AI-Sana — Мэтч задач

Платформа, где бизнес с помощью AI-«прожарки» превращает идею в карточку задачи с рейтингом готовности, а студенческие команды откликаются.

Рабочий MVP

AI-агенты HackAlem LLM Дашборды Образование

GitHub

Команда «BGK-TEAM» 11💬 0 комментариевс 23 сентября 2026 г.

О проекте

Команда: BGK-TEAM
Кейс HackAlem.ai: Образование — AI Sana
Стадия: Рабочий MVP

Задача кейса: Challenge Hub: превратить задачу бизнеса в задание для студенческих команд

Суть

Платформа, где бизнес с помощью AI-«прожарки» превращает идею в карточку задачи с рейтингом готовности, а студенческие команды откликаются. Дальше идут мэтч, стартовый пакет и этапы с приёмкой.

Как устроено

Next.js BFF держит бизнес-логику: рейтинг готовности 0–100 считается в коде с историей изменений, рекомендации командам строятся по ролям, навыкам и тематике, отклики, мэтчи и этапы хранятся в PostgreSQL через Drizzle. AI-слой на Mastra (агенты grillAgent и task evaluator, workflows analyze-text и phrase-question) через OpenAI задаёт уточняющие вопросы и предлагает заполнение полей, которые бизнес подтверждает. Данные Mastra и бизнес-данные разнесены по двум БД. Фоновые задачи на pg-boss, файлы в RustFS/S3.

Ключевые решения

Mastra agents/workflows
grill-сессия уточняющих вопросов
детерминированный readiness score
рекомендации fit() по навыкам
Zod-схемы
ADR-driven разработка

Особенности

Разработка шла по ADR (ADR-004…008): каждое решение (score, рекомендации, доступ) оформлено отдельно и реализовано параллельными PR. Полный цикл от черновика до принятого этапа с проверкой роли и владельца на сервере.

Стек

TypeScript · Bun · Turborepo · Next.js 16 · React 19 · Tailwind CSS 4 · shadcn/ui · Mastra · AI SDK 6 · PostgreSQL · pgvector · Drizzle ORM · pg-boss · RustFS/S3 · Docker Compose

Модели

OpenAI gpt-5.4-nano

Проект создан за 5 часов на финале хакатона HackAlem.ai (23 сентября 2026, Астана). Код — BAITC-Hacks/hack-810705c9-bgk-team.

README

README.md

AI-Sana — Мэтч задач

От знаний — к первой работе. Хакатонный проект команды BGK-TEAM.

AI-Sana — от знаний к первой работе

Что делает проект

AI-Sana помогает бизнесу превратить нечёткую идею в понятную задачу, а студенческим командам — найти проект для практики или подработки. AI уточняет требования, бизнес подтверждает сведения, команда предлагает решение. Дальше участники согласуют работу и принимают результат по измеримым критериям.

Что реализовано

Рабочее пространство с вводным сценарием, карточками задач, AI-чатом и переключением темы.
Пошаговое уточнение задачи («прожарка»): вопросы, редактирование и подтверждение полей.
Рейтинг готовности от 0 до 100 и история его изменений. Баллы рассчитываются в коде.
Каталог с фильтрами и рекомендации командам по ролям, навыкам и тематике; виды «колода» и «сетка».
Отклики команд, принятие, отклонение и откладывание решения бизнесом.
Стартовый пакет после выбора команды, сдача этапов, возврат на доработку и подтверждение результата.
Демо-переключение бизнеса и команды, серверные проверки роли и владельца данных.

Как работает решение

Бизнес описывает проблему. AI задаёт уточняющие вопросы и предлагает заполнение карточки.
Бизнес проверяет поля. Подтверждённые сведения участвуют в пересчёте рейтинга и видны исполнителям.
Задача публикуется. Команда находит её в каталоге или рекомендациях и отправляет план решения.
Бизнес выбирает команду. Создаётся мэтч со стартовым пакетом и этапами по критериям успеха.
Команда сдаёт результат. Бизнес принимает этап или возвращает его с замечаниями.

