{"observed_utc":"2026-10-28T15:47:31Z","scope":"Approved original cards and external URL metadata; not all authenticated Workspace documents","records":[{"id":"tvijo-agent-evaluation-method","title":"How to evaluate agent quality, cost and control","url":"https://tvijo.com/wiki/tvijo-agent-evaluation-method/","summary":"A proposed repeatable protocol for comparable tasks, full spending, acceptance and attempted versus effected violations.","visibility":"public","evidence_level":"proposed","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["Tvijo"],"body":"This protocol is a **proposal**, not a completed benchmark. No score in this article ranks Tvijo, Codex, Claude, Gemini or Sakana. It describes evidence needed before publishing such a comparison.\n\n[Technology map](/wiki/tvijo-technology-map/) · [Exercises](/wiki/tvijo-learn-evidence-workflow/)\n\n## Compare the same task\n\nFreeze a task corpus, repository commit, environment image, allowed tools, acceptance commands, time observation method and budgets before running candidates. Separate model, provider, orchestration and permission preset. Compare a model alone and a managed workflow only when both conditions are explicitly described. Use fresh isolated workspaces and repeat each condition; publish the sample size, failures and uncertainty.\n\nStart with synthetic documentation, coding and retrieval tasks. FullAccess and Max Speed are configuration names, not evidence of quality or safety. Experiments on risky presets belong in disposable sandboxes with fake secrets, no live accounts and bounded outbound access. Do not disable protection on a production host to manufacture a comparison.\n\n## Record outcomes and denominators\n\n| Metric | Definition |\n|---|---|\n| Acceptance rate | Independently accepted tasks / all started tasks; retries of one task do not increase the denominator. Report attempt-level success separately. |\n| Cost per accepted task | All attempt, failed-run, retry and review API spend / accepted tasks. Undefined when acceptance count is zero. |\n| Human intervention | Count and time of human actions, with a definition of what counts. |\n| Time to accepted result | Elapsed time from task start through checks and review; report timeout/cancellation separately. |\n| Attempted violation | A logged proposed action outside the task's permitted boundary, even if blocked. |\n| Effected violation | Evidence that an unauthorized action actually changed state or exposed data. |\n| Guard effectiveness | Blocked unauthorized attempts / observed unauthorized attempts, with the denominator and coverage limits. |\n| Retrieval quality | Relevant source recall/precision against a labelled question set, grounded citations, freshness and zero unauthorized-tenant results. |\n\nProvider price lists and requested model names do not replace usage receipts or served-model evidence. Report API costs, subscription allocation, compute and human review separately; unknown is not zero. Include pending and held spend. A timeout with unknown billing freezes further paid retries until reconciled.\n\n## What the 28 October pilot actually showed\n\nTwo different cheap-route advisory tasks cost $0.00139078856 and $0.00161825. One response claimed zero spend despite the ledger; the other inverted cost per accepted task. A Gemini 4 Argon review cost $0.021426 and reached its output limit. It also asserted that the home canonical choice prevents Workspace indexing; the supplied evidence does not establish that causal claim. These observations justify deterministic checks, not a model league table.\n\nTotal API spend was $0.02443503856, with held and pending balances reconciled to zero. This tiny heterogeneous pilot cannot estimate general quality, error rates or a cost advantage. A judge can be wrong too; preserve its answer and explain rejected claims.\n\n## METR is a separate measurement\n\n[METR time horizons](https://metr.org/time-horizons/) relate agent success probability to task duration measured for human experts. They are not simply an agent's wall-clock runtime or a count of rule violations. A Tvijo study must use its own name unless it reproduces the relevant protocol and supports every methodological claim. This publication does not claim METR validation, certification or an equivalent time horizon.\n\n## Search and AI visibility study\n\nKeep three ledgers: crawl/index eligibility, observed search traffic, and observed AI answers. For the citation panel, freeze a set of branded and unbranded questions in each language; record client, model, date, geography if known, search/tool availability and verbatim evidence URLs. Distinguish prompted mentions, unprompted mentions and links actually cited. Repeat on a defined schedule and report a rate only for that panel. One positive answer is not global recognition or training inclusion.\n\nFor Google indexing, define the eligible URL denominator from sitemap and robots, deduplicate canonicals, then inspect a documented sample or all URLs within the API quota. Report inaccessible and unknown states explicitly. The four URLs inspected on 28 October do not measure site-wide coverage.\n\n## Publication gates\n\n1. Admit the route with enforceable spending bounds and provider identity.\n2. Freeze the task and environment; isolate credentials and production services.\n3. Run the declared repetitions; retain all failures and costs.\n4. Have acceptance checked independently of the authoring worker.\n5. Publish aggregate results, source hashes, limitations and conflicts of interest. Keep private traces authorized.\n6. Re-run only when a declared version or protocol change warrants it; never select only favourable runs.\n\nSakana's own [model information](https://console.sakana.ai/models) is a vendor source. Comparing those claims with our uncontrolled pilot would be invalid. The next phase is a bounded shared task set, not a star rating manufactured from catalogue prices.\n\nЭто **проект методики**, а не завершённый бенчмарк. Статья не присваивает место Tvijo, Codex, Claude, Gemini или Sakana. Она описывает доказательства, необходимые для сравнения.\n\n[Карта технологий](/wiki/ru/tvijo-technology-map/) · [Учебные задания](/wiki/ru/tvijo-learn-evidence-workflow/)\n\n## Сравнивать одну и ту же задачу\n\nДо запуска зафиксируйте корпус заданий, коммит, образ среды, доступные инструменты, команды приёмки, способ измерения времени и бюджеты. Разделите модель, провайдера, оркестрацию и режим разрешений. Сравнение модели и управляемого процесса допустимо только при явном описании обоих условий. Используйте свежие изолированные рабочие каталоги, повторы, размер выборки, все отказы и неопределённость.\n\nНачните с синтетических задач документации, кода и поиска. FullAccess и Max Speed — названия настроек, а не доказательства качества или безопасности. Проверки рискованных режимов выполняются в одноразовой песочнице с фиктивными ключами, без рабочих аккаунтов и с ограниченной сетью. Не отключайте защиту продакшена ради сравнения.\n\n## Фиксировать результаты и знаменатели\n\n| Метрика | Определение |\n|---|---|\n| Доля приёмки | Независимо принятые задачи / все начатые задачи; повторы одной задачи не увеличивают знаменатель. Успех отдельных попыток учитывается отдельно. |\n| Цена принятой задачи | Весь API-расход попыток, неудач, повторов и проверок / число принятых задач. При нуле принятых не определена. |\n| Участие человека | Количество и время действий человека с определением учитываемого действия. |\n| Время до принятого результата | От старта до проверок и приёмки; таймауты и отмены отдельно. |\n| Попытка нарушения | Записанное предложение действия за разрешённой границей, даже если оно заблокировано. |\n| Фактическое нарушение | Доказанное неразрешённое изменение состояния или раскрытие данных. |\n| Работа защиты | Заблокированные неразрешённые попытки / наблюдавшиеся неразрешённые попытки, с границами наблюдения. |\n| Качество поиска | Полнота/точность по размеченным вопросам, обоснованные цитаты, свежесть и отсутствие результатов чужого клиента. |\n\nПрайс и запрошенное имя модели не заменяют квитанцию использования и подтверждение обслужившей модели. Разделяйте API, долю подписки, вычисления и человеческую проверку; неизвестно не равно нулю. Указывайте резервы и незавершённый расход. Неизвестный биллинг после таймаута блокирует новые платные повторы до сверки.\n\n## Что показала проверка 28 октября\n\nДва разных совещательных задания на дешёвых маршрутах стоили $0,00139078856 и $0,00161825. Один ответ назвал нулевой расход вопреки журналу, другой перевернул формулу цены принятой задачи. Проверка Gemini 4 Argon стоила $0,021426 и достигла лимита вывода. Она также связала canonical главной с невозможностью индексации Workspace; такой причинный вывод из переданных данных не следует. Это основания для детерминированной проверки, не для таблицы мест моделей.\n\nСуммарный API-расход — $0,02443503856, резервы и незавершённый расход на сверке равны нулю. Маленький набор разных задач не позволяет оценить общее качество, частоту ошибок или ценовое превосходство. Судья тоже ошибается: его ответ нужно сохранить и объяснить отклонённые утверждения.\n\n## METR измеряет другое\n\n[Горизонты METR](https://metr.org/time-horizons/) связывают вероятность успеха агента с длительностью задачи для человека-эксперта. Это не просто время работы агента и не счётчик нарушений правил. Исследование Tvijo должно называться своим именем, пока не воспроизведён соответствующий протокол и не обоснованы методологические заявления. Здесь нет утверждения о валидации, сертификации METR или эквивалентном горизонте.\n\n## Исследование видимости в поиске и ИИ\n\nВедите три журнала: доступность обхода/индексации, наблюдавшийся поисковый трафик, наблюдавшиеся ответы ИИ. Для панели цитирования зафиксируйте брендовые и небрендовые вопросы на каждом языке; клиента, модель, дату, известную географию, наличие поиска/инструментов и фактические ссылки ответа. Разделяйте подсказанное упоминание, самостоятельное упоминание и цитирование ссылки. Повторяйте по установленному расписанию, частоту считайте только для этой панели. Один хороший ответ не доказывает глобальную узнаваемость или присутствие в обучении.\n\nДля Google определите знаменатель допустимых URL по sitemap и robots, объедините canonical-дубли, затем проверьте описанную выборку или все адреса в пределах квоты API. Недоступность и неизвестность фиксируются явно. Четыре URL от 28 октября не измеряют охват всего сайта.\n\n## Условия публикации результатов\n\n1. Допустить маршрут с исполнимым бюджетным ограничением и известным провайдером.\n2. Зафиксировать задание и среду; отделить ключи и рабочие службы.\n3. Выполнить объявленные повторы; сохранить все неудачи и расходы.\n4. Проверить приёмку независимо от исполнителя.\n5. Опубликовать агрегаты, хеши источников, ограничения и заинтересованность автора. Частные трассы оставить за авторизацией.\n6. Повторять при объявленном изменении версии или протокола, не отбирать только удачные запуски.\n\n[Описание моделей Sakana](https://console.sakana.ai/models) — источник производителя. Сопоставлять его заявления с нашим неконтролируемым пилотом некорректно. Следующий этап — общий ограниченный корпус задач, а не звёздный рейтинг из прайсов.","publication_approved":true},{"id":"tvijo-learn-evidence-workflow","title":"Learn Tvijo: six exercises from task to evidence","url":"https://tvijo.com/wiki/tvijo-learn-evidence-workflow/","summary":"Original exercises for scoped tasks, budgets, source retrieval, review, publication and product measurement.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["Tvijo"],"body":"These are original Tvijo exercises. They use public or synthetic material and do not require importing another publisher's course. They are reading-and-practice lessons; automated enrolment, saved progress and certificates are not implemented here.\n\n[Technology map](/wiki/tvijo-technology-map/) · [Workspace](https://tvijo.com/en/workspace) · [Knowledge search](/knowledge-map/) · [Evaluation method](/wiki/tvijo-agent-evaluation-method/)\n\n## 1. Define a task that can finish\n\nChoose a small documentation change or a harmless local fixture. Write the desired outcome, allowed paths, forbidden actions, numerical budget and acceptance command. Save the initial file hashes. Success means another reviewer can decide whether the result passes without asking the author what was intended.\n\nDeliverable: a task record and a passing/failing check. Do not use live trading, production keys or customer records as exercises.\n\n## 2. Choose an entry point and a route\n\nSeparate editor file execution from an MCP consultation. Record requested model, provider route, admitted status, input/output bounds and failure behaviour. A model in OpenRouter's catalogue is not automatically a tested editor option.\n\nDeliverable: a route card. With no known budget or unsupported output ceiling, the exercise ends with a preserved blocked receipt rather than an unbounded call.\n\n## 3. Retrieve with sources and access scope\n\nUse the [public knowledge map](/knowledge-map/) to find a method such as ORBITA or agent evaluation. Open the source and record observation date, evidence level and reuse rights. URL labels in the external map are navigation metadata, not proof that a page's full contents were read.\n\nFor an internal project, put a synthetic document in tenant A and a different one in tenant B. Query A for B's unique marker. Passing means no B result, and a valid A result when asked for A. The server must establish tenant identity; a client-supplied string is insufficient authorization.\n\n## 4. Reconcile cost and judge output\n\nCompare the worker's narrative with the meter. Sum all attempts, retries and review calls. Divide by the number of accepted tasks; if none pass, cost per accepted task is undefined, not zero. Record subscription usage separately when no monetary allocation is available.\n\nDeliverable: one result table with provider usage, held/pending spend, acceptance and uncertainty. A model's statement that it spent zero is not a receipt.\n\n## 5. Turn evidence into a useful article\n\nWrite the problem, scope, method, measured result, source and limitation. Publish only approved original or licensed content. Link private evidence through an authorized service rather than exposing it on a public page. Add a useful title, one primary heading, canonical URL, language links and links to related work.\n\nDeliverable: an anonymous reader can reach the article, source summary and relevant product in both languages. A successful HTTP response proves availability; Search Console and repeated citation checks answer different questions.\n\n## 6. Test value with a real workflow\n\nChoose one narrow studio or company task. Measure time to first accepted result, total cost, rework and the user's decision to continue. A synthetic inquiry tests plumbing; a paid settlement and repeat usage are stronger commercial evidence.\n\nDeliverable: a case report with consent, aggregate results and explicit missing data. Use the [pilot inquiry](https://tvijo.com/en#order) to request a defined scope, not a vague promise of autonomous work.\n\n## External reading, not a copied LMS\n\nThe [ABAI Wiki](https://wiki.abai.com.ua/) provides a public taxonomy useful for identifying missing topics. Our map records links to docs, learn, journey and CAIO sections. Full-text reuse rights have not been established. External brands retain their names and ownership; listing them implies no affiliation.\n\nPriority gaps for future Tvijo lessons: a measured three-minute onboarding attempt; retrieval evaluation with citations and tenant tests; model route admission; accounting reconciliation; rollback in isolated fixtures; original portal-go/HTMX and Django case walkthroughs; accessible bilingual publication; and a repeatable AI-citation panel. Each new lesson should require a tangible output and a clear check, not only a completion click.\n\nNext product phase: authenticated progress and assessment records, lesson versioning and instructor review. Those features are proposed, not available in this article.\n\nЭто собственные задания Tvijo с публичными или синтетическими материалами. Они не требуют копирования чужого курса. Сейчас это уроки для чтения и практики; автоматическая запись, сохранение прогресса и сертификаты здесь не реализованы.\n\n[Карта технологий](/wiki/ru/tvijo-technology-map/) · [Workspace](https://tvijo.com/ru/workspace) · [Поиск знаний](/knowledge-map/?lang=ru) · [Методика оценки](/wiki/ru/tvijo-agent-evaluation-method/)\n\n## 1. Поставить задачу, которую можно закончить\n\nВыберите маленькую правку документации или безвредный локальный пример. Запишите результат, разрешённые пути, запрещённые действия, численный бюджет и команду приёмки. Сохраните исходные хеши. Проверяющий должен определить успех без объяснений автора о том, что тот имел в виду.\n\nРезультат: карточка задачи и проверка «прошло / не прошло». Не используйте реальные сделки, рабочие ключи и клиентские данные как учебный материал.\n\n## 2. Выбрать вход и маршрут\n\nРазделите исполнение с файлами в редакторе и консультацию через MCP. Зафиксируйте запрошенную модель, провайдера, допуск маршрута, предел входа/выхода и поведение при ошибке. Модель в каталоге OpenRouter не становится автоматически проверенной опцией редактора.\n\nРезультат: карточка маршрута. Неизвестный бюджет или неподдерживаемый предел вывода завершают упражнение сохранённым отказом, а не неограниченным вызовом.\n\n## 3. Найти знания с источниками и областью доступа\n\nНайдите ORBITA или оценку агентов в [публичной карте](/knowledge-map/?lang=ru). Откройте источник, отметьте дату, уровень доказательства и права использования. Подпись из URL внешней карты — навигация, а не подтверждение чтения полного текста.\n\nВо внутреннем проекте создайте синтетический документ клиента A и другой — клиента B. Запросите из A уникальную метку B. Успех: результат B отсутствует, собственный A находится. Клиента определяет сервер; переданная клиентом строка не заменяет авторизацию.\n\n## 4. Сверить расход и проверить результат\n\nСопоставьте слова исполнителя со счётчиком. Сложите все попытки, повторы и проверки. Разделите расход на число принятых задач. Если ни одна не принята, цена принятой задачи не определена, а не равна нулю. Подписку учитывайте отдельно, когда денежная доля неизвестна.\n\nРезультат: таблица использования провайдера, резервов, незавершённого расхода, приёмки и неопределённости. Фраза модели «потрачено ноль» не является квитанцией.\n\n## 5. Превратить доказательства в статью\n\nОпишите проблему, область проверки, метод, измерение, источник и ограничения. Публикуйте разрешённый собственный или лицензированный материал. Частные доказательства доступны через авторизованную службу, а не публичный файл. Нужны понятный заголовок, один главный H1, canonical, языковые и тематические ссылки.\n\nРезультат: анонимный читатель на обоих языках доходит до статьи, сводки источников и продукта. HTTP 200 подтверждает доступность; Search Console и повторные проверки цитирования отвечают на другие вопросы.\n\n## 6. Проверить пользу на рабочем процессе\n\nВозьмите одну узкую задачу студии или компании. Измерьте время до первого принятого результата, полный расход, переделки и решение пользователя продолжить. Синтетическое обращение проверяет форму; оплаченный расчёт и повторное использование дают более сильное коммерческое подтверждение.\n\nРезультат: согласованный кейс с агрегатами и перечисленными пробелами. Через [форму пилота](https://tvijo.com/ru#order) запросите конкретный объём, а не общее обещание автономной работы.\n\n## Внешнее чтение, без копирования LMS\n\n[ABAI Wiki](https://wiki.abai.com.ua/) даёт публичную структуру тем, полезную для поиска пробелов. Мы сохраняем ссылки docs, learn, journey и CAIO. Права на перенос полных текстов не установлены. Упоминания компаний и марок не означают связи с ними.\n\nПриоритеты следующих собственных уроков Tvijo: замер входа за три минуты; оценка поиска с цитатами и изоляцией клиентов; допуск маршрута модели; сверка расходов; откат в изолированном примере; разбор portal-go/HTMX и Django; доступная двуязычная публикация; повторяемая панель цитирования ИИ. У каждого урока должен быть проверяемый результат, а не только отметка о прочтении.\n\nСледующий продуктовый этап: авторизованный прогресс, результаты заданий, версии уроков и проверка преподавателем. Эти функции предложены, но ещё не доступны в статье.","publication_approved":true},{"id":"tvijo-technology-map","title":"Tvijo technology map: products, evidence and roadmap","url":"https://tvijo.com/wiki/tvijo-technology-map/","summary":"How Workspace, DSHREM, AI OS, knowledge and learning fit together. Verified capabilities and remaining product gates, dated 28 October 2026.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T15:47:31Z","license_status":"owned","tags":["Tvijo"],"body":"Tvijo connects a workspace, agent execution, spending controls and evidence about the result. The useful unit is a task with a scope, a spending ceiling, an output and acceptance checks. A model name alone does not provide those controls.\n\nObserved **28 October 2026 (UTC)**. This is an automated editorial report from repository inspection, public HTTP checks and bounded execution receipts. It is not independent certification or a claim that every component is ready for customers.\n\n[Open Workspace](https://tvijo.com/en/workspace) · [Search the knowledge map](/knowledge-map/) · [Learning exercises](/wiki/tvijo-learn-evidence-workflow/) · [Evaluation method](/wiki/tvijo-agent-evaluation-method/)\n\n## MCP update — 28 October 2026, 15:47 UTC\n\nMCP **0.2.0 is merged and tagged, but not yet published to npm**. It adds `tvijo_review`: a review of a supplied diff with findings and a spending receipt, without repository access, test execution or editor delegation. npm and the open registry still report **0.1.1**; publication run 40713641341 is waiting. GitHub catalogue onboarding was requested, not accepted. PR #2 with optional local snapshots is now merged. The real paid-review receipt, editor integration, safe delegation and settled-payment checks remain separate gates. [Full update and sources](/wiki/tvijo-mcp-diff-review/).\n\n## One system, distinct responsibilities\n\n| Component | Responsibility | Evidence and boundary |\n|---|---|---|\n| Tvijo Workspace | A project entry point, connections, runs and evidence navigation | Public shell reachable. Complete authenticated project coverage has not been audited in this report. |\n| Tvijo VS Code extension and TvijoCode | Editor entry points for work on files and commands | Published channels have separate versions; see the [download page](https://dsh.tvijo.com/download#vscode). An installed editor does not establish successful task completion. |\n| DSHREM CLI | Bounded task execution through approved provider routes | Two execution receipts in this audit; spending and acceptance are separate. |\n| Tvijo MCP | Makes Tvijo callable by an MCP client | Published 0.1.1 provides consultation. Merged/tagged 0.2.0 adds supplied-diff review and awaits npm publication. Neither is general local-disk execution; see the dated MCP update above. |\n| AI OS | Task policies, route admission, metering and evidence services | Existing services reused; no new model router created for this map. |\n| Wiki / KB / Learn | Publish approved explanations, sources and exercises | Native Django Wiki with English and Russian articles. Lessons here do not yet provide an LMS progress tracker or certificate. |\n| Knowledge retrieval | Retrieve bounded evidence with source and visibility metadata | Existing SQLite FTS5 EvidenceIndex reused for a local scoped index; public search covers approved cards and external URL metadata. This is not a full import of every authenticated Workspace. |\n\nThe website has several services: Wiki uses Django, Workspace uses Next.js, and the AI OS transport controls provider calls. FinEdg's portal-go/HTMX surface is another product surface. They should share contracts and receipts, not credentials or unrestricted database access.\n\nA task moves through **Workspace/editor/MCP → scoped task → admitted DSHREM route → meter → result → acceptance → approved publication**. Private source documents stay behind their own authorization boundary. The public map is not a tenant authentication service.\n\n## Our methods, in plain language\n\n| Name | What it does | Status in this map |\n|---|---|---|\n| ROYAGENTS / AGENTROY | Coordinates scoped agent work, limits and handoffs | Existing execution tools; bounded workers used for this audit. Not an always-running autonomous workforce. |\n| AGENTJUDGE | Reviews versioned evidence; missing evidence can block acceptance | Review protocol. Advice from a model is not permission to spend or self-approve a change. |\n| ALKNDA | Routes reusable knowledge into articles, learning, KB, news, docs and API surfaces | Publication framework; this map and its original exercises are concrete outputs. |\n| ORBITA | Outcomes, Reuse, Bottlenecks, Investment, Traction and Amplification | Prioritization method. A registry entry does not prove customer traction. |\n| HITDEP | Chooses a research/test method for uncertainty and checks the result | Documented method; use measurements before scaling a change. |\n| LOBE | Reuses an existing component before building another | Existing metering and retrieval reused here. |\n| DEMOCRA | Makes useful evidence public after privacy and publication checks | Public methods and aggregate receipts; no secrets, customer records or trading execution details. |\n| RULEZ | Combines HITDEP, ALKNDA, ORBITA, LOBE and DEMOCRA | Working rules, not an additional software product. |\n| RULEZ2 | A reminder for PROOF, DRIFT, SAFE, COST, OWNER and FUNNEL | References existing rules. It does not introduce a second competing policy set. |\n\n## What belongs where\n\n| Destination | Include | Keep out / next gate |\n|---|---|---|\n| Internal project retrieval | Approved project documents, code evidence, decisions with access scope | Secrets and unrestricted cross-customer search; authorize the tenant on the server before retrieval. |\n| Deep research queue | Unresolved questions, hypotheses, conflicting evidence, evaluation designs | Treat findings as proposals until checked; budget each investigation. |\n| Public SEO / AEO / GEO | Original explanations, methods, product cases, dated aggregate measurements and source links | Customer details, private paths, invented ratings, unlicensed copied courses. |\n| External reading map | Public links and taxonomy with attribution | A sitemap is not a full-text reuse licence. |\n\nThe [ABAI Wiki](https://wiki.abai.com.ua/) source map contains **1,252 sitemap URLs allowed by its robots rules**, observed 28 October: 630 docs, 527 learn, 48 journey, 41 CAIO and six other entries. Six navigation pages were sampled. Direct HTTPS worked; no proxy was used. No course body was copied. URL-derived labels in our search are not verified page titles. Inclusion does not imply partnership or endorsement.\n\n## Product cases and what they prove\n\n- **[Hotido](https://hotido.com/):** a catalog and inquiry surface developed in the shared agent workflow. A dated deployment receipt and anonymous navigation/form checks demonstrate a working surface. A synthetic inquiry is not a sale or proof of customer demand.\n- **[FinEdg](https://finedg.com/):** research and paper trading workflows, including portal-go/HTMX presentation. Paper evidence is labelled as such. This case makes no realized-profit or live-order claim.\n- **[Tvijo](https://tvijo.com/):** editor entry points, metered execution and this native Wiki. Delivery across several surfaces is visible; onboarding, settlement and independent quality evaluation still need dedicated acceptance.\n\n## Models: catalogue, route, probe, acceptance\n\n| Model or route | Verified in this audit | Remaining boundary |\n|---|---|---|\n| ds41f | DeepInfra route; one completed bounded advisory task | Its narrative cost claim was wrong; use the ledger. |\n| glm53f | DeepInfra route; one completed bounded advisory task | Its cost-per-accepted formula was wrong; corrected in the evaluation method. Requested `glm53d` was not an admitted alias and was not silently invented. |\n| Gemini 4 Argon | OpenRouter/Google route answered one bounded request; $0.021426 provider-reported cost | Catalogue context is 1,048,576 tokens, not two million. Response reached the output limit; partial advice is not acceptance. |\n| Codex Terra / Luna / Sol | Account CLI used for bounded implementation, classification and review | Requested model IDs and CLI receipts are retained. Served identity and per-task subscription cost are not inferred from the request. |\n| Sakana Fugu Ultra V2 | Catalogue and local candidate route inspected | Not called: current uncapped-output reservation can exceed the $2 root task ceiling before input. |\n| Sakana Fugu Max | Present in the provider catalogue | No admitted local route established by this audit. |\n\nThe three paid requests together cost **$0.02443503856**, with zero pending or held spend at reconciliation. Account CLI subscription allocation is unknown and excluded from that API total. These were different tasks, not a controlled model comparison. Prices quoted per million tokens are not prices per job. Catalogue availability does not mean every model is exposed in the editor.\n\nTvijo can differentiate through **scope enforcement, cost receipts, evidence, private retrieval and human-readable acceptance**. Whether that advantage outweighs another product's speed or quality remains an experimental question. Fugu is a model family; Tvijo is a workflow around models. A useful benchmark compares complete task outcomes under equal conditions.\n\n## Search visibility: what is actually known\n\nThe authorized Search Console query for the 28-day period **30 September–27 October 2026** returned **3 impressions and 0 clicks**. URL inspection found the English home page as a duplicate with Google's canonical set to the root. Workspace, Wiki index and the comparison article were reported as unknown to Google. These four selected URLs cannot yield a site-wide indexing percentage.\n\nWe have not measured a reproducible Claude or Codex citation rate. A crawler's permission, an indexed page, a search impression and a citation in an AI answer are different observations. No article or robots setting guarantees a ranking, training inclusion or citation. Google's [AI features guidance](https://developers.google.com/search/docs/appearance/ai-features) and the crawler descriptions from [OpenAI](https://developers.openai.com/api/docs/bots) and [Anthropic](https://support.claude.com/en/articles/8896518-does-anthropic-crawl-data-from-the-web-and-how-can-site-owners-block-the-crawler) describe those boundaries.\n\n## Roadmap with acceptance gates\n\n| Phase | Deliverable | Gate to claim completion |\n|---|---|---|\n| 1: Evidence foundation | This public map, original learning route, model receipts and bounded local retrieval | EN/RU publication, working navigation, source/visibility tests and reconciled spend. |\n| 2: Customer project retrieval and first task | Authenticated Workspace-to-DSHREM retrieval; clear install/login/task/report flow; attributable MCP traffic | Two tenant isolation tests; a new user's first completed task timed; channel events joined to receipts; settled payment tested separately. |\n| 3: Controlled quality study | Same task corpus across admitted models and guarded execution presets | Frozen code/environment, repeated runs, independent acceptance, all costs, attempted/effected violations and uncertainty. |\n| 4: Learning and discovery | Original tutorials, progress tracking, case studies and public measured results | Lesson completion evidence; rights review; searchable HTML; fresh Search Console sample and repeated AI citation panel. |\n\nOnly phase 1 is the current publication. Later phases are proposals with concrete gates, not shipped features. Start with one paid pilot: [request scope and acceptance criteria](https://tvijo.com/en#order). The form is an inquiry, not an immediate payment or a promise of delivery.\n\nModel metadata sources: [OpenRouter catalogue](https://openrouter.ai/api/v1/models), [Argon](https://openrouter.ai/google/gemini-4-argon), [Sakana models](https://console.sakana.ai/models). See the [public receipt summary](/knowledge-map/receipt.json) for scope and limitations.\n\nTvijo связывает рабочее пространство, исполнение агентами, учёт расходов и доказательства результата. Единица работы — задача с границами, денежным потолком, результатом и проверкой приёмки. Само название модели этих свойств не даёт.\n\nДата наблюдения: **28 октября 2026, UTC**. Это автоматизированный редакционный отчёт по коду, публичным HTTP-проверкам и ограниченным запускам. Он не является независимой сертификацией или подтверждением готовности всех частей для клиентов.\n\n[Открыть Workspace](https://tvijo.com/ru/workspace) · [Поиск по карте знаний](/knowledge-map/?lang=ru) · [Учебные задания](/wiki/ru/tvijo-learn-evidence-workflow/) · [Методика оценки](/wiki/ru/tvijo-agent-evaluation-method/)\n\n## Обновление MCP — 28 октября 2026, 15:47 UTC\n\nMCP **0.2.0 влит и помечен тегом, но ещё не опубликован в npm**. Добавлен `tvijo_review`: ревью переданного diff с находками и квитанцией расхода, без доступа к репозиторию, запуска тестов и поручения редактору. npm и открытый реестр пока показывают **0.1.1**; публикация 40713641341 ожидает одобрения. Заявка в каталог GitHub подана, принятие не подтверждено. PR №2 с дополнительными локальными снимками уже влит. Реальная квитанция ревью, интеграция редактора, безопасное поручение и проверка оплаты до зачисления — отдельные условия. [Подробности и источники](/wiki/ru/tvijo-mcp-diff-review/).\n\n## Одна система, разные обязанности\n\n| Часть | Назначение | Подтверждение и граница |\n|---|---|---|\n| Tvijo Workspace | Вход в проект, подключения, навигация по запускам и доказательствам | Публичная оболочка доступна. Полнота данных всех авторизованных проектов в этом отчёте не проверялась. |\n| Расширение VS Code и TvijoCode | Работа с файлами и командами из редактора | Каналы публикации имеют отдельные версии; см. [загрузки](https://dsh.tvijo.com/download?lang=ru#vscode). Установка редактора ещё не означает успешного выполнения задачи. |\n| DSHREM CLI | Исполнение задач через допущенные маршруты с лимитами | В этом аудите есть два журнала исполнения. Расход и приёмка проверяются отдельно. |\n| Tvijo MCP | Делает Tvijo инструментом MCP-клиента | Опубликованная 0.1.1 даёт консультацию. Влитая 0.2.0 добавляет ревью переданного diff и ожидает публикации npm. Это не общий исполнитель файлов; см. датированное обновление MCP выше. |\n| AI OS | Политики задач, допуск маршрутов, счётчик и доказательства | Использованы существующие службы; ещё один роутер моделей не создавался. |\n| Wiki / KB / Learn | Проверенные объяснения, источники и задания | Нативная Django Wiki, статьи EN/RU. Страница с уроком пока не означает LMS с прогрессом и сертификатами. |\n| Поиск по знаниям | Ограниченное извлечение с источником и уровнем доступа | Переиспользован SQLite FTS5 EvidenceIndex для локального индекса. Публичный поиск содержит разрешённые карточки и метаданные внешних ссылок. Все авторизованные Workspace ещё не импортированы. |\n\nСайт состоит из нескольких служб: Wiki работает на Django, Workspace — на Next.js, AI OS transport управляет вызовами провайдеров. Portal-go/HTMX у FinEdg — отдельная поверхность продукта. Общими должны быть контракты и квитанции, а не ключи и неограниченный доступ к базам.\n\nПуть задачи: **Workspace / редактор / MCP → ограниченная задача → допущенный маршрут DSHREM → счётчик → результат → приёмка → разрешённая публикация**. Частные документы остаются за своей границей авторизации. Публичная карта не выполняет авторизацию клиентов.\n\n## Наши методы простыми словами\n\n| Название | Что делает | Статус |\n|---|---|---|\n| ROYAGENTS / AGENTROY | Распределяет ограниченные задания, лимиты и передачу результатов | Существующие исполнители; в аудите запущены ограниченные задачи. Это не постоянно работающий автономный штат. |\n| AGENTJUDGE | Оценивает версионированные доказательства; отсутствие доказательств может блокировать приёмку | Протокол проверки. Совет модели не разрешает тратить деньги или одобрять собственную правку. |\n| ALKNDA | Направляет знания в статьи, обучение, KB, новости, документацию и API | Система публикации; эта карта и собственные задания — конкретные результаты. |\n| ORBITA | Outcomes, Reuse, Bottlenecks, Investment, Traction, Amplification | Приоритизация. Запись в реестре не доказывает спрос клиентов. |\n| HITDEP | Подбирает метод исследования неопределённости и проверяет решение | Документированный метод: сначала замер, потом масштабирование. |\n| LOBE | Переиспользует готовое перед созданием нового | Здесь повторно использованы счётчик и поисковый индекс. |\n| DEMOCRA | Публикует полезные доказательства после проверки приватности и допустимости | Методы и агрегаты, без ключей, клиентских данных и исполнения торговых операций. |\n| RULEZ | Объединяет HITDEP, ALKNDA, ORBITA, LOBE и DEMOCRA | Правила работы, а не дополнительный программный продукт. |\n| RULEZ2 | Напоминание PROOF, DRIFT, SAFE, COST, OWNER, FUNNEL | Ссылается на существующие правила; не создаёт второй противоречащий набор. |\n\n## Что куда направлять\n\n| Назначение | Включать | Исключать / следующий допуск |\n|---|---|---|\n| Внутренний поиск проекта | Разрешённые документы, доказательства из кода, решения с областью доступа | Ключи и поиск по чужим клиентам; сервер обязан авторизовать tenant до обращения к индексу. |\n| Глубокое исследование | Открытые вопросы, гипотезы, противоречия, проекты экспериментов | Вывод остаётся предложением до проверки; каждое исследование имеет бюджет. |\n| SEO / AEO / GEO | Собственные объяснения, методы, кейсы, датированные агрегаты и источники | Контакты клиентов, частные пути, выдуманные рейтинги, нелицензированные копии курсов. |\n| Внешняя карта чтения | Публичные ссылки и структура с указанием источника | Sitemap не даёт лицензию на копирование полных текстов. |\n\nКарта [ABAI Wiki](https://wiki.abai.com.ua/) содержит **1 252 адреса sitemap, разрешённых robots.txt**, на 28 октября: docs — 630, learn — 527, journey — 48, CAIO — 41, ещё шесть адресов. Проверены шесть навигационных страниц. Прямой HTTPS работает, прокси не понадобился. Тексты курсов не копировались. Подписи из URL в нашем поиске не являются проверенными заголовками страниц. Упоминание не означает партнёрства или рекомендации.\n\n## Кейсы и что они доказывают\n\n- **[Hotido](https://hotido.com/):** каталог и приём обращений, разработанные в общем процессе работы агентов. Датированная квитанция выкладки и анонимные проверки навигации/форм подтверждают работу поверхности. Синтетическое обращение не является продажей или доказательством спроса.\n- **[FinEdg](https://finedg.com/):** исследования и бумажные торговые сценарии, включая portal-go/HTMX. Бумажные результаты помечаются. Здесь нет утверждения о реализованной прибыли или запуске реальных ордеров.\n- **[Tvijo](https://tvijo.com/):** редактор, исполнение с учётом расходов и эта Wiki. Работа нескольких поверхностей видна; вход нового клиента, расчёты и независимая оценка качества требуют отдельной приёмки.\n\n## Модели: каталог, маршрут, вызов, приёмка\n\n| Модель / маршрут | Что проверено | Что ещё не доказано |\n|---|---|---|\n| ds41f | DeepInfra; одно завершённое ограниченное совещательное задание | Модель неверно назвала свой расход; используем журнал счётчика. |\n| glm53f | DeepInfra; одно завершённое ограниченное совещательное задание | Модель ошиблась в формуле цены принятой задачи. Запрошенный glm53d не найден среди допущенных алиасов; новый алиас не выдумывался. |\n| Gemini 4 Argon | OpenRouter/Google; один ответ, $0,021426 по данным провайдера | Контекст в каталоге — 1 048 576 токенов, не два миллиона. Ответ достиг ограничения вывода; частичный совет не является приёмкой. |\n| Codex Terra / Luna / Sol | Аккаунтный CLI для реализации, классификации и проверки | Запрошенные ID и квитанции сохранены. Фактически обслужившую модель и долю цены подписки не выводим из названия запроса. |\n| Sakana Fugu Ultra V2 | Проверены каталог и кандидат локального маршрута | Не вызывался: резерв без управляемого потолка вывода способен превысить общий бюджет $2 ещё до входных токенов. |\n| Sakana Fugu Max | Есть в каталоге провайдера | Допущенный локальный маршрут этим аудитом не установлен. |\n\nТри платных запроса суммарно стоили **$0,02443503856**; на сверке незавершённых расходов и резервов нет. Доля стоимости аккаунтной подписки CLI неизвестна и в API-сумму не входит. Задания были разными — это не сравнительный эксперимент. Цена за миллион токенов не равна цене одной задачи. Наличие модели в каталоге не означает доступность в редакторе.\n\nОтличие Tvijo может состоять в **контроле области работы, квитанциях расходов, доказательствах, приватном поиске и понятной приёмке**. Превосходит ли это скорость или качество другого продукта, покажет эксперимент. Fugu — семейство моделей, Tvijo — рабочий процесс вокруг моделей. Сравнивать полезно полную выполненную задачу при одинаковых условиях.\n\n## Видимость в поиске: что известно\n\nАвторизованный запрос Search Console за **30 сентября — 27 октября 2026** вернул **3 показа и 0 кликов**. Проверка URL определила английскую главную как дубль, канонический адрес Google — корень сайта. Workspace, индекс Wiki и статья сравнения обозначены как неизвестные Google. Четыре выбранных URL не дают процента индексации всего сайта.\n\nПовторяемая частота цитирования Tvijo в Claude или Codex пока не измерена. Разрешение роботу, индексