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Delphi

Помощник для проверки реорганизации: сравнивает комплекты документов оргструктуры «До/После», показывает переданные, потерянные и пересекающиеся…

Рабочий MVP
AI-агентыHackAlemLLMДашбордыСпецтрек
GitHub
Команда «Delphi» 8💬 0 комментариевс 23 сентября 2026 г.

О проекте

Команда: Delphi
Кейс HackAlem.ai: Спецтрек — Казахтелеком
Стадия: Рабочий MVP

Задача кейса: Агент, сравнивающий документы оргструктуры до и после реорганизации

Суть

Помощник для проверки реорганизации: сравнивает комплекты документов оргструктуры «До/После», показывает переданные, потерянные и пересекающиеся обязанности со ссылками на исходные пункты. Есть ручная проверка находок и экспорт отчёта.

Как устроено

Парсеры DOCX, PDF, XLSX и Markdown режут документы на исходные блоки (в демо 966 блоков редакций 8 и 9). Ограниченный агент на OpenAI делает этапы extraction → structure → matching → missing → validation и связывает каждую находку с цитатами-доказательствами. Результаты, прогоны с чекпоинтами и решения рецензента хранятся в PostgreSQL через Alembic. Frontend на Next.js подключён через сгенерированный HeyAPI-клиент, есть очередь ручной проверки с пословным diff и переводом RU/KK/EN. Для типовых случаев (transfer, missing, overlap, conflict) собраны синтетические эталонные фикстуры.

Ключевые решения

  • document block parsing
  • clause matching
  • evidence linking
  • word-level diff
  • run checkpoints
  • human-in-the-loop review
  • agent cost tracking

Особенности

Каждая находка привязана к исходному пункту документа. Очередь ручной проверки показывает пословную разницу между парными пунктами. Синтетические эталонные кейсы покрывают передачу, пропажу, пересечение и конфликт обязанностей. Отдельный модуль agent_costs считает стоимость вызовов LLM.

Стек

Python · FastAPI · PostgreSQL · Alembic · uv · Next.js · TypeScript · HeyAPI · Better Auth · Playwright · Docker Compose

Модели

OpenAI API (OPENAI_MODEL)

Проект создан за 5 часов на финале хакатона HackAlem.ai (23 сентября 2026, Астана). Код — BAITC-Hacks/hack-c49fe1b9-delphi.

README

README.md

Delphi

Помощник для проверки реорганизации: сравнивает документы «До / После», показывает изменения обязанностей и связывает выводы с исходными пунктами.

Статус: backend FastAPI/PostgreSQL подключён к frontend Next.js через сгенерированный HeyAPI-клиент и защищённый proxy. Реализованы вход/регистрация, история, загрузка комплектов, просмотр источников, экран результатов, ручная проверка, экспорт и уведомления; UI поддерживает RU/KK/EN. Миграции, заполнение БД, HTTP-сценарии, lint, typecheck и production build проверены. Прошли 10 Playwright-тестов и 10 тестов генератора отчёта; результаты AI пока проверены только через синтетические UI fixtures. Браузерный отчёт: 18 состояний страниц со скриншотами.

Для локальной проверки из backend/, после установки зависимостей через uv sync --frozen:

uv run ruff check app scripts migrations tests
uv run pytest -q
uv run --no-sync python scripts/export_openapi.py

Эти offline-проверки не доказывают качество семантического сравнения. Демонстрационная пара — исходные DOCX редакций 8/9; в локальную БД загружены оба файла и 966 исходных блоков. Вход обеспечивает Better Auth в отдельной БД, рабочая область backend общая. Сканы без OCR и отсутствующие приложения остаются ограничениями.

Локальный UI: http://localhost:3000. Демо-вход: [email protected] / password123; остальные учётные записи и воспроизводимый запуск — в frontend/README.md. Для анализа и перевода нужны OPENAI_API_KEY и OPENAI_MODEL в backend; без них доступны история и подготовка документов, а UI показывает ограничение.

Правила для coding-агентов — в AGENTS.md.

GitHub

BAITC-Hacks/hack-c49fe1b9-delphi
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Авторы коммитов

Нурдаулет Жумалиев 34Faizullin 7intellightkz 5Ra1-dev 5Faizullin 4

История коммитов

  • 2026-09-23 17:57docs: showcase published Delphi landing with screenshotsНурдаулет Жумалиев
  • 2026-09-23 17:56Enhance document agent and translation prompts; add comprehensive semantic testsFaizullin
  • 2026-09-23 17:54feat(landing): prepare standalone Vercel publicationНурдаулет Жумалиев
  • 2026-09-23 17:52Merge remote-tracking branch 'origin/main' into codex-landingНурдаулет Жумалиев
  • 2026-09-23 17:52chore(landing): preserve latest shared application unchangedНурдаулет Жумалиев
  • 2026-09-23 17:51chore(landing): sync product screenshots and deployment configНурдаулет Жумалиев
  • 2026-09-23 17:51Merge pull request #10 from BAITC-Hacks/nurdaulet-readme-landingintellightkz
  • 2026-09-23 17:51docs: jury path starts at the landing page (/), history moved to /historyНурдаулет Жумалиев
Все коммиты (55)
  • 2026-09-23 17:50Merge pull request #8 from BAITC-Hacks/codex-landingintellightkz
  • 2026-09-23 17:47feat(landing): isolate site and add verified product screensНурдаулет Жумалиев
  • 2026-09-23 17:45Merge pull request #6 from BAITC-Hacks/nurdaulet-readmeintellightkz
  • 2026-09-23 17:45Merge pull request #7 from BAITC-Hacks/nurdaulet-demo-finalintellightkz
  • 2026-09-23 17:45Merge pull request #9 from BAITC-Hacks/nurdaulet-vercelintellightkz
  • 2026-09-23 17:44docs: README — deployed demo link (Vercel)Нурдаулет Жумалиев
  • 2026-09-23 17:43chore(demo): Vercel config with SPA fallback for demo-frontendНурдаулет Жумалиев
  • 2026-09-23 17:35feat(ui): add guided Delphi landing pageНурдаулет Жумалиев
  • 2026-09-23 17:32docs: README section on originality and development potential (case criterion)Нурдаулет Жумалиев
  • 2026-09-23 17:29docs(demo): refresh screenshots after the QA fixesНурдаулет Жумалиев
  • 2026-09-23 17:25docs: README by the organizers' 11-point prompt, mapped to the case must-havesНурдаулет Жумалиев
  • 2026-09-23 17:25Merge pull request #5 from BAITC-Hacks/nurdaulet-demo-finalFaizullin
  • 2026-09-23 17:24fix(demo): resolve review and evidence QA findingsНурдаулет Жумалиев
  • 2026-09-23 17:19Complete Delphi lab agent stages and consolidate feedbackRa1-dev
  • 2026-09-23 17:18feat(demo): word-level differences between the paired clauses in the review queueНурдаулет Жумалиев
  • 2026-09-23 17:17docs(demo): 90-second demo script and screenshots; label the example traceНурдаулет Жумалиев
  • 2026-09-23 17:07fix(demo): empty function map for risk-only examples; design links after the moveНурдаулет Жумалиев
  • 2026-09-23 17:07Merge remote-tracking branch 'origin/main' into nurdaulet-review-queueНурдаулет Жумалиев
  • 2026-09-23 17:05feat(demo): add four synthetic reference casesНурдаулет Жумалиев
  • 2026-09-23 17:04feat(demo): clickable summary tiles; README demo path and decisions logНурдаулет Жумалиев
  • 2026-09-23 17:03feat(demo): self-contained demo on saved examples, no backend (team decision)Нурдаулет Жумалиев
  • 2026-09-23 16:57feat(ui): review queue on the new evidence contract, entry from resultsНурдаулет Жумалиев
  • 2026-09-23 16:55feat(ui): review queue — questions left, change and quotes right, decision bottomНурдаулет Жумалиев
  • 2026-09-23 16:54fix(frontend): preserve complete evidence and review decisionsНурдаулет Жумалиев
  • 2026-09-23 16:53Merge pull request #4 from BAITC-Hacks/rauan-labfeaturesFaizullin
  • 2026-09-23 16:53Enhance validation and testing for budget recovery and parser functionalityRa1-dev
  • 2026-09-23 16:51feat: add UI report generation and testing frameworkFaizullin
  • 2026-09-23 16:28docs(frontend): agent rules in demo-frontend/AGENTS.md and a Figma kickoff promptНурдаулет Жумалиев
  • 2026-09-23 16:23Merge pull request #3 from BAITC-Hacks/rauan-labfeaturesFaizullin
  • 2026-09-23 16:22Add initial implementation of Delphi bounded document agent and translation functionalityRa1-dev
  • 2026-09-23 16:20docs: keep frontend decisions inside demo-frontendНурдаулет Жумалиев
  • 2026-09-23 16:17docs: frontend ↔ backend contract, scenario statuses, historyНурдаулет Жумалиев
  • 2026-09-23 16:16fix(frontend): Russian run errors, separate retry error on progress screenНурдаулет Жумалиев
  • 2026-09-23 16:15Merge branch 'main' of https://github.com/BAITC-Hacks/hack-c49fe1b9-delphiRa1-dev
  • 2026-09-23 16:15feat(frontend): human review of findings (scenarios H1–H5)Нурдаулет Жумалиев
  • 2026-09-23 16:12fix(frontend): overlap risk sides, Russian plurals, function summariesНурдаулет Жумалиев
  • 2026-09-23 16:04feat(frontend): connect demo-frontend to the backend's granular APIНурдаулет Жумалиев
  • 2026-09-23 15:56fix(frontend): track demo-frontend/src/lib ignored by Python lib/ ruleНурдаулет Жумалиев
  • 2026-09-23 15:51Merge pull request #1 from BAITC-Hacks/nurdaulet-design-features-updateFaizullin
  • 2026-09-23 15:49chore: frontend → demo-frontend, журнал истории, handoff под реальный APIНурдаулет Жумалиев
  • 2026-09-23 15:41Add UI capture reports for Kazakhtelecom and OpenDocuments referencesFaizullin
  • 2026-09-23 15:41feat(ui): frontend Delphi — экраны, дизайн-система, офлайн-демоNurdaulet
  • 2026-09-23 15:40fix(backend): expose search evidence and preserve reviewer notesFaizullin
  • 2026-09-23 15:40docs: summarize Delphi progress and document analysisRa1-dev
  • 2026-09-23 15:21Backned- base- imeplemntations and plans updates. Refactor code structure for improved readability and maintainabilityFaizullin
  • 2026-09-23 14:44docs: consolidate Delphi MVP plan and evidence architectureFaizullin
  • 2026-09-23 13:49Add initial documentation files for handoff, history, and roadmapFaizullin
Структура репозитория (518 файлов)
.gitignore
AGENTS.md
README.md
agent_costs/.gitignore
agent_costs/README.md
agent_costs/__init__.py
agent_costs/__main__.py
agent_costs/cost_tracker.py
agent_costs/examples/prices.openai-gpt6-sol.json
agent_costs/examples/prices.openrouter.json
agent_costs/examples/prompt-scenario.json
agent_costs/examples/request.synthetic.json
agent_costs/examples/responses.synthetic.jsonl
agent_costs/examples/scenario.json
agent_costs/lab_run.py
agent_costs/requirements.txt
agent_costs/tests/test_cost_tracker.py
agent_costs/tests/test_lab_run.py
backend/.dockerignore
backend/.env.example
backend/.python-version
backend/Dockerfile
backend/README.md
backend/alembic.ini
backend/app/__init__.py
backend/app/agent/__init__.py
backend/app/agent/common.py
backend/app/agent/engine.py
backend/app/agent/extraction.py
backend/app/agent/fast.py
backend/app/agent/matching.py
backend/app/agent/missing.py
backend/app/agent/model_client.py
backend/app/agent/models.py
backend/app/agent/prompts.py
backend/app/agent/structure.py
backend/app/agent/tools.py
backend/app/agent/validation.py
backend/app/api/__init__.py
backend/app/api/analyses.py
backend/app/api/dependencies.py
backend/app/api/documents.py
backend/app/api/errors.py
backend/app/api/findings.py
backend/app/api/reports.py
backend/app/api/runs.py
backend/app/config.py
backend/app/db.py
backend/app/domain/__init__.py
backend/app/domain/errors.py
backend/app/domain/result_validation.py
backend/app/lifespan.py
backend/app/main.py
backend/app/models/__init__.py
backend/app/models/analyses.py
backend/app/models/documents.py
backend/app/models/findings.py
backend/app/models/reports.py
backend/app/models/runs.py
backend/app/models/users.py
backend/app/parsers/__init__.py
backend/app/parsers/common.py
backend/app/parsers/docx.py
backend/app/parsers/limits.py
backend/app/parsers/markdown.py
backend/app/parsers/pdf.py
backend/app/parsers/types.py
backend/app/parsers/xlsx.py
backend/app/reporting/__init__.py
backend/app/reporting/labels.py
backend/app/reporting/rendering.py
backend/app/reporting/search.py
backend/app/reporting/types.py
backend/app/schemas/__init__.py
backend/app/schemas/analyses.py
backend/app/schemas/common.py
backend/app/schemas/documents.py
backend/app/schemas/errors.py
backend/app/schemas/findings.py
backend/app/schemas/reports.py
backend/app/schemas/runs.py
backend/app/services/__init__.py
backend/app/services/analyses.py
backend/app/services/checkpoints.py
backend/app/services/common.py
backend/app/services/documents.py
backend/app/services/findings.py
backend/app/services/reports.py
backend/app/services/results.py
backend/app/services/runs.py
backend/app/services/sources.py
backend/app/services/translations.py
backend/app/services/workflow.py
backend/fixtures/README.md
backend/fixtures/demo_analysis.json
backend/fixtures/synthetic/README.md
backend/fixtures/synthetic/conflict/after.md
backend/fixtures/synthetic/conflict/before.md
backend/fixtures/synthetic/distinct-scope/after.md
backend/fixtures/synthetic/distinct-scope/before.md
backend/fixtures/synthetic/manifest.json
backend/fixtures/synthetic/missing/after.md
backend/fixtures/synthetic/missing/before.md
backend/fixtures/synthetic/overlap/after.md
backend/fixtures/synthetic/overlap/before.md
backend/fixtures/synthetic/transfer/after-audit.md
backend/fixtures/synthetic/transfer/after-risk.md
backend/fixtures/synthetic/transfer/before.md
backend/fixtures/users.json
backend/migrations/env.py
backend/migrations/script.py.mako
backend/migrations/versions/0001_initial.py
backend/migrations/versions/0002_development_users.py
backend/migrations/versions/0003_run_checkpoints.py
backend/openapi.json
backend/pyproject.toml
backend/scripts/export_openapi.py
backend/scripts/run_docx_preview.py
backend/scripts/seed.py
backend/tests/test_agent.py
backend/tests/test_agent_port.py
backend/tests/test_checkpoints.py
backend/tests/test_fast_agent.py
backend/tests/test_fast_workflow.py
backend/tests/test_model_client.py
backend/tests/test_parsers.py
backend/tests/test_report_integrity.py
backend/tests/test_synthetic_fixtures.py
backend/tests/test_translation_structure.py
backend/uv.lock
compose.yaml
demo-frontend/.env.example
demo-frontend/.gitignore
demo-frontend/AGENTS.md
demo-frontend/README.md
demo-frontend/components.json
demo-frontend/docs/decisions.md
demo-frontend/docs/demo-script.md
demo-frontend/docs/design/ASTRA-UI-PROMPTS.md
demo-frontend/docs/design/DESIGN.md
demo-frontend/docs/design/SCENARIOS.md
demo-frontend/docs/screenshots/01-history.png
demo-frontend/docs/screenshots/02-choose-example.png
demo-frontend/docs/screenshots/03-analysis-replay.png
demo-frontend/docs/screenshots/04-results-summary.png
demo-frontend/docs/screenshots/05-transfer-evidence.png
demo-frontend/docs/screenshots/06-review-queue.png
demo-frontend/docs/screenshots/07-missing-search.png
demo-frontend/docs/screenshots/08-overlap-two-after.png
demo-frontend/docs/screenshots/09-modality-word-diff.png
demo-frontend/index.html
demo-frontend/package-lock.json
demo-frontend/package.json
demo-frontend/public/demo/cases/demo-conflict.clauses.json
demo-frontend/public/demo/cases/demo-conflict.result.json
demo-frontend/public/demo/cases/demo-missing.clauses.json
demo-frontend/public/demo/cases/demo-missing.result.json
demo-frontend/public/demo/cases/demo-overlap.clauses.json
demo-frontend/public/demo/cases/demo-overlap.result.json
demo-frontend/public/demo/cases/demo-transfer.clauses.json
demo-frontend/public/demo/cases/demo-transfer.result.json
demo-frontend/public/demo/clauses.json
demo-frontend/public/demo/result.json
demo-frontend/scripts/test.mjs
demo-frontend/src/App.tsx
demo-frontend/src/components/AnalysisProgress.tsx
demo-frontend/src/components/ClauseFragment.tsx
demo-frontend/src/components/ConclusionReport.tsx
demo-frontend/src/components/EditionBadge.tsx
demo-frontend/src/components/EmptyState.tsx
demo-frontend/src/components/EvidenceDrawer.tsx
demo-frontend/src/components/ExportMenu.tsx
demo-frontend/src/components/FunctionMapTable.tsx
demo-frontend/src/components/ModeBadge.tsx
demo-frontend/src/components/RefButton.tsx
demo-frontend/src/components/ReviewControls.tsx
demo-frontend/src/components/RiskCard.tsx
demo-frontend/src/components/StatusChip.tsx
demo-frontend/src/components/SummaryTiles.tsx
demo-frontend/src/components/TracePanel.tsx
demo-frontend/src/components/UnitTable.tsx
demo-frontend/src/components/UploadZone.tsx
demo-frontend/src/components/layout/AppShell.tsx
demo-frontend/src/components/review/DecisionBar.tsx
demo-frontend/src/components/review/FindingDetail.tsx
demo-frontend/src/components/review/QueueList.tsx
demo-frontend/src/components/review/WordDiff.tsx
demo-frontend/src/components/ui/alert.tsx
demo-frontend/src/components/ui/badge.tsx
demo-frontend/src/components/ui/button.tsx
demo-frontend/src/components/ui/card.tsx
demo-frontend/src/components/ui/collapsible.tsx
demo-frontend/src/components/ui/dropdown-menu.tsx
demo-frontend/src/components/ui/input.tsx
demo-frontend/src/components/ui/progress.tsx
demo-frontend/src/components/ui/scroll-area.tsx
demo-frontend/src/components/ui/separator.tsx
demo-frontend/src/components/ui/sheet.tsx
demo-frontend/src/components/ui/skeleton.tsx
demo-frontend/src/components/ui/table.tsx
demo-frontend/src/components/ui/tabs.tsx
demo-frontend/src/components/ui/tooltip.tsx
demo-frontend/src/hooks/useAnalysis.ts
demo-frontend/src/hooks/useClause.ts
demo-frontend/src/hooks/useJob.ts
demo-frontend/src/hooks/useReviewQueue.ts
demo-frontend/src/index.css
demo-frontend/src/lib/adapter.ts
demo-frontend/src/lib/api.ts
demo-frontend/src/lib/demo.ts
demo-frontend/src/lib/evidence.ts
demo-frontend/src/lib/export.ts
demo-frontend/src/lib/format.ts
demo-frontend/src/lib/highlight.ts
demo-frontend/src/lib/status.ts
demo-frontend/src/lib/utils.ts
demo-frontend/src/main.tsx
demo-frontend/src/pages/AnalysisPage.tsx
demo-frontend/src/pages/DemoStartPage.tsx
demo-frontend/src/pages/HistoryPage.tsx
demo-frontend/src/pages/ProgressPage.tsx
demo-frontend/src/pages/ReviewQueuePage.tsx
demo-frontend/src/pages/UploadPage.tsx
demo-frontend/src/types.ts
demo-frontend/tests/demo-clauses.test.ts
demo-frontend/tests/demo-progress.test.ts
demo-frontend/tests/demo-review.test.ts
demo-frontend/tests/evidence.test.ts
demo-frontend/tests/review-queue.test.ts
demo-frontend/tsconfig.json
demo-frontend/vercel.json
demo-frontend/vite.config.ts
docs/README.md
docs/architecture.md
docs/design/ASTRA-UI-PROMPTS.md
docs/design/DESIGN.md
docs/design/SCENARIOS.md
docs/feedback.md
docs/guides/frontend-coding-conventions.md
docs/hackaton/hackaton_instructiona.md
docs/hackaton/tracks/HackAlem AI_ Beeline Tariff Marketing Campaigns Case.md
docs/hackaton/tracks/HackAlem_AI_Agentic_AI_для_прогнозирования_выработки_ВЭС.md
docs/hackaton/tracks/HackAlem_AI_Career_Quest_платформа_геймификации_жизненного_цикла.md
docs/hackaton/tracks/HackAlem_AI_Voice_Router_гибридный_голосовой_AI_робот_с_LLM_слоем.md
docs/hackaton/tracks/HackAlem_AI_«Аким_на_5_часов»_AI_симулятор_управления_городом.md
docs/hackaton/tracks/HackAlem_AI_Автоматизация_формирования_заказов_поставщикам_docx.md
docs/hackaton/tracks/HackAlem_AI_Граф_денег_восстановление_финансовой_структуры_организованной.md
docs/hackaton/tracks/HackAlem_AI_ИИ_агент_«Анализ_организационной_структуры_и_функционала».md
docs/hackaton/tracks/HackAlem_AI_ИИ_ассистент_для_чата_на_сайте_ekt_kz.md
docs/hackaton/tracks/HackAlem_AI_Система_автопротоколирования_совещаний_с_фиксацией_поручений.md
docs/hackaton/tracks/HackAlem_AI_Хакатон_задача_умный_подбор_подрядчиков.md
docs/hackaton/tracks/HackAlem_AI_кейс_по_геймификации_практических_заданий.md
docs/hackaton/tracks/Положение_о_внутреннем_аудите_редакция_8_обезличено.docx.md
docs/hackaton/tracks/Положение_о_внутреннем_аудите_редакция_9_обезличено.docx
docs/hackaton/tracks/Положение_о_внутреннем_аудите_редакция_9_обезличено.docx.md
docs/handoff.md
docs/history.md
docs/implementation-plan.md
docs/product.md
docs/research/delphi-current-feedback.md
docs/research/kazakhtelecom-ui-references/docdiffai/index.html
docs/research/kazakhtelecom-ui-references/docdiffai/manifest.json
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