一览 -% ============================================================ - -\chapter{API 端点一览} -\label{app:api} - -\begin{table}[H] - \centering - \caption{ç³»ç»Ÿä¸»è¦ API 端点} - \begin{tabular}{lll} - \toprule - \textbf{端点} & \textbf{方法} & \textbf{功能} \\ - \midrule - /api/v1/cases & GET, POST & 案件列表 / 创建 \\ - /api/v1/cases/\{id\} & GET, PATCH & 案件详情 / æ›´æ–° \\ - /api/v1/cases/\{id\}/images & GET, POST & 截图列表 / 上传 \\ - /api/v1/images/\{id\} & GET & 截图详情 + OCR 结果 \\ - /api/v1/cases/\{id\}/analyze & POST & 触å‘åˆ†æž \\ - /api/v1/cases/\{id\}/transactions & GET & 交易列表 \\ - /api/v1/cases/\{id\}/flows & GET & 资金æµå›¾ \\ - /api/v1/cases/\{id\}/assessments & GET & 认定列表 \\ - /api/v1/assessments/\{id\}/review & POST & æ交å¤æ ¸ \\ - /api/v1/cases/\{id\}/inquiry-suggestions & GET & 问询建议 \\ - /api/v1/cases/\{id\}/reports & GET, POST & 报告列表 / ç”Ÿæˆ \\ - /api/v1/reports/\{id\}/download & GET & 下载报告 \\ - \bottomrule - \end{tabular} -\end{table} - -API 文档å¯é€šè¿‡è®¿é—® \texttt{/docs} 获å–äº¤äº’å¼ Swagger 文档。 diff --git a/docs/project-book/chapters/appendix-b-models.tex b/docs/project-book/chapters/appendix-b-models.tex deleted file mode 100644 index 5ff0f04..0000000 --- a/docs/project-book/chapters/appendix-b-models.tex +++ /dev/null @@ -1,23 +0,0 @@ -% ============================================================ -% 附录 B：数æ®åº“/模型简è¦è¯´æ˜Ž -% ============================================================ - -\chapter{æ•°æ®åº“/模型简è¦è¯´æ˜Ž} -\label{app:models} - -\section{核心数æ®æ¨¡åž‹} - -主è¦æ•°æ®æ¨¡åž‹åŒ…括： - -\begin{itemize}[leftmargin=*] - \item \textbf{Case}：案件，å«æ¡ˆä»¶ç¼–å·ã€çŠ¶æ€ã€åˆ›å»ºæ—¶é—´ç­‰ - \item \textbf{EvidenceImage}：è¯æ®æˆªå›¾ï¼Œå«æ¥æº APPã€é¡µé¢ç±»åž‹ã€å­˜å‚¨è·¯å¾„ã€OCR çŠ¶æ€ - \item \textbf{TransactionRecord}：交易记录，å«æ—¶é—´ã€é‡‘é¢ã€æ–¹å‘ã€å¯¹æ‰‹æ–¹ã€è®¢å•å·ã€æ˜¯å¦é‡å¤ã€æ˜¯å¦ä¸­è½¬ç­‰ - \item \textbf{TransactionCluster}：交易èšç±»ï¼Œç”¨äºŽåŽ»é‡åŽçš„ä¸»è®°å½•å…³è” - \item \textbf{FraudAssessment}：被骗金é¢è®¤å®šï¼Œå«ç½®ä¿¡ç­‰çº§ã€è®¤å®šé‡‘é¢ã€ç†ç”±ã€å¤æ ¸çŠ¶æ€ - \item \textbf{ExportReport}：导出报告，å«ç±»åž‹ï¼ˆExcel/Word/PDF）ã€è·¯å¾„ã€ç‰ˆæœ¬ã€å†…容快照 -\end{itemize} - -\section{案件状æ€æµè½¬} - -案件状æ€åŒ…括：\texttt{draft}（è‰ç¨¿ï¼‰ã€\texttt{analyzing}（分æžä¸­ï¼‰ã€\texttt{reviewing}（å¤æ ¸ä¸­ï¼‰ã€\texttt{closed}（已关闭）。 diff --git a/docs/project-book/chapters/appendix-c-figures.tex b/docs/project-book/chapters/appendix-c-figures.tex deleted file mode 100644 index 0bedd04..0000000 --- a/docs/project-book/chapters/appendix-c-figures.tex +++ /dev/null @@ -1,36 +0,0 @@ -% ============================================================ -% 附录 C：图清å•ä¸Žå ä½è¯´æ˜Ž -% 供用户按图补充，对应评审维度：技术å¯è¡Œæ€§ -% ============================================================ - -\chapter{图清å•ä¸Žå ä½è¯´æ˜Ž} -\label{app:figures} - -以下为正文中需è¦ç”¨æˆ·æ供的图片清å•ã€‚è¯·æ ¹æ® \texttt{figures/README.md} 中的说明准备相应图片，并替æ¢å ä½æ¡†ã€‚ - -\begin{table}[H] - \centering - \caption{图清å•ä¸Žå ä½è¯´æ˜Ž} - \begin{tabular}{clp{5cm}} - \toprule - \textbf{图å·} & \textbf{建议文件å} & \textbf{建议内容} \\ - \midrule - 图 2-1 & Fig-traditional-flow.pdf & 传统人工核账æµç¨‹å›¾ \\ - 图 3-1 & Fig-user-usecase.pdf & ç”¨æˆ·è§’è‰²ä¸Žç”¨ä¾‹ç¤ºæ„ \\ - 图 4-1 & Fig-architecture.pdf & 系统四层架构图 \\ - 图 4-2 & Fig-agent-collab.pdf & 多智能体å作示æ„图 \\ - 图 4-3 & Fig-business-flow.pdf & 核心业务æµç¨‹ \\ - 图 5-1 & Fig-extract-fields.pdf & 交易抽å–å­—æ®µä¸Žç½®ä¿¡åº¦ç¤ºæ„ \\ - 图 5-2 & Fig-dedup-transit.pdf & 去é‡ä¸Žä¸­è½¬è¯†åˆ«é€»è¾‘ç¤ºæ„ \\ - 图 7-1 & Fig-main-ui.png & 系统主界é¢æˆªå›¾ \\ - 图 7-2 & Fig-review-ui.png & 分æž/å¤æ ¸ç•Œé¢æˆªå›¾ \\ - 图 7-3 & Fig-report-sample.png & 报告导出样例截图 \\ - \bottomrule - \end{tabular} -\end{table} - -将图片放入 \texttt{figures/} 目录åŽï¼Œå¯åœ¨å¯¹åº”章节中将 \texttt{\textbackslash placeholderfigure} 替æ¢ä¸ºï¼š - -\begin{lstlisting} -\includegraphics[width=0.9\textwidth]{文件å} -\end{lstlisting} diff --git a/docs/project-book/chapters/appendix-d-video.tex b/docs/project-book/chapters/appendix-d-video.tex deleted file mode 100644 index 5e36ea4..0000000 --- a/docs/project-book/chapters/appendix-d-video.tex +++ /dev/null @@ -1,34 +0,0 @@ -% ============================================================ -% 附录 D：åˆé€‰å½•å±è¯´æ˜Ž -% 对应评审维度：技术å¯è¡Œæ€§ï¼ˆå½•å±æ•ˆæžœæ¸…晰） -% ============================================================ - -\chapter{åˆé€‰å½•å±è¯´æ˜Ž} -\label{app:video} - -åˆé€‰é˜¶æ®µéœ€æ交系统演示录å±ã€‚建议按以下规范准备，以体现架构åˆç†ã€æ ¸å¿ƒåŠŸèƒ½å¯å®žçŽ°ã€å½•å±æ•ˆæžœæ¸…晰。 - -\section{建议时长} - -总时长建议 3--5 分钟，覆盖「一案跑到底ã€çš„完整闭环。 - -\section{建议æµç¨‹ä¸Žå…³é”®æ—¶é—´ç‚¹} - -\begin{enumerate}[label=(\arabic*)] - \item 新建案件（约 0:00--0:30） - \item 批é‡ä¸Šä¼ å¤š APP 截图（约 0:30--1:00） - \item 系统自动识别截图æ¥æºå’Œé¡µé¢ç±»åž‹ï¼ˆçº¦ 1:00--1:30） - \item 自动抽å–交易字段（约 1:30--2:00） - \item 自动去é‡ä¸Žä¸­è½¬è¯†åˆ«ï¼ˆçº¦ 2:00--2:30） - \item 生æˆèµ„金路径与被骗金é¢åˆåˆ¤ï¼ˆçº¦ 2:30--3:00） - \item 对低置信记录进行人工å¤æ ¸ï¼ˆçº¦ 3:00--3:30） - \item 一键导出被骗金é¢æ±‡æ€»å’Œé—®è¯¢å»ºè®®ï¼ˆçº¦ 3:30--4:00） -\end{enumerate} - -\section{录å±è´¨é‡è¦æ±‚} - -\begin{itemize}[leftmargin=*] - \item 分辨率清晰，界é¢æ–‡å­—å¯è¾¨è®¤ - \item æ“作连贯，无长时间黑å±æˆ–å¡é¡¿ - \item 关键步骤有适当åœé¡¿æˆ–标注，便于评审ç†è§£ -\end{itemize} diff --git a/docs/project-book/chapters/appendix-e-qa.tex b/docs/project-book/chapters/appendix-e-qa.tex deleted file mode 100644 index c29c321..0000000 --- a/docs/project-book/chapters/appendix-e-qa.tex +++ /dev/null @@ -1,31 +0,0 @@ -% ============================================================ -% 附录 E：答辩常è§é—®é¢˜ä¸Žå»ºè®®å›žç­” -% 对应评审维度：现场表现 -% ============================================================ - -\chapter{答辩常è§é—®é¢˜ä¸Žå»ºè®®å›žç­”} -\label{app:qa} - -\section{与普通 OCR 的区别} - -\textbf{é—®}：你这个项目和普通 OCR 报销系统有什么区别？ - -\textbf{ç­”}：普通 OCR 系统解决的是「识别内容ã€ï¼Œæœ¬é¡¹ç›®è§£å†³çš„是「围绕案件目标认定被骗金é¢ã€ã€‚系统ä¸ä»…åšæˆªå›¾è¯†åˆ«ï¼Œè¿˜åšè·¨å¹³å°å…³è”ã€æœ¬äººè´¦æˆ·ä¸­è½¬è¯†åˆ«ã€è®¤å®šç†ç”±ç”Ÿæˆã€äººå·¥å¤æ ¸å’Œè¯æ®åŒ–输出，核心是执法业务闭环而ä¸æ˜¯è¯†åˆ«æœ¬èº«ã€‚ - -\section{为何采用多智能体} - -\textbf{é—®}：为什么è¦åšå¤šæ™ºèƒ½ä½“，ä¸ç›´æŽ¥ç”¨ä¸€ä¸ªå¤§æ¨¡åž‹ï¼Ÿ - -\textbf{ç­”}：因为本场景åŒæ—¶åŒ…å«è§†è§‰è¯†åˆ«ã€ç»“构化抽å–ã€äº¤æ˜“å…³è”ã€è§„则推ç†ã€æ–‡ä¹¦ç”Ÿæˆç­‰å¼‚构任务。采用多智能体分工åŽï¼Œæ¯ä¸€æ­¥æ›´ç¨³å®šã€å¯è§£é‡Šã€å¯æ›¿æ¢ï¼Œä¹Ÿæ›´ç¬¦åˆè­¦åŠ¡åœºæ™¯å¯ç®¡å¯æŽ§è¦æ±‚。 - -\section{识别错误的处ç†} - -\textbf{é—®}：如果模型识别错了怎么办？ - -\textbf{ç­”}：系统会输出置信度，并把低置信和争议记录交由民警å¤æ ¸ï¼›åŒæ—¶ä¿ç•™åŽŸå§‹æˆªå›¾ã€æŠ½å–字段ã€è®¤å®šç†ç”±å’Œä¿®æ­£è®°å½•ï¼Œç¡®ä¿ç»“论ä¸æ˜¯é»‘箱生æˆï¼Œè€Œæ˜¯å¯è¿½æº¯ã€å¯æ ¡æ­£çš„。 - -\section{推广æ¡ä»¶} - -\textbf{é—®}：这个项目是å¦å…·å¤‡æŽ¨å¹¿æ¡ä»¶ï¼Ÿ - -\textbf{ç­”}：该项目é¢å‘基层å诈案件高频场景，æµç¨‹æ ‡å‡†ã€é€šç”¨æ€§å¼ºï¼Œå¹¶å·²å…·å¤‡å‰åŽç«¯åŽŸåž‹ã€æ¡ˆä»¶æµç¨‹ã€å¼‚步分æžã€æŠ¥å‘Šå¯¼å‡ºç­‰åŸºç¡€èƒ½åŠ›ï¼Œå¯æ ¹æ®ä¸åŒå•ä½éƒ¨ç½²æ¡ä»¶é€‰æ‹©æœ¬åœ°åŒ–或专网化è½åœ°ï¼Œå…·å¤‡è¾ƒå¼ºæŽ¨å¹¿ä»·å€¼ã€‚ diff --git a/docs/project-book/figures/README.md b/docs/project-book/figures/README.md deleted file mode 100644 index 54b8332..0000000 --- a/docs/project-book/figures/README.md +++ /dev/null @@ -1,43 +0,0 @@ -# 项目书图片å ä½è¯´æ˜Ž - -请将以下图片放入本目录，并在对应章节中替æ¢å ä½æ¡†ã€‚图片需用户自行æ供或制作。 - -## 图片清å•ä¸Žè¯„审维度对应 - -| 文件å | å¯¹åº”å›¾å· | 建议内容 | 对应评审维度 | -|--------|----------|----------|--------------| -| Fig-traditional-flow.pdf | 图 2-1 | 传统人工核账æµç¨‹å›¾ | éœ€æ±‚ä¸Žåœºæ™¯é€‚é… | -| Fig-user-usecase.pdf | 图 3-1 | ç”¨æˆ·è§’è‰²ä¸Žç”¨ä¾‹ç¤ºæ„ | éœ€æ±‚ä¸Žåœºæ™¯é€‚é… | -| Fig-architecture.pdf | 图 4-1 | 系统四层架构图 | 技术å¯è¡Œæ€§ã€æŠ€æœ¯æ·±åº¦ | -| Fig-agent-collab.pdf | 图 4-2 | 多智能体å作示æ„图 | 技术å¯è¡Œæ€§ã€åˆ›æ–°ç‚¹ | -| Fig-business-flow.pdf | 图 4-3 | 核心业务æµç¨‹ï¼ˆä¸Šä¼ â†’解æžâ†’分æžâ†’å¤æ ¸â†’报告） | 技术å¯è¡Œæ€§ | -| Fig-extract-fields.pdf | 图 5-1 | 交易抽å–å­—æ®µä¸Žç½®ä¿¡åº¦ç¤ºæ„ | 技术深度 | -| Fig-dedup-transit.pdf | 图 5-2 | 去é‡ä¸Žä¸­è½¬è¯†åˆ«é€»è¾‘ç¤ºæ„ | 技术深度 | -| Fig-main-ui.png | 图 7-1 | 系统主界é¢æˆªå›¾ | 应用价值ã€ä½œå“完整性 | -| Fig-review-ui.png | 图 7-2 | 分æž/å¤æ ¸ç•Œé¢æˆªå›¾ | 应用价值ã€ä½œå“完整性 | -| Fig-report-sample.png | 图 7-3 | 报告导出样例截图 | 应用价值ã€ä½œå“完整性 | - -## 替æ¢è¯´æ˜Ž - -将图片放入本目录åŽï¼Œåœ¨å¯¹åº”章节的 `.tex` 文件中，将： - -```latex -\placeholderfigure{文件å}{图题} -``` - -替æ¢ä¸ºï¼š - -```latex -\begin{figure}[H] - \centering - \includegraphics[width=0.9\textwidth]{文件å} - \caption{图题} - \label{fig:xxx} -\end{figure} -``` - -注æ„：`\graphicspath` å·²é…置为 `figures/`，直接使用文件åå³å¯ï¼ˆå¦‚ `Fig-main-ui`）。 - -## å¯é€‰å ä½å›¾ - -å¯æ”¾ç½® `placeholder.pdf` 作为统一å ä½å›¾ï¼Œåœ¨å°šæœªå‡†å¤‡å¥½æ­£å¼å›¾ç‰‡æ—¶ä½¿ç”¨ `\includegraphics{figures/placeholder}` 引用。 diff --git a/docs/project-book/main.tex b/docs/project-book/main.tex deleted file mode 100644 index ac2c116..0000000 --- a/docs/project-book/main.tex +++ /dev/null @@ -1,78 +0,0 @@ -% ============================================================ -% 智æžå诈 - 电信网络诈骗案件å—害人资金核查多智能体系统 -% 全国「智慧+警务ã€AI智能体大赛 项目书 -% ============================================================ - -\input{preamble} - -\begin{document} - -% ------------------------------------------------------------ -% å°é¢ -% ------------------------------------------------------------ -\begin{titlepage} - \centering - \vspace*{2cm} - - % å•ä½ logo å ä½ - % ã€å ä½ï¼šè¯·åœ¨æ­¤å¤„æ’å…¥å•ä½ logo，如 \includegraphics[height=2cm]{logo.png}】 - \vspace{2cm} - - {\LARGE\bfseries 智æžå诈}\\[0.5cm] - {\Large 电信网络诈骗案件å—害人资金核查多智能体系统}\\[1cm] - {\large 多APPè´¦å•æˆªå›¾è‡ªåŠ¨è§£æžã€èµ„金路径分æžä¸Žè¢«éª—金é¢è®¤å®šæ™ºèƒ½ä½“}\\[2cm] - - {\large 项目书}\\[2cm] - - \begin{tabular}{ll} - 申报å•ä½ï¼š & ã€å ä½ï¼šè¯·å¡«å†™ã€‘ \\ - 团队æˆå‘˜ï¼š & ã€å ä½ï¼šè¯·å¡«å†™ã€‘ \\ - 完æˆæ—¥æœŸï¼š & \today \\ - \end{tabular} - - \vfill - {\small 全国「智慧+警务ã€AI智能体大赛} -\end{titlepage} - -% ------------------------------------------------------------ -% æ‘˜è¦ -% ------------------------------------------------------------ -\chapter*{摘è¦} -\addcontentsline{toc}{chapter}{摘è¦} - -éšç€ç”µä¿¡ç½‘络诈骗案件æŒç»­é«˜å‘，基层民警在å—害人报案å—ç†ã€èµ„金核查ã€ç¬”录制作过程中，需è¦é¢å¯¹å¤§é‡æ¥è‡ªå¾®ä¿¡ã€æ”¯ä»˜å®ã€é“¶è¡Œå¡ã€çŸ­ä¿¡é€šçŸ¥ç­‰ä¸åŒæ¥æºçš„è´¦å•æˆªå›¾ã€‚现有工作模å¼ä¸»è¦ä¾èµ–人工é€å¼ æŸ¥çœ‹ã€ç™»è®°ã€æ±‡æ€»ã€æŽ’é‡ã€è®¡ç®—，存在效率低ã€é‡å¤ç»Ÿè®¡ã€è®¤å®šä¸ç»Ÿä¸€ã€è¯æ®æ•´ç†è´Ÿæ‹…é‡ç­‰é—®é¢˜ã€‚ - -本项目é¢å‘å—害人资金核查实战，研å‘多智能体ååŒçš„截图è¯æ®è§£æžä¸Žè¢«éª—金é¢è®¤å®šç³»ç»Ÿã€‚系统围绕案件目标，自动完æˆå¤šAPPè´¦å•æˆªå›¾è¯†åˆ«ã€äº¤æ˜“字段抽å–ã€è·¨å¹³å°é‡å¤å…³è”ã€æœ¬äººè´¦æˆ·ä¸­è½¬è¯†åˆ«ã€èµ„金路径分æžã€è¢«éª—金é¢è®¤å®šå’Œè¯æ®åŒ–报告输出，并通过人工å¤æ ¸æœºåˆ¶ä¿éšœç»“æžœå¯ä¿¡å¯æŽ§ã€‚项目ä¸æ˜¯å•ç‚¹OCR工具，而是é¢å‘警务实战的垂直智能体系统，能够显著æå‡èµ„金核查效率ã€è§„范认定标准ã€å‡è½»åŸºå±‚负担，具备较强的实战价值ã€æŽ¨å¹¿ä»·å€¼å’Œç¤ºèŒƒæ„义。 - -\vspace{0.5cm} -\noindent\textbf{关键è¯ï¼š}多智能体ååŒï¼›ç”µä¿¡è¯ˆéª—；资金核查；被骗金é¢è®¤å®šï¼›è¯æ®åŒ–输出；人机ååŒ - -% ------------------------------------------------------------ -% 目录 -% ------------------------------------------------------------ -\tableofcontents -\clearpage - -% ------------------------------------------------------------ -% 正文章节 -% ------------------------------------------------------------ -\input{chapters/01-introduction} -\input{chapters/02-background} -\input{chapters/03-demand-analysis} -\input{chapters/04-architecture} -\input{chapters/05-implementation} -\input{chapters/06-innovation} -\input{chapters/07-evaluation} -\input{chapters/08-conclusion} - -% ------------------------------------------------------------ -% 附录 -% ------------------------------------------------------------ -\appendix -\input{chapters/appendix-a-api} -\input{chapters/appendix-b-models} -\input{chapters/appendix-c-figures} -\input{chapters/appendix-d-video} -\input{chapters/appendix-e-qa} - -\end{document} diff --git a/docs/project-book/preamble.tex b/docs/project-book/preamble.tex deleted file mode 100644 index 5b2754c..0000000 --- a/docs/project-book/preamble.tex +++ /dev/null @@ -1,80 +0,0 @@ -% ============================================================ -% 智æžå诈 项目书 - LaTeX 导言区 -% ============================================================ - -% 文档类 -\documentclass[12pt,a4paper]{report} - -% 中文支æŒï¼ˆctex 自动检测系统字体） -\usepackage{ctex} - -% ç‰ˆå¼ -\usepackage[top=2.5cm,bottom=2.5cm,left=2.5cm,right=2.5cm,headheight=14pt]{geometry} -\usepackage{fancyhdr} -\pagestyle{fancy} -\fancyhf{} 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\fbox{\parbox{0.85\textwidth}{ - \centering\vspace{3cm} - ã€å ä½ï¼šè¯·åœ¨æ­¤å¤„æ’å…¥ #2】 - \par\vspace{0.5cm} - \small 建议文件å：#1 - \vspace{3cm} - }} - \caption{#2} - \end{figure} -} - -% 自定义命令：表格å ä½ -\newcommand{\placeholdercell}{\multicolumn{1}{c}{（待补充）}} diff --git a/docs/project-book/tables/.gitkeep b/docs/project-book/tables/.gitkeep deleted file mode 100644 index 8b13789..0000000 --- a/docs/project-book/tables/.gitkeep +++ /dev/null @@ -1 +0,0 @@ - diff --git a/docs/全国“智慧+警务â€AI智能体大赛10页PPT大纲与讲稿.md b/docs/全国“智慧+警务â€AI智能体大赛10页PPT大纲与讲稿.md deleted file mode 100644 index e059ad8..0000000 --- a/docs/全国“智慧+警务â€AI智能体大赛10页PPT大纲与讲稿.md +++ /dev/null @@ -1,324 +0,0 @@ -# 全国“智慧+警务â€AI智能体大赛10页PPT大纲与讲稿 - -## 使用说明 - -本文档é¢å‘比赛路演场景设计，默认控制在 **8-10 分钟** å·¦å³ã€‚ -æ¯é¡µå†…容分为三部分： - -- **本页标题**：建议直接作为 PPT 页标题使用 -- **页é¢å±•ç¤ºè¦ç‚¹**：建议放在 PPT 上的文字内容 -- **讲稿**：建议现场讲解时å£è¿°çš„内容 - -整体讲述逻辑éµå¾ªï¼š - -**实战痛点 -> 方案æ出 -> 智能体架构 -> 业务闭环 -> 创新亮点 -> 实战æˆæ•ˆ -> 安全å¯ä¿¡ -> 推广价值** - ---- - -## 第1页 项目å°é¢ä¸Žæ ¸å¿ƒå®šä½ - -### 本页标题 - -**智æžå诈：电信网络诈骗案件å—害人资金核查多智能体系统** - -副标题建议： - -**多APPè´¦å•æˆªå›¾è‡ªåŠ¨è§£æžã€èµ„金路径分æžä¸Žè¢«éª—金é¢è®¤å®šæ™ºèƒ½ä½“** - -### 页é¢å±•ç¤ºè¦ç‚¹ - -- é¢å‘电信网络诈骗案件å—害人资金核查场景 -- èšç„¦å¤šAPP截图自动识别ã€è·¨å¹³å°å…³è”ã€é‡‘é¢è®¤å®šã€è¯æ®åŒ–输出 -- 项目定ä½ï¼šåž‚直警务智能体系统 -- 核心价值：更快ã€æ›´å‡†ã€æ›´è§„范ã€æ›´å¯è¿½æº¯ - -### 讲稿 - -å„ä½è¯„委好，我们带æ¥çš„项目是“智æžå诈：电信网络诈骗案件å—害人资金核查多智能体系统â€ã€‚ - -这个项目æ¥æºäºŽåŸºå±‚派出所电诈案件办ç†ä¸­çš„真实痛点。å—害人往往会æ供大é‡å¾®ä¿¡ã€æ”¯ä»˜å®ã€é“¶è¡Œå¡ã€çŸ­ä¿¡é€šçŸ¥ç­‰æˆªå›¾ï¼Œæ°‘警需è¦é€å¼ æŸ¥çœ‹ã€é€ç¬”登记ã€åå¤æ ¸å¯¹ã€äººå·¥è®¡ç®—被骗金é¢ï¼Œä¸ä»…耗时，而且容易出现é‡å¤ç»Ÿè®¡ã€é—æ¼ç»Ÿè®¡å’Œè®¤å®šå£å¾„ä¸ä¸€è‡´çš„问题。 - -我们è¦è§£å†³çš„，ä¸æ˜¯å•çº¯çš„截图识别问题，而是围绕案件办ç†ç›®æ ‡ï¼Œæž„建一个能够自动完æˆæˆªå›¾è¯æ®è§£æžã€è·¨å¹³å°äº¤æ˜“å…³è”ã€èµ„金路径分æžã€è¢«éª—金é¢è®¤å®šå’Œè¯æ®åŒ–输出的多智能体ååŒç³»ç»Ÿï¼ŒæŠŠä¼ ç»Ÿäººå·¥æ ¸è´¦æ¨¡å¼å‡çº§ä¸ºå¯å¤æ ¸ã€å¯è§£é‡Šã€å¯å‡ºè¯çš„智能办案模å¼ã€‚ - ---- - -## 第2页 基层实战痛点与传统模å¼ç“¶é¢ˆ - -### 本页标题 - -**基层å诈资金核查é¢ä¸´çš„真实难题** - -### 页é¢å±•ç¤ºè¦ç‚¹ - -- 截图æ¥æºæ‚：微信ã€æ”¯ä»˜å®ã€é“¶è¡Œã€çŸ­ä¿¡ã€æ•°å­—é’±åŒ…æ··æ‚ -- 截图数é‡å¤§ï¼šä¸€æ¡ˆå‡ å张到上百张截图 -- é‡å¤ç»Ÿè®¡é£Žé™©é«˜ï¼šåŒä¸€ç¬”交易跨平å°å¤šæ¬¡å‡ºçŽ° -- 中转情形å¤æ‚：本人账户过渡ã€å……值æ现ã€é€€æ¬¾æ··æ‚ -- 人工整ç†è´Ÿæ‹…é‡ï¼šæ ¸è´¦ã€ç¬”录ã€è¡¨æ ¼ã€æŠ¥å‘Šåå¤é‡å¤åŠ³åŠ¨ -- 认定标准ä¾èµ–ç»éªŒï¼šä¸åŒäººã€ä¸åŒæ¡ˆä»¶å£å¾„ä¸ä¸€è‡´ - -### 讲稿 - -基层民警在办ç†ç”µè¯ˆæ¡ˆä»¶æ—¶ï¼Œä¸€ä¸ªéžå¸¸é«˜é¢‘但åˆéžå¸¸ç¹ç的环节，就是å—害人资金核查。 - -第一，截图æ¥æºéžå¸¸æ‚。å—害人æ供的ä¸åªæ˜¯ä¸€ä¸ªå¹³å°ï¼Œè€Œæ˜¯å¾®ä¿¡ã€æ”¯ä»˜å®ã€é“¶è¡Œå¡æ˜Žç»†ã€çŸ­ä¿¡é€šçŸ¥ï¼Œç”šè‡³è¿˜æœ‰æ•°å­—钱包或者其他支付平å°ã€‚ - -第二，截图数é‡å¾ˆå¤§ã€‚一些案件里，几å张截图是常æ€ï¼Œå¤æ‚一点的案件上百张也很常è§ã€‚ - -第三，é‡å¤ç»Ÿè®¡é£Žé™©éžå¸¸é«˜ã€‚åŒä¸€ç¬”交易，å¯èƒ½åœ¨è½¬è´¦è¯¦æƒ…页出现一次，在账å•åˆ—表里出现一次，在银行短信里å†å‡ºçŽ°ä¸€æ¬¡ã€‚如果全é äººå·¥æ ¸å¯¹ï¼Œæžæ˜“é‡å¤ç´¯è®¡ã€‚ - -第四，本人账户中转ã€è‡ªå……ã€é€€æ¬¾ã€æ­£å¸¸æ¶ˆè´¹ç­‰æƒ…形夹æ‚其中，哪些该算被骗金é¢ï¼Œå“ªäº›åº”该排除，既考验ç»éªŒï¼Œä¹Ÿå®¹æ˜“出错。 - -第五，核账完æˆä»¥åŽï¼Œæ°‘警还è¦æŠŠç»“果继续整ç†åˆ°ç¬”录ã€è¡¨æ ¼å’ŒæŠ¥å‘Šä¸­ï¼Œé‡å¤åŠ³åŠ¨éžå¸¸é‡ã€‚ - -所以，这个场景本质上是一个高频ã€åˆšéœ€ã€è€—æ—¶ã€æ˜“错的典型基层警务难题。 - ---- - -## 第3页 项目目标与总体解决æ€è·¯ - -### 本页标题 - -**从“人工翻截图â€åˆ°â€œæ™ºèƒ½ä½“闭环核查â€** - -### 页é¢å±•ç¤ºè¦ç‚¹ - -- 目标ä¸æ˜¯è¯†åˆ«æˆªå›¾ï¼Œè€Œæ˜¯è®¤å®šè¢«éª—é‡‘é¢ -- 建立“截图è¯æ®è§£æž -> 交易结构化 -> å…³è”åˆ†æž -> 认定å¤æ ¸ -> 报告输出â€é—­çŽ¯ -- 以案件目标驱动，ä¸ä»¥å•ç‚¹åŠŸèƒ½é©±åŠ¨ -- ä¿ç•™äººå·¥æœ€ç»ˆç¡®è®¤æƒï¼Œæž„建人机ååŒæ¨¡å¼ - -### 讲稿 - -针对上述痛点，我们æ出的总体æ€è·¯æ˜¯ï¼ŒæŠŠé›¶æ•£çš„截图处ç†åŠ¨ä½œï¼Œé‡æž„æˆä¸€æ¡å›´ç»•æ¡ˆä»¶ç›®æ ‡è¿è¡Œçš„智能工作æµã€‚ - -è¿™æ¡å·¥ä½œæµçš„核心ä¸æ˜¯â€œçœ‹æ‡‚一张图â€ï¼Œè€Œæ˜¯å›žç­”一个执法层é¢çš„关键问题，也就是：哪些交易å¯ä»¥è®¤å®šä¸ºè¢«éª—金é¢ï¼Œè¯æ®åœ¨å“ªé‡Œï¼Œç†ç”±æ˜¯ä»€ä¹ˆã€‚ - -因此，我们将整个æµç¨‹è®¾è®¡ä¸ºäº”个连续阶段。首先是截图è¯æ®è§£æžï¼Œå…¶æ¬¡æ˜¯äº¤æ˜“结构化抽å–，然åŽæ˜¯è·¨å¹³å°å…³è”和资金路径分æžï¼Œå†å¾€åŽæ˜¯è¢«éª—金é¢è®¤å®šå’Œäººå·¥å¤æ ¸ï¼Œæœ€åŽè¾“出能够直接æœåŠ¡åŠžæ¡ˆçš„汇总表ã€é—®è¯¢å»ºè®®å’Œè¯æ®åŒ–报告。 - -è¿™æ„味ç€é¡¹ç›®ä»Žä¸€å¼€å§‹å°±ä¸æ˜¯ä¸€ä¸ªå•ç‚¹å·¥å…·ï¼Œè€Œæ˜¯ä¸€ä¸ªé¢å‘案件办ç†é—­çŽ¯çš„警务智能体系统。åŒæ—¶æˆ‘们强调，人机ååŒè€Œä¸æ˜¯å…¨è‡ªåŠ¨æ›¿ä»£ï¼ŒAI负责高强度ã€é«˜é‡å¤å·¥ä½œï¼Œæ°‘è­¦ä¿ç•™æœ€ç»ˆç¡®è®¤æƒã€‚ - ---- - -## 第4页 多智能体ååŒæž¶æž„ - -### 本页标题 - -**多智能体分工å作，围绕案件目标æŒç»­è¡ŒåŠ¨** - -### 页é¢å±•ç¤ºè¦ç‚¹ - -- 案件编排智能体：统一规划与调度 -- 截图ç†è§£æ™ºèƒ½ä½“：识别APPã€é¡µé¢ç±»åž‹ã€æœ‰æ•ˆæ€§ -- 交易抽å–智能体：æå–标准化交易字段 -- 跨平å°å…³è”智能体：识别é‡å¤äº¤æ˜“与映射关系 -- 资金路径分æžæ™ºèƒ½ä½“：识别本人账户中转和æµè½¬é“¾è·¯ -- 被骗金é¢è®¤å®šæ™ºèƒ½ä½“：进行纳入ã€æŽ’除ã€å¾…å¤æ ¸åˆ¤æ–­ -- 文书生æˆæ™ºèƒ½ä½“：输出问询建议和è¯æ®åŒ–报告 -- 人工å¤æ ¸ååŒæ™ºèƒ½ä½“：承接低置信和争议记录 - -### 讲稿 - -本项目的核心创新之一，就是采用多智能体ååŒï¼Œè€Œä¸æ˜¯è®©ä¸€ä¸ªæ¨¡åž‹å®Œæˆæ‰€æœ‰ä»»åŠ¡ã€‚ - -最上层是案件编排智能体，它围绕案件目标进行任务规划和æµç¨‹è°ƒåº¦ã€‚它知é“当å‰æ¡ˆä»¶è¿›è¡Œåˆ°å“ªä¸€æ­¥ï¼Œä¹ŸçŸ¥é“什么时候应该调用识别能力，什么时候应该进入关è”分æžï¼Œä»€ä¹ˆæ—¶å€™åº”该把结果交由人工å¤æ ¸ã€‚ - -在它下é¢ï¼Œæ˜¯å¤šä¸ªèŒè´£æ¸…晰的专业智能体。截图ç†è§£æ™ºèƒ½ä½“负责判断这张图æ¥è‡ªå“ªä¸ªAPPã€å±žäºŽè´¦å•åˆ—表还是详情页；交易抽å–智能体负责把截图转æ¢æˆæ ‡å‡†åŒ–交易记录；跨平å°å…³è”智能体负责识别åŒä¸€ç¬”交易在ä¸åŒå¹³å°å’Œä¸åŒæˆªå›¾ä¸­çš„é‡å¤å‘ˆçŽ°ï¼›èµ„金路径分æžæ™ºèƒ½ä½“负责识别本人账户中转和链路节点；被骗金é¢è®¤å®šæ™ºèƒ½ä½“è´Ÿè´£åšçº³å…¥ã€æŽ’除和待å¤æ ¸åˆ¤æ–­ï¼›æœ€åŽç”±æ–‡ä¹¦ç”Ÿæˆæ™ºèƒ½ä½“输出å¯ç›´æŽ¥ç”¨äºŽåŠžæ¡ˆçš„结果。 - -当系统é‡åˆ°ä½Žç½®ä¿¡æˆ–争议情况时，人工å¤æ ¸ååŒæ™ºèƒ½ä½“会把最值得关注的问题æ交给民警确认，形æˆå®Œæ•´é—­çŽ¯ã€‚ - ---- - -## 第5页 核心业务æµç¨‹æ¼”示 - -### 本页标题 - -**一个案件如何在系统中跑完整个闭环** - -### 页é¢å±•ç¤ºè¦ç‚¹ - -建议这一页é…æµç¨‹å›¾ï¼š - -- 新建案件 -- 批é‡ä¸Šä¼ å¤šAPP截图 -- 自动识别截图æ¥æºå’Œé¡µé¢ç±»åž‹ -- 自动抽å–交易时间ã€é‡‘é¢ã€æ–¹å‘ã€å¯¹æ‰‹æ–¹ã€è®¢å•å·ç­‰å­—段 -- 自动去é‡ã€èšç±»ã€è¯†åˆ«æœ¬äººè´¦æˆ·ä¸­è½¬ -- 自动生æˆèµ„金路径和被骗金é¢åˆåˆ¤ -- 民警对低置信记录进行å¤æ ¸ -- 一键导出汇总表ã€é—®è¯¢å»ºè®®ã€è¯æ®åŒ–报告 - -### 讲稿 - -这一页建议用一个案件跑通全æµç¨‹ï¼Œå‘评委展示系统的闭环能力。 - -首先，民警新建案件并上传å—害人æ供的多APP截图。系统接收到截图åŽï¼Œä¼šè‡ªåŠ¨åˆ¤æ–­æˆªå›¾æ¥æºå’Œé¡µé¢ç±»åž‹ï¼Œè¯†åˆ«å“ªäº›æ˜¯æœ‰æ•ˆè´¦å•æˆªå›¾ï¼Œå“ªäº›å¯èƒ½æ˜¯æ— æ•ˆæˆ–é‡å¤æˆªå›¾ã€‚ - -接下æ¥ï¼Œç³»ç»Ÿä¼šå¯¹æœ‰æ•ˆæˆªå›¾è¿›è¡Œç»“构化抽å–，把交易时间ã€é‡‘é¢ã€æ”¶æ”¯æ–¹å‘ã€å¯¹æ‰‹æ–¹å称ã€è®¢å•å·ã€å¤‡æ³¨ç­‰å­—段统一标准化。标准化以åŽï¼Œç³»ç»Ÿå¼€å§‹åšè·¨å¹³å°åŒ¹é…和去é‡ï¼Œé¿å…åŒä¸€ç¬”交易é‡å¤ç´¯è®¡ï¼ŒåŒæ—¶è¯†åˆ«æœ¬äººè´¦æˆ·ä¸­è½¬ç­‰ä¸åº”直接计入被骗金é¢çš„情形。 - -然åŽï¼Œç³»ç»Ÿä¼šè¾“出被骗金é¢åˆåˆ¤ç»“果，并把结果按高ã€ä¸­ã€ä½Žç½®ä¿¡åº¦åˆ†å±‚展示。民警åªéœ€è¦é‡ç‚¹å¤æ ¸ä½Žç½®ä¿¡å’Œäº‰è®®è®°å½•ï¼Œè€Œä¸å¿…从头é€æ¡æ ¸ç®—。最åŽï¼Œç³»ç»Ÿå¯ä»¥ä¸€é”®å¯¼å‡ºè¢«éª—金é¢æ±‡æ€»è¡¨ã€ç¬”å½•è¾…åŠ©é—®è¯¢å»ºè®®ä»¥åŠ Wordã€Excelã€PDF 报告，实现从截图到文书的完整办案闭环。 - ---- - -## 第6页 核心创新点 - -### 本页标题 - -**项目的四个核心创新** - -### 页é¢å±•ç¤ºè¦ç‚¹ - -- 创新一：多智能体ååŒï¼Œä¸æ˜¯å•æ¨¡åž‹é—®ç­” -- 创新二：跨平å°é‡å¤äº¤æ˜“自动关è”ä¸ŽåŽ»é‡ -- 创新三：围绕执法需求的被骗金é¢è®¤å®šä¸Žç†ç”±ç”Ÿæˆ -- 创新四：从截图识别直达è¯æ®åŒ–报告输出 - -### 讲稿 - -如果从比赛评审视角总结，这个项目至少有四个核心创新点。 - -第一，是多智能体ååŒåˆ›æ–°ã€‚我们ä¸æ˜¯åšä¸€ä¸ªæ示è¯å¾ˆé•¿çš„大模型问答，而是把截图ç†è§£ã€äº¤æ˜“抽å–ã€å…³è”分æžã€è®¤å®šåˆ¤æ–­ã€æ–‡ä¹¦ç”Ÿæˆæ‹†æˆå¤šä¸ªä¸“业智能体，由编排智能体统一调度。这ç§æ–¹å¼æ›´ç¨³å®šã€æ›´å¯è§£é‡Šï¼Œä¹Ÿæ›´ç¬¦åˆè­¦åŠ¡åœºæ™¯å¯ç®¡å¯æŽ§çš„è¦æ±‚。 - -第二，是跨平å°èµ„金è¯æ®å…³è”创新。系统能够识别åŒä¸€ç¬”交易在ä¸åŒAPPã€ä¸åŒæˆªå›¾ä¸­çš„é‡å¤è¡¨è¾¾å…³ç³»ï¼Œé¿å…é‡å¤ç»Ÿè®¡ï¼Œè¿™æ˜¯åŸºå±‚实战中æžå…·ä»·å€¼çš„能力。 - -第三，是被骗金é¢è®¤å®šåˆ›æ–°ã€‚很多系统åªèƒ½åšåˆ°æµæ°´è¯†åˆ«ï¼Œä½†æˆ‘们进一步把输出æå‡ä¸ºæ‰§æ³•å±‚é¢çš„认定结论，包括纳入ã€æŽ’除ã€å¾…å¤æ ¸ä¸‰ç±»ç»“果，并给出æ¯ç¬”交易的认定ç†ç”±å’ŒæŽ’除ä¾æ®ã€‚ - -第四，是è¯æ®åŒ–输出创新。系统最终输出的ä¸æ˜¯ä¸€å¥ç»“论，而是带有æ¥æºæˆªå›¾ã€ç»“构化字段ã€è®¤å®šè¯´æ˜Žå’Œå¤æ ¸çŠ¶æ€çš„å¯å¯¼å‡ºæŠ¥å‘Šï¼Œèƒ½å¤Ÿç›´æŽ¥æœåŠ¡ç¬”录制作和案件æ料整ç†ã€‚ - ---- - -## 第7页 为什么这是真正的AI智能体 - -### 本页标题 - -**本项目符åˆAI智能体的五个核心特å¾** - -### 页é¢å±•ç¤ºè¦ç‚¹ - -- 目标导å‘：目标是被骗金é¢è®¤å®šï¼Œä¸æ˜¯å•çº¯è¯†å›¾ -- 环境感知：ç†è§£å¤šAPPã€å¤šé¡µé¢ã€å¤šè¯æ®è½½ä½“输入 -- 规划执行：完æˆåˆ†ç±»ã€æŠ½å–ã€åŽ»é‡ã€åˆ†æžã€è®¤å®šã€è¾“出 -- 工具调用：调用OCRã€è§„则引擎ã€æ•°æ®åº“ã€æŠ¥å‘Šå¼•æ“Ž -- å馈闭环：低置信结果进入人工å¤æ ¸ä¸Žä¿®æ­£ - -### 讲稿 - -这一页是答辩时éžå¸¸å…³é”®çš„一页，因为很多评委都会问一个问题：你这个项目为什么å«æ™ºèƒ½ä½“，而ä¸åªæ˜¯ä¸€ä¸ªç”¨äº†å¤§æ¨¡åž‹çš„软件。 - -我们的回答很明确。第一，它是目标导å‘的，系统ä¸æ˜¯ä¸ºè¯†åˆ«è€Œè¯†åˆ«ï¼Œè€Œæ˜¯å›´ç»•â€œè¢«éª—金é¢è®¤å®šâ€è¿™ä¸€æ¡ˆä»¶ç›®æ ‡æŒç»­è¡ŒåŠ¨ã€‚第二，它具备环境感知能力，能够ç†è§£æ¥è‡ªä¸åŒAPPã€ä¸åŒé¡µé¢ç±»åž‹ã€ä¸åŒè¯æ®è½½ä½“的输入信æ¯ã€‚第三，它会åšè§„划和执行，把å¤æ‚任务拆分æˆåˆ†ç±»ã€æŠ½å–ã€å…³è”ã€æŽ¨ç†ã€è¾“出等多个步骤。第四，它会调用工具，ä¸åªæ˜¯ç”Ÿæˆæ–‡å­—，而是è¦è°ƒç”¨OCRã€å¤šæ¨¡æ€æ¨¡åž‹ã€è§„则引擎ã€æ•°æ®åº“和报表组件。第五，它具备å馈闭环，低置信结果ä¸ä¼šç›´æŽ¥å½“æˆç»“论，而是进入人工å¤æ ¸ã€‚ - -因此，本项目本质上ä¸æ˜¯â€œè®©æ¨¡åž‹å›žç­”问题â€ï¼Œè€Œæ˜¯è®©æ™ºèƒ½ä½“围绕案件目标æŒç»­è°ƒåº¦èƒ½åŠ›ã€å®Œæˆè¯æ®æ ¸æŸ¥é—­çŽ¯ã€‚ - ---- - -## 第8页 实战应用æˆæ•ˆä¸Žä»·å€¼ - -### 本页标题 - -**对基层民警ã€æ¡ˆä»¶åŠžç†ã€æ™ºæ…§è­¦åŠ¡çš„三é‡ä»·å€¼** - -### 页é¢å±•ç¤ºè¦ç‚¹ - -- 对基层民警：å‡è´Ÿå¢žæ•ˆï¼Œå‡å°‘机械性核账劳动 -- 对案件办ç†ï¼šæå‡è®¤å®šè§„范性ã€å®Œæ•´æ€§ã€å¯è§£é‡Šæ€§ -- 对智慧警务：形æˆå¯å¤åˆ¶ã€å¯æŽ¨å¹¿çš„è­¦åŠ¡æ™ºèƒ½ä½“èŒƒå¼ -- 典型æˆæ•ˆè¡¨è¾¾ï¼š -- 核查时间显著压缩 -- é‡å¤ç»Ÿè®¡é£Žé™©æ˜Žæ˜¾ä¸‹é™ -- 民警从全é‡æ ¸å¯¹è½¬å‘é‡ç‚¹å¤æ ¸ -- 文书整ç†æ•ˆçŽ‡æ˜Žæ˜¾æå‡ - -### 讲稿 - -从应用价值看，这个项目至少有三层æ„义。 - -第一，对基层民警æ¥è¯´ï¼Œå®ƒç›´æŽ¥è§£å†³äº†é«˜é¢‘ã€é‡å¤ã€æœºæ¢°çš„截图核账工作。过去大é‡æ—¶é—´è€—在翻截图ã€è®°æµæ°´ã€å¯¹è¡¨æ ¼ï¼ŒçŽ°åœ¨å¯ä»¥æŠŠè¿™äº›å·¥ä½œäº¤ç»™ç³»ç»Ÿè‡ªåŠ¨å®Œæˆï¼Œæ°‘è­¦åªéœ€è¦æŠŠç²¾åŠ›æ”¾åœ¨é‡ç‚¹å¤æ ¸å’Œæ¡ˆä»¶åˆ¤æ–­ä¸Šã€‚ - -第二，对案件办ç†æ¥è¯´ï¼Œå®ƒæå‡çš„是认定规范性。系统会对æ¯ç¬”交易给出æ¥æºã€å­—段ã€ç†ç”±å’ŒçŠ¶æ€ï¼Œå‡å°‘å£å¾„ä¸ç»Ÿä¸€ã€é‡å¤ç´¯è®¡å’Œé—æ¼ç»Ÿè®¡çš„情况，使被骗金é¢è®¤å®šæ›´åŠ å®Œæ•´ã€å¯è§£é‡Šã€å¯è¿½æº¯ã€‚ - -第三，对智慧警务æ¥è¯´ï¼Œè¿™ä¸ä»…是一个场景应用，更是一ç§è­¦åŠ¡æ™ºèƒ½ä½“建设范å¼ã€‚它è¯æ˜ŽAIä¸åªæ˜¯è¾…助问答，而是å¯ä»¥è¿›å…¥æ¡ˆä»¶å¤„ç†é—­çŽ¯ï¼Œæ‰¿æŽ¥çœŸå®žä¸šåŠ¡ç›®æ ‡ï¼Œå½¢æˆå¯å¤åˆ¶ã€å¯æŽ¨å¹¿çš„实战能力。 - -如果现场å…许，这一页也å¯ä»¥è¡¥å……阶段性效果数æ®ï¼Œä¾‹å¦‚核查耗时压缩比例ã€é‡å¤è¯†åˆ«å‡†ç¡®çŽ‡ã€æ°‘警满æ„度等，让说æœåŠ›æ›´å¼ºã€‚ - ---- - -## 第9页 安全å¯ä¿¡ä¸ŽäººæœºååŒæœºåˆ¶ - -### 本页标题 - -**åšæŒå¯è§£é‡Šã€å¯å¤æ ¸ã€å¯è¿½æº¯çš„警务AI原则** - -### 页é¢å±•ç¤ºè¦ç‚¹ - -- ä¸è¿½æ±‚黑箱全自动，强调人机ååŒ -- 高/中/低置信分层，低置信结果主动æ交人工å¤æ ¸ -- æ¯ç¬”认定å¯è¿½æº¯è‡³åŽŸå§‹æˆªå›¾å’Œç»“构化字段 -- ä¿ç•™è®¤å®šç†ç”±ã€æŽ’除ä¾æ®ã€å¤æ ¸è®°å½•ã€ç‰ˆæœ¬å¿«ç…§ -- 支æŒæŒ‰æ¡ˆç®¡ç†ã€æƒé™æŽ§åˆ¶ã€æœ¬åœ°åŒ–或专网部署 - -### 讲稿 - -在警务场景里，系统好ä¸å¥½ï¼Œä¸åªçœ‹æ™ºèƒ½ä¸æ™ºèƒ½ï¼Œæ›´è¦çœ‹æ˜¯å¦å¯ä¿¡ã€æ˜¯å¦å¯æŽ§ã€æ˜¯å¦ç»å¾—èµ·å¤æ ¸ã€‚ - -所以我们从设计之åˆå°±æ²¡æœ‰è¿½æ±‚黑箱å¼å…¨è‡ªåŠ¨ï¼Œè€Œæ˜¯å¼ºè°ƒäººæœºååŒã€‚系统会对结果进行置信度分层，把低置信和争议记录主动交给民警确认，确ä¿ä¸æŠŠä¸ç¡®å®šç»“论伪装æˆç¡®å®šç»“论。 - -åŒæ—¶ï¼Œç³»ç»Ÿå¯¹æ¯ä¸€ç¬”交易都ä¿ç•™åŽŸå§‹æˆªå›¾æ¥æºã€ç»“构化抽å–字段ã€è®¤å®šç†ç”±ã€æŽ’除ä¾æ®å’Œäººå·¥ä¿®æ­£è®°å½•ï¼Œå½¢æˆå¯å›žæº¯çš„è¯æ®é“¾ã€‚对导出的报告，还å¯ä»¥ä¿ç•™ç‰ˆæœ¬å¿«ç…§ï¼Œä¿è¯å‰åŽå£å¾„一致。 - -在部署层é¢ï¼Œç³»ç»Ÿæ”¯æŒæŒ‰æ¡ˆç®¡ç†ã€æƒé™æŽ§åˆ¶ï¼Œä¹Ÿæ”¯æŒæœ¬åœ°åŒ–或专网化部署方å‘，符åˆè­¦åŠ¡æ•°æ®å®‰å…¨å’Œåº”用åˆè§„è¦æ±‚。 - ---- - -## 第10页 总结与推广å‰æ™¯ - -### 本页标题 - -**让AI真正进入警务业务闭环** - -### 页é¢å±•ç¤ºè¦ç‚¹ - -- 项目æ¥æºäºŽåŸºå±‚真实痛点，具有强实战价值 -- 项目ä¸æ˜¯OCR工具，而是多智能体警务系统 -- 项目实现了从截图到认定å†åˆ°æ–‡ä¹¦çš„å…¨æµç¨‹é—­çŽ¯ -- å¯å‘å诈中心ã€åˆ‘侦ã€ç»ä¾¦ç­‰æ¶‰æ¡ˆèµ„金场景推广 -- 结æŸå£å·å»ºè®®ï¼š -- 让截图è¯æ®è‡ªå·±å¼€å£ï¼Œè®©è¢«éª—金é¢è®¤å®šæ›´å¿«æ›´å‡† - -### 讲稿 - -最åŽæ€»ç»“一下，这个项目最核心的价值，ä¸æ˜¯æŠŠæˆªå›¾è¯†åˆ«å‡ºæ¥ï¼Œè€Œæ˜¯æŠŠåŸºå±‚民警在电诈案件中最ç¹çã€æœ€æ˜“é”™ã€æœ€ä¾èµ–ç»éªŒçš„资金核查工作，é‡æž„为一个由多智能体ååŒå®Œæˆã€ç”±æ°‘警最终å¤æ ¸æŠŠå…³ã€å¹¶èƒ½å¤Ÿç›´æŽ¥å½¢æˆè¯æ®æ料的智能办案系统。 - -它æ¥æºäºŽåŸºå±‚真实需求，解决的是一线高频刚需问题；它ä¸æ˜¯å•ç‚¹OCR，而是围绕案件目标è¿è¡Œçš„警务智能体；它ä¸æ˜¯ç»™å‡ºä¸€ä¸ªæ¨¡ç³Šç­”案，而是形æˆå¯è§£é‡Šã€å¯å¤æ ¸ã€å¯è¿½æº¯ã€å¯å¯¼å‡ºçš„办案结果。 - -未æ¥ï¼Œè¿™å¥—能力ä¸ä»…å¯ä»¥æœåŠ¡ç”µä¿¡è¯ˆéª—å—害人资金核查，还å¯ä»¥å‘å诈中心ã€åˆ‘侦ã€ç»ä¾¦ä»¥åŠå…¶ä»–涉案资金分æžåœºæ™¯æŽ¨å¹¿åº”用，形æˆæ›´å¤§èŒƒå›´çš„智慧警务实战价值。 - -我们的目标，是让AIä¸åªåœç•™åœ¨å±•ç¤ºå±‚，而是真正进入警务业务闭环。谢谢å„ä½è¯„委。 - ---- - -## 附：路演表达技巧建议 - -### 1. 时间分é…建议 - -- 第1页：40秒 -- 第2页：60秒 -- 第3页：50秒 -- 第4页：70秒 -- 第5页：70秒 -- 第6页：70秒 -- 第7页：60秒 -- 第8页：60秒 -- 第9页：50秒 -- 第10页：40秒 - -总计约 9 分钟。 - -### 2. 讲解时è¦åå¤å¼ºè°ƒçš„三å¥è¯ - -- 我们解决的ä¸æ˜¯OCR识图问题，而是被骗金é¢è®¤å®šé—®é¢˜ã€‚ -- 我们ä¸æ˜¯å•æ¨¡åž‹é—®ç­”，而是多智能体围绕案件目标ååŒå·¥ä½œã€‚ -- 我们输出的ä¸æ˜¯ä¸€ä¸ªç­”案，而是一套å¯å¤æ ¸ã€å¯è¿½æº¯ã€å¯å½¢æˆæ–‡ä¹¦çš„è¯æ®ç»“果。 - -### 3. 如果评委åªè®°ä½ä¸€å¥è¯ï¼Œå»ºè®®è®©ä»–è®°ä½ - -**把“人工翻截图ã€äººå·¥ç®—金é¢ã€äººå·¥å†™ç†ç”±â€çš„传统核账模å¼ï¼Œå‡çº§ä¸ºâ€œå¤šæ™ºèƒ½ä½“自动核查ã€æ°‘è­¦é‡ç‚¹å¤æ ¸ã€ç³»ç»Ÿä¸€é”®å‡ºè¯â€çš„新型警务工作æµã€‚** - diff --git a/docs/全国“智慧+警务â€AI智能体大赛å‚赛方案.md b/docs/全国“智慧+警务â€AI智能体大赛å‚赛方案.md deleted file mode 100644 index fd430c2..0000000 --- a/docs/全国“智慧+警务â€AI智能体大赛å‚赛方案.md +++ /dev/null @@ -1,675 +0,0 @@ -# 全国“智慧+警务â€AI智能体大赛å‚赛方案 - -## 一ã€é¡¹ç›®å®šä½ - -### 1. 项目å称建议 - -**智æžå诈：电信网络诈骗案件å—害人资金核查多智能体系统** - -å¯é€‰å‰¯æ ‡é¢˜ï¼š - -- 多APPè´¦å•æˆªå›¾è‡ªåŠ¨è§£æžä¸Žè¢«éª—金é¢è®¤å®šæ™ºèƒ½ä½“ -- é¢å‘å诈实战的截图è¯æ®è§£æžã€èµ„金路径分æžä¸Žè¯æ®åŒ–è¾“å‡ºå¹³å° -- å—害人资金核查场景下的警务ååŒæ™ºèƒ½ä½“系统 - -### 2. 一å¥è¯ä»‹ç» - -本项目é¢å‘电信网络诈骗案件å—害人资金核查场景，构建“截图è¯æ®è§£æž + 多平å°è´¦å•å…³è” + èµ„é‡‘è·¯å¾„åˆ†æž + 被骗金é¢è®¤å®š + è¯æ®åŒ–输出â€çš„多智能体ååŒç³»ç»Ÿï¼Œå°†åŸºå±‚民警高频ã€ç¹çã€æ˜“错的人工核账æµç¨‹ï¼Œå‡çº§ä¸ºå¯è¿½æº¯ã€å¯å¤æ ¸ã€å¯å‡ºå…·æ–‡ä¹¦çš„智能办案æµç¨‹ã€‚ - -### 3. å‚èµ›æ ¸å¿ƒå®šä½ - -从比赛评审视角，本项目ä¸èƒ½åªåŒ…装æˆâ€œOCR识别工具â€æˆ–“报表生æˆç³»ç»Ÿâ€ï¼Œè€Œåº”明确定ä½ä¸ºï¼š - -**以案件目标为牵引ã€ä»¥è¯æ®é“¾é—­çŽ¯ä¸ºæ ¸å¿ƒã€ä»¥äººæœºååŒå¤æ ¸ä¸ºä¿éšœçš„垂直警务智能体系统。** - -这一定义éžå¸¸å…³é”®ï¼Œå› ä¸ºè¯„审专家对“AI智能体â€çš„关注点，ä¸åœ¨äºŽæ˜¯å¦ç”¨äº†å¤§æ¨¡åž‹ï¼Œè€Œåœ¨äºŽæ˜¯å¦å…·å¤‡ï¼š - -- 明确目标驱动，而éžå•ç‚¹è¯†åˆ« -- 多步骤自主ååŒï¼Œè€Œéžå•è½®é—®ç­” -- å¯è°ƒç”¨å·¥å…·ä¸Žè§„则，而éžçº¯æ–‡æœ¬ç”Ÿæˆ -- é¢å‘真实业务闭环，而éžæ¦‚念演示 -- å¯å®¡è®¡ã€å¯è§£é‡Šã€å¯å¤æ ¸ï¼Œè€Œéžâ€œé»‘箱结论†- -## 二ã€ä»Žä¸“家级评审视角看，本项目的真正亮点 - -### 1. ä¸æ˜¯â€œè¯†å›¾â€ï¼Œè€Œæ˜¯â€œå›´ç»•æ¡ˆä»¶ç›®æ ‡çš„任务闭环†- -传统OCR产å“解决的是“看懂一张图â€ï¼Œè€ŒåŸºå±‚å诈场景真正è¦è§£å†³çš„是： - -- å—害人æ供了几å张甚至上百张ä¸åŒAPP截图 -- åŒä¸€ç¬”资金å¯èƒ½è·¨å¾®ä¿¡ã€æ”¯ä»˜å®ã€é“¶è¡Œå¡ã€çŸ­ä¿¡é€šçŸ¥ç­‰å¤šä¸ªè½½ä½“é‡å¤å‡ºçŽ° -- 其中夹æ‚本人账户中转ã€é€€æ¬¾ã€å……值ã€ç”Ÿæ´»æ¶ˆè´¹ã€æ— å…³æµæ°´ -- 民警最终必须回答一个执法问题：**哪些钱å¯ä»¥è®¤å®šä¸ºè¢«éª—金é¢ï¼Œç†ç”±æ˜¯ä»€ä¹ˆï¼Œè¯æ®åœ¨å“ªé‡Œ** - -因此，项目的核心ä¸æ˜¯å›¾åƒè¯†åˆ«èƒ½åŠ›ï¼Œè€Œæ˜¯**以“被骗金é¢è®¤å®šâ€è¿™ä¸€æ‰§æ³•ç›®æ ‡ä¸ºä¸­å¿ƒçš„智能体任务闭环**。这天然符åˆé«˜æ°´å¹³AI智能体项目的评审标准。 - -### 2. ä¸æ˜¯â€œä¸€ä¸ªå¤§æ¨¡åž‹â€ï¼Œè€Œæ˜¯â€œå¤šæ™ºèƒ½ä½“分工å作†- -项目最有竞争力的点，是å¯ä»¥æ¸…晰拆解为多个具备独立èŒè´£çš„专业智能体，由编排智能体统一调度，形æˆç¬¦åˆåŠžæ¡ˆé€»è¾‘çš„ååŒé“¾è·¯ã€‚ - -建议在å‚èµ›æ料中明确采用如下表述： - -- **案件编排智能体**：接收案件目标，规划处ç†æ­¥éª¤ï¼Œè°ƒåº¦å„å­æ™ºèƒ½ä½“ -- **截图ç†è§£æ™ºèƒ½ä½“**：识别截图所属APPã€é¡µé¢ç±»åž‹ã€æˆªå›¾æœ‰æ•ˆæ€§ -- **交易抽å–智能体**：将账å•æˆªå›¾è§£æžä¸ºæ ‡å‡†åŒ–交易记录 -- **跨平å°å…³è”智能体**：识别åŒä¸€äº¤æ˜“在ä¸åŒå¹³å°çš„é‡å¤å‘ˆçŽ°ä¸Žæ˜ å°„关系 -- **资金路径分æžæ™ºèƒ½ä½“**：识别本人账户中转ã€åˆ†æµã€æ±‡èšã€é“¾è·¯èŠ‚点 -- **被骗金é¢è®¤å®šæ™ºèƒ½ä½“**：结åˆè§„则与è¯æ®ï¼Œå¯¹äº¤æ˜“进行纳入/排除/å¾…å¤æ ¸åˆ¤å®š -- **文书与笔录辅助智能体**：自动输出认定说明ã€é—®è¯¢å»ºè®®ã€è¯æ®åŒ–报告 -- **人工å¤æ ¸ååŒæ™ºèƒ½ä½“**：在低置信和争议场景下把案件退回人工确认，形æˆé—­çŽ¯ - -这样一æ¥ï¼Œè¯„审看到的就ä¸æ˜¯ä¸€ä¸ªâ€œåŠŸèƒ½å †å çš„软件â€ï¼Œè€Œæ˜¯ä¸€ä¸ª**具备角色分工ã€ä»»åŠ¡è¡”接ã€çŠ¶æ€æµè½¬å’Œç»“æžœå¤æ ¸æœºåˆ¶çš„智能体系统**。 - -### 3. ä¸æ˜¯â€œç”Ÿæˆç­”案â€ï¼Œè€Œæ˜¯â€œå½¢æˆè¯æ®â€ - -警务场景和一般政务ã€ä¼ä¸šåŠžå…¬åœºæ™¯æœ€å¤§çš„ä¸åŒï¼Œåœ¨äºŽç»“æžœè¦è¿›å…¥è¯æ®ä½“ç³»ã€ç¬”录体系ã€æ¡ˆä»¶å·å®—体系。 -所以本项目最大的专业亮点是： - -- 输出ä¸æ˜¯ä¸€å¥â€œè¢«éª—金é¢å¤§æ¦‚多少†-- 而是æ¯ä¸€ç¬”金é¢çš„æ¥æºæˆªå›¾ã€ç»“构化字段ã€å…³è”关系ã€è®¤å®šç†ç”±ã€æŽ’除ä¾æ®ã€å¤æ ¸çŠ¶æ€ -- 最终还能导出 Excelã€Wordã€PDF 等文书化结果 - -这代表项目具备**è¯æ®åŒ–输出能力**，而这正是智慧警务类评审会高度é‡è§†çš„差异化优势。 - -### 4. ä¸æ˜¯â€œæ›¿ä»£æ°‘è­¦â€ï¼Œè€Œæ˜¯â€œäººæœºååŒå¢žå¼ºâ€ - -在公安实战中，完全自动认定往往ä¸å¯ä¿¡ï¼Œä¹Ÿä¸åˆè§„。 -所以本项目è¦å¼ºè°ƒçš„ä¸æ˜¯â€œAI自动判案â€ï¼Œè€Œæ˜¯ï¼š - -- AI负责高强度ã€é«˜é‡å¤ã€é«˜è€—时的信æ¯æŠ½å–与åˆåˆ¤ -- æ°‘è­¦ä¿ç•™æœ€ç»ˆç¡®è®¤æƒã€è¡¥è¯æƒã€ä¿®æ­£æƒã€è§£é‡Šæƒ -- 系统通过高/中/低置信分层，把最该人工关注的部分çªå‡ºå‡ºæ¥ - -这会让项目在评审中更å¯ä¿¡ã€æ›´æˆç†Ÿï¼Œä¹Ÿæ›´ç¬¦åˆè­¦åŠ¡æ™ºèƒ½åŒ–建设导å‘。 - -## 三ã€AI智能体本质与本项目的高度契åˆç‚¹ - -å‚赛答辩时，建议直接回应“什么是智能体，为什么你的项目是真正的智能体â€ã€‚ - -### 1. 智能体的本质 - -从专家视角，AI智能体至少应具备以下五个特å¾ï¼š - -1. **目标导å‘**：围绕清晰任务目标æŒç»­è¡ŒåŠ¨ -2. **环境感知**：能够ç†è§£è¾“入环境中的多æºä¿¡æ¯ -3. **规划执行**：将å¤æ‚任务拆解为多步骤æµç¨‹ -4. **工具调用**：调用OCRã€è§„则库ã€æ•°æ®åº“ã€å›¾è°±ã€æŠ¥å‘Šå¼•æ“Žç­‰å¤–部能力 -5. 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