Технологии

Область	Используется
Язык и инструменты	TypeScript, Bun 1.4.2, Node.js ≥24, Turborepo
Интерфейс и BFF	Next.js 16.3.6, React 19.2.8, Tailwind CSS 4, shadcn/ui, Radix
AI	Mastra, AI SDK 6, `@mastra/client-js`, OpenAI API
Данные	PostgreSQL с pgvector, Drizzle ORM, Mastra PostgresStore, Zod
Фоновые задачи и файлы	pg-boss 10, RustFS / S3, AWS S3 Client
Локальная инфраструктура	Docker Compose

В коде AI-модель по умолчанию — openai/gpt-5.4-nano. Модель можно переопределить через LLM_MODEL, CLASSIFIER_MODEL и GRILL_MODEL. Доступ к выбранной модели зависит от учётной записи провайдера.

Архитектура

flowchart LR
    UI["Интерфейс Next.js"] --> BFF["BFF: доступ и бизнес-логика"]
    BFF --> DB["nextjs_db · Drizzle"]
    BFF -->|"Mastra Client SDK"| AI["Mastra: анализ текста и вопросы"]
    AI --> OpenAI["OpenAI API"]
    AI --> AIDB["mastra_db"]
    Workers["Workers · pg-boss"] --> AIDB
    Workers --> S3["RustFS / S3"]

apps/presentation-layer — UI, API, состояние задач, рейтинг, отклики и этапы.
apps/ai-logic-layer — AI-агенты и workflows analyze-text / phrase-question.
apps/workers — отдельный процесс очередей; сейчас содержит демонстрационный обработчик.

UI обращается к AI через BFF и Mastra. Рейтинг, подбор и изменение бизнес-состояния выполняются в приложении. Бизнес-данные и данные Mastra разделены на две БД; запросов с объединением таблиц между ними нет.

Установка и запуск

Нужны Git, Node.js ≥24, Bun 1.4.2 и запущенный Docker с Compose v2. На Windows используйте WSL2 с Docker integration.

git clone https://github.com/BAITC-Hacks/hack-810705c9-bgk-team.git
cd hack-810705c9-bgk-team
cp .env.example .env

Для AI укажите в корневом .env:

OPENAI_API_KEY=<ваш ключ OpenAI>
MASTRA_CHAT_AGENT_ID=grillAgent

Затем запустите:

./start.sh

Скрипт установит зависимости по lockfile, поднимет PostgreSQL и RustFS, применит миграции, добавит демо-данные и запустит UI, Mastra и workers. Существующие записи при заполнении демо-данных сохраняются.

Сервис	Адрес по умолчанию
Приложение	http://localhost:3000
Mastra Studio / API	http://localhost:4111
RustFS Console	http://localhost:9001

Остановка — Ctrl+C; данные БД сохраняются в Docker volumes. Если запуск не удался, выполните ./doctor.sh. Подробности и настройка портов — в QUICKSTART.md.

Как проверить решение

Быстрое знакомство на демо-данных

Откройте каталог.
В демо-переключателе выберите роль «Команда» и команду BotForge.
Откройте рекомендации: проверьте карточки, объяснение совпадения и переключение колоды/сетки.
В каталоге найдите «Бот статусов доставки» и нажмите «Откликнуться» — откроется карточка с формой отклика.

Полный пользовательский сценарий

Откройте задачи, выберите роль «Бизнес» и «ЛогистикаПро».
Создайте задачу, например:

Диспетчеры вручную планируют 120 доставок в день в Excel и тратят на это четыре часа. Нужен сервис составления маршрутов с учётом окон доставки. Успех — сократить время планирования до 30 минут на согласованном наборе заказов.
Ответьте на вопросы, проверьте и подтвердите поля и критерии успеха. Посмотрите рейтинг и историю, затем опубликуйте задачу.
Переключитесь на BotForge, найдите задачу в каталоге и отправьте отклик: идея, план, срок, роли команды и способ проверки каждого критерия.
Вернитесь к «ЛогистикаПро», откройте отклик и выберите команду.
От команды сдайте этап со ссылкой на результат и комментарием. От бизнеса подтвердите этап либо верните его на доработку.

Ожидаемый результат: задача проходит путь от черновика до мэтча и принятого этапа; рейтинг обновляется при изменении подтверждённых полей, данные сохраняются в PostgreSQL. Это инструкция для воспроизведения, а не отчёт о пройденном end-to-end тесте.

Данные и интеграции

Демо-данные: задачи и профили команд из seed-файла, включая BotForge, DataBrew и PixelUX.
Пользовательские данные: описания задач, подтверждённые поля, отклики, критерии и отчёты по этапам.
OpenAI API: обработка текста и генерация вопросов через Mastra; нужен ключ и доступ к модели.
PostgreSQL и RustFS: локальные сервисы Docker Compose. Наличие RustFS не означает, что документы UI уже загружаются на сервер.
Голосовой ввод: использует возможности распознавания речи браузера, если они доступны.

Известные ограничения

Это демо без полноценной аутентификации: роль хранится в cookie. Для публичного использования нужна настоящая авторизация.
При недоступности AI предусмотрен резервный сценарий уточнения; свободный AI-чат требует настроенного провайдера.
Документы рабочего пространства хранятся в памяти браузера; серверное хранение вложений этого интерфейса не подключено.
Workers содержат пример очереди; полноценный фоновый бизнес-сценарий не заявляется.
Голосовой ввод зависит от браузера и разрешения на микрофон.
Итоговый сквозной сценарий с live AI и переносом заполненной БД не подтверждён полной приёмкой; подробности — в заметке интеграции.

Развёрнутая версия

Подтверждённая ссылка на публичный стенд в репозитории не указана. Для демонстрации используйте локальный запуск по инструкции выше.

Документация

Быстрый старт · Деплой · Архитектура · Требования MVP · Архитектурные решения

GitHub

BAITC-Hacks/hack-810705c9-bgk-team

Звёзды

⭐ 0

Форки

Язык

TypeScript

Последний push

в прошлом месяце

Коммиты

Авторы

Файлы

735

Ветки

Авторы коммитов

Nupke 63Samat Kalshabekov 16artsiombr 13Andrey Girin 8

История коммитов

2026-09-23 18:25Merge remote-tracking branch 'origin/main' into test-uiartsiombr
2026-09-23 18:09Merge remote-tracking branch 'origin/main' into test-uiartsiombr
2026-09-23 17:55Merge pull request #19 from BAITC-Hacks/feat/assistant-ui-chatAndrey Girin
2026-09-23 17:54Merge remote-tracking branch 'origin/main' into feat/assistant-ui-chatNupke
2026-09-23 17:53feat(ui): attach files to workspace chat messagesNupke
2026-09-23 17:50Merge pull request #18 from BAITC-Hacks/docs/deployment-guideAndrey Girin
2026-09-23 17:50docs: add concise server deployment guideNupke
2026-09-23 17:40feat(ui): remove voice input from workspace chatNupke

Все коммиты (99)

2026-09-23 17:39Open the onboarding screen from the header logo.Samat Kalshabekov
2026-09-23 17:36Merge remote-tracking branch 'origin/main' into feat/assistant-ui-chatNupke
2026-09-23 17:36feat(ui): render workspace chat with assistant-uiNupke
2026-09-23 17:31Merge demo ownership into main.Samat Kalshabekov
2026-09-23 17:30Scope each demo identity to its own tasks and session.Samat Kalshabekov
2026-09-23 17:19dddartsiombr
2026-09-23 17:13ыыыыartsiombr
2026-09-23 17:11Merge pull request #17 from BAITC-Hacks/docs/simplify-readmeAndrey Girin
2026-09-23 17:09docs: add hackathon jury README with project asset and demo guideNupke
2026-09-23 17:07docs: shorten README to overview and startup commandsNupke
2026-09-23 17:06docs: simplify root READMENupke
2026-09-23 17:05Merge pull request #15 from BAITC-Hacks/feat/adr-009-bff-api-contractAndrey Girin
2026-09-23 17:04style: unify Task Match navigation catalog and recommendationsNupke
2026-09-23 17:03style: align task match page with workspace UINupke
2026-09-23 16:51Merge remote-tracking branch 'origin/main' into integration/pr15-task-matchNupke
2026-09-23 16:51Integrate Task Match services and PR12 into ADR009 API contractsNupke
2026-09-23 16:46Loop the onboarding video instead of stopping after one play.Samat Kalshabekov
2026-09-23 16:44merge: include latest main onboarding documentationNupke
2026-09-23 16:44feat: integrate Task Match into PR12 with stateless Mastra contractsNupke
2026-09-23 16:40add chatartsiombr
2026-09-23 16:39add chatartsiombr
2026-09-23 16:38feat: sync main onboarding and Mastra chat with Task MatchNupke
2026-09-23 16:36Document the first-run onboarding flow.Samat Kalshabekov
2026-09-23 16:32Connect free-form chat to Mastra and add business onboarding.Samat Kalshabekov
2026-09-23 16:30feat: merge current main UI with canonical Task Match servicesNupke
2026-09-23 18:26Merge pull request #14 from BAITC-Hacks/test-uiartsiombr
2026-09-23 16:17feat: connect persistent Task Match flow and verify HTTP acceptanceNupke
2026-09-23 16:06feat: enforce ADR-008 access against integrated database servicesNupke
2026-09-23 16:04feat: integrate ADR-007 matches and stages on canonical task schemaNupke
2026-09-23 16:04Describe themed surfaces in the workspace README.Samat Kalshabekov
2026-09-23 16:03Keep voice dictation inside the chat limit and theme the selects.Samat Kalshabekov
2026-09-23 16:03test(api): add concurrency, AI-ordering, RU-locale and 409 regression testsNupke
2026-09-23 16:02fix(api): close version-check race, move AI calls out of tx, validate Mastra outputNupke
2026-09-23 16:02feat: integrate ADR-006 catalog and recommendations with canonical scoreNupke
2026-09-23 16:00feat: connect canonical ADR-005 score and history to grill mutationsNupke
2026-09-23 15:59feat: integrate ADR-004 canonical grill lifecycleNupke
2026-09-23 15:58Merge workspace persistence into main.Samat Kalshabekov
2026-09-23 15:57Persist the workspace in Postgres through the Next.js API.Samat Kalshabekov
2026-09-23 15:57feat: integrate ADR-002 BFF with current workspace UINupke
2026-09-23 15:55docs: integrate ADR implementation planNupke
2026-09-23 15:45Merge branch 'main' into test-uiartsiombr
2026-09-23 15:45test(api): add route-handler tests and ADR-009 implementation noteNupke
2026-09-23 15:45feat(api): wire up route handlers for the §10 REST surfaceNupke
2026-09-23 15:45feat(api): add minimal in-memory use-cases for every ADR-009 routeNupke
2026-09-23 15:44feat(api): add ADR-009 contracts, error format, and BFF plumbingNupke
2026-09-23 15:42docs: describe strict API actor, proxy defaults and workspace role sync (ADR-008)Nupke
2026-09-23 15:42feat(ui): workspace role follows the demo role cookie (ADR-008)Nupke
2026-09-23 15:41fix(ui): validate demo role switch input with zod and report failures (ADR-008)Nupke
2026-09-23 15:41refactor(ui): expose DemoRoleBar via server-only index (ADR-008)Nupke
2026-09-23 15:41fix(access): executor view uses an explicit allowlist of task and field keys (ADR-008)Nupke
2026-09-23 15:41fix(access): strict demo actor for API and proxy defaults for pages (ADR-008)Nupke
2026-09-23 15:41feat(access): stage confirm/return and proposal update guards; role check before body parsing (ADR-008)Nupke
2026-09-23 15:39feat: update task evaluator agent to return strict raw JSON report format and add zod schema for validationartsiombr
2026-09-23 15:35docs: mark demo mode without authentication and document role cookies (ADR-008)Nupke
2026-09-23 15:34feat: add task evaluator agent and integrate evaluation step into pipelineartsiombr
2026-09-23 15:33feat(ui): demo role switch in app shell with cookie-backed actor and view (ADR-008)Nupke
2026-09-23 15:32fix(access): keep executor view field types genericNupke
2026-09-23 15:32feat(access): guarded ai-log, decision and claim use-cases with stub repository (ADR-008)Nupke
2026-09-23 15:30feat(access): role-based visibility filters for tasks, proposals and stages (ADR-008)Nupke
2026-09-23 15:29Merge pull request #11 from BAITC-Hacks/codex/bolder-workspace-uiSamat Kalshabekov
2026-09-23 15:29feat(access): demo actor cookies, seed actors and ownership guards (ADR-008)Nupke
2026-09-23 15:26Make the workspace easier to scan and add local chat skills.Samat Kalshabekov
2026-09-23 15:20feat(ui): connect task match flow to synchronous BFFNupke
2026-09-23 15:18feat(proposals): implement ADR-007 proposals, match, stages and pointsNupke
2026-09-23 15:18feat(ai): expose stateless inference workflows for BFFNupke
2026-09-23 15:18feat(grill): implement ADR-004 session lifecycleNupke
2026-09-23 15:14feat(recommendations): ADR-006 shared recommendations, catalog and fit()Nupke
2026-09-23 15:13feat(bff): add synchronous task match routes and persistenceNupke
2026-09-23 15:12feat(task): deterministic score, single recalc point and score history (ADR-005)Nupke
2026-09-23 15:10feat(task-match): persist AI inference logs in BFF databaseNupke
2026-09-23 15:08feat(task-match): add BFF domain rules and persistence schemaNupke
2026-09-23 15:06Merge student catalog and team profiles into main.Samat Kalshabekov
2026-09-23 15:05Add the student catalog and switchable team profiles.Samat Kalshabekov
2026-09-23 14:59Merge pull request #5 from BAITC-Hacks/codex/frontend-workspace-demoAndrey Girin
2026-09-23 14:55docs: support parallel ADR implementationNupke
2026-09-23 14:52docs: simplify ADR implementation promptsNupke
2026-09-23 14:51feat: implement stack1-result-control pipeline with grill and translator agentsartsiombr
2026-09-23 14:50docs: add ADR implementation promptsNupke
2026-09-23 14:44Merge pull request #3 from BAITC-Hacks/docs/task-match-adrAndrey Girin
2026-09-23 14:42docs: add proposed ADRs for Task Match MVPNupke
2026-09-23 14:35Add an in-memory Sana workspace demo for the five-minute flow.Samat Kalshabekov
2026-09-23 14:32docs: update Task Match requirements and add platform descriptionNupke
2026-09-23 14:25docs: add Task Match MVP specificationNupke
2026-09-23 14:23Merge pull request #2 from BAITC-Hacks/feat/project-polymath-skillsAndrey Girin
2026-09-23 14:11docs: route team agents to project-adapted polymath skillsNupke
2026-09-23 13:58Note the BGK team name in the README.Samat Kalshabekov
2026-09-23 13:54Add initial documentation file 1h.mdartsiombr
2026-09-23 13:26Merge pull request #1 from BAITC-Hacks/fix/dependency-vulnerabilitiesAndrey Girin
2026-09-23 13:23Fix dependency vulnerabilities and backport response size limitsNupke
2026-09-23 13:11Fix dev shutdown and keep one workspace lockfileNupke
2026-09-23 13:09Add Bun monorepo boilerplateNupke

Структура репозитория (735 файлов)

.agents/skills/ai-elements/SKILL.md
.agents/skills/ai-elements/references/agent.md
.agents/skills/ai-elements/references/artifact.md
.agents/skills/ai-elements/references/attachments.md
.agents/skills/ai-elements/references/audio-player.md
.agents/skills/ai-elements/references/canvas.md
.agents/skills/ai-elements/references/chain-of-thought.md
.agents/skills/ai-elements/references/checkpoint.md
.agents/skills/ai-elements/references/code-block.md
.agents/skills/ai-elements/references/commit.md
.agents/skills/ai-elements/references/confirmation.md
.agents/skills/ai-elements/references/connection.md
.agents/skills/ai-elements/references/context.md
.agents/skills/ai-elements/references/controls.md
.agents/skills/ai-elements/references/conversation.md
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.agents/skills/ai-elements/references/environment-variables.md
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apps/presentation-layer/src/features/stage-progress/api/stage-progress.ts
apps/presentation-layer/src/features/stage-progress/index.ts
apps/presentation-layer/src/features/student-catalog/index.ts
apps/presentation-layer/src/features/student-catalog/ui/student-catalog.tsx
apps/presentation-layer/src/features/submit-proposal/api/submit-proposal.ts
apps/presentation-layer/src/features/submit-proposal/index.ts
apps/presentation-layer/src/features/swipe/api/record-swipe.ts
apps/presentation-layer/src/features/swipe/index.ts
apps/presentation-layer/src/features/swipe/ui/use-swipe.ts
apps/presentation-layer/src/features/task-card/api/access.ts
apps/presentation-layer/src/features/task-card/api/get-score.ts
apps/presentation-layer/src/features/task-card/api/load-score-card.ts
apps/presentation-layer/src/features/task-card/api/open-blocks.ts
apps/presentation-layer/src/features/task-card/api/read-task.ts
apps/presentation-layer/src/features/task-card/api/recalculate-score.integration.test.ts
apps/presentation-layer/src/features/task-card/api/recalculate-score.ts
apps/presentation-layer/src/features/task-card/index.ts
apps/presentation-layer/src/features/task-documents/index.ts
apps/presentation-layer/src/features/task-documents/model/documents.test.ts
apps/presentation-layer/src/features/task-documents/model/documents.ts
apps/presentation-layer/src/features/task-documents/model/task-documents-provider.tsx
apps/presentation-layer/src/features/task-documents/model/use-task-documents.ts
apps/presentation-layer/src/features/task-documents/ui/task-documents-panel.tsx
apps/presentation-layer/src/features/task-editor/index.ts
apps/presentation-layer/src/features/task-editor/ui/task-editor.tsx
apps/presentation-layer/src/features/task-inspector/index.ts
apps/presentation-layer/src/features/task-inspector/ui/task-inspector.tsx
apps/presentation-layer/src/features/task-match/api/http.ts
apps/presentation-layer/src/features/task-match/api/proposals.ts
apps/presentation-layer/src/features/task-match/api/tasks.ts
apps/presentation-layer/src/features/task-match/ui/task-match-flow.tsx
apps/presentation-layer/src/features/team-picker/index.ts
apps/presentation-layer/src/features/team-picker/ui/team-picker.tsx
apps/presentation-layer/src/server/workspace/business-logos.test.ts
apps/presentation-layer/src/server/workspace/business-logos.ts
apps/presentation-layer/src/server/workspace/chat.test.ts
apps/presentation-layer/src/server/workspace/chat.ts
apps/presentation-layer/src/server/workspace/documents.ts
apps/presentation-layer/src/server/workspace/http.ts
apps/presentation-layer/src/server/workspace/service.ts
apps/presentation-layer/src/shared/api/actor.ts
apps/presentation-layer/src/shared/api/assistant-route.ts
apps/presentation-layer/src/shared/api/assistant.test.ts
apps/presentation-layer/src/shared/api/contracts/ai-log.ts
apps/presentation-layer/src/shared/api/contracts/assistant.ts
apps/presentation-layer/src/shared/api/contracts/catalog.ts
apps/presentation-layer/src/shared/api/contracts/common.ts
apps/presentation-layer/src/shared/api/contracts/fields.ts
apps/presentation-layer/src/shared/api/contracts/grill.ts
apps/presentation-layer/src/shared/api/contracts/index.ts
apps/presentation-layer/src/shared/api/contracts/proposals.ts
apps/presentation-layer/src/shared/api/contracts/recommendations.ts
apps/presentation-layer/src/shared/api/contracts/resource-id.ts
apps/presentation-layer/src/shared/api/contracts/score.ts
apps/presentation-layer/src/shared/api/contracts/stages.ts
apps/presentation-layer/src/shared/api/contracts/swipes.ts
apps/presentation-layer/src/shared/api/contracts/task-match.ts
apps/presentation-layer/src/shared/api/contracts/tasks.ts
apps/presentation-layer/src/shared/api/errors.ts
apps/presentation-layer/src/shared/api/flow-route.ts
apps/presentation-layer/src/shared/api/handler.ts
apps/presentation-layer/src/shared/api/mastra.ts
apps/presentation-layer/src/shared/api/route-response.ts
apps/presentation-layer/src/shared/components/ai-elements/agent.tsx
apps/presentation-layer/src/shared/components/ai-elements/artifact.tsx
apps/presentation-layer/src/shared/components/ai-elements/attachments.tsx
apps/presentation-layer/src/shared/components/ai-elements/audio-player.tsx
apps/presentation-layer/src/shared/components/ai-elements/canvas.tsx
apps/presentation-layer/src/shared/components/ai-elements/chain-of-thought.tsx
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apps/presentation-layer/src/shared/components/ai-elements/file-tree.tsx
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apps/presentation-layer/src/shared/components/ai-elements/inline-citation.tsx
apps/presentation-layer/src/shared/components/ai-elements/jsx-preview.tsx
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apps/presentation-layer/src/shared/components/ai-elements/mic-selector.tsx
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apps/presentation-layer/src/shared/components/ai-elements/open-in-chat.tsx
apps/presentation-layer/src/shared/components/ai-elements/package-info.tsx
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apps/presentation-layer/src/shared/components/ai-elements/persona.tsx
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apps/presentation-layer/src/shared/components/ai-elements/reasoning.tsx
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apps/presentation-layer/src/shared/components/ai-elements/shimmer.tsx
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apps/presentation-layer/src/shared/components/ai-elements/stack-trace.tsx
apps/presentation-layer/src/shared/components/ai-elements/suggestion.tsx
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apps/presentation-layer/src/shared/components/ai-elements/web-preview.tsx
apps/presentation-layer/src/shared/components/ai-sana-logo.module.css
apps/presentation-layer/src/shared/components/ai-sana-logo.tsx
apps/presentation-layer/src/shared/components/icon-action.tsx
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apps/presentation-layer/src/shared/components/ui/accordion.tsx
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apps/presentation-layer/src/shared/components/ui/aspect-ratio.tsx
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apps/presentation-layer/src/shared/components/ui/avatar.tsx
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apps/presentation-layer/src/shared/components/ui/calendar.tsx
apps/presentation-layer/src/shared/components/ui/card.tsx
apps/presentation-layer/src/shared/components/ui/carousel.tsx
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apps/presentation-layer/src/shared/components/ui/context-menu.tsx
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apps/presentation-layer/src/shared/components/ui/direction.tsx
apps/presentation-layer/src/shared/components/ui/drawer.tsx
apps/presentation-layer/src/shared/components/ui/dropdown-menu.tsx
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apps/presentation-layer/src/shared/components/ui/field.tsx
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apps/presentation-layer/src/shared/components/ui/input-otp.tsx
apps/presentation-layer/src/shared/components/ui/input.tsx
apps/presentation-layer/src/shared/components/ui/item.tsx
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apps/presentation-layer/src/shared/components/ui/message.tsx
apps/presentation-layer/src/shared/components/ui/native-select.tsx
apps/presentation-layer/src/shared/components/ui/navigation-menu.tsx
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apps/presentation-layer/src/shared/components/ui/scroll-area.tsx
apps/presentation-layer/src/shared/components/ui/select.tsx
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apps/presentation-layer/src/shared/components/ui/sheet.tsx
apps/presentation-layer/src/shared/components/ui/sidebar.tsx
apps/presentation-layer/src/shared/components/ui/skeleton.tsx
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apps/presentation-layer/src/shared/components/ui/sonner.tsx
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apps/presentation-layer/src/shared/components/ui/tabs.tsx
apps/presentation-layer/src/shared/components/ui/textarea.tsx
apps/presentation-layer/src/shared/components/ui/toggle-group.tsx
apps/presentation-layer/src/shared/components/ui/toggle.tsx
apps/presentation-layer/src/shared/components/ui/tooltip.tsx
apps/presentation-layer/src/shared/config/demo-actors.ts
apps/presentation-layer/src/shared/db/index.ts
apps/presentation-layer/src/shared/db/migrations/20260923080214_pretty_nick_fury.sql
apps/presentation-layer/src/shared/db/migrations/20260923104322_task_match_workspace.sql
apps/presentation-layer/src/shared/db/migrations/20260923112428_onboarding_business_logo.sql
apps/presentation-layer/src/shared/db/migrations/20260923113557_task_match_integration.sql
apps/presentation-layer/src/shared/db/migrations/meta/20260923080214_snapshot.json
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apps/presentation-layer/src/shared/db/migrations/meta/_journal.json
apps/presentation-layer/src/shared/db/schema.ts
apps/presentation-layer/src/shared/db/seed.ts
apps/presentation-layer/src/shared/db/seed/task-match-seed.ts
apps/presentation-layer/src/shared/hooks/use-async-action.ts
apps/presentation-layer/src/shared/hooks/use-mobile.ts
apps/presentation-layer/src/shared/hooks/use-speech-input.ts
apps/presentation-layer/src/shared/lib/demo-actor.server.ts
apps/presentation-layer/src/shared/lib/demo-actor.test.ts
apps/presentation-layer/src/shared/lib/demo-actor.ts
apps/presentation-layer/src/shared/lib/keyboard-shortcuts.ts
apps/presentation-layer/src/shared/lib/request-error.ts
apps/presentation-layer/src/shared/lib/speech-recognition.test.ts
apps/presentation-layer/src/shared/lib/speech-recognition.ts
apps/presentation-layer/src/shared/lib/utils.ts
apps/presentation-layer/tests/legacy/README.md
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docs/adr/011-interactive-task-manager-assistant.md
docs/adr/2026-09-23-pr12-task-match-integration.md
docs/adr/2026-09-23-pr15-task-match-integration.md
docs/adr/2026-09-23-task-match-integration.md
docs/adr/2026-09-23-task-match-schema-integration.md
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docs/adr/implementation-prompts/005-deterministic-scoring-and-history.md
docs/adr/implementation-prompts/006-recommendations-and-catalog.md
docs/adr/implementation-prompts/007-proposals-match-stages-points.md
docs/adr/implementation-prompts/008-demo-roles-and-access.md
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docs/adr/template.md
doctor.sh
install-skills.sh
memory-bank.md
memory-bank/activeContext.md
memory-bank/productContext.md
memory-bank/progress.md
memory-bank/projectbrief.md
memory-bank/systemPatterns.md
memory-bank/techContext.md
package.json
packages/eslint-config/README.md
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packages/eslint-config/next.js
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packages/typescript-config/base.json
packages/typescript-config/nextjs.json
packages/typescript-config/package.json
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patches/@ai-sdk%[email protected]
scripts/dev.sh
scripts/hackathon-guide.md
scripts/prod.sh
scripts/setup-polymath.mjs
scripts/stack-versions.json
scripts/start.mjs
setup-polymath.sh
setup-skills.sh
skills-lock.json
start.sh
tests/dependency-security.test.mjs
turbo.json

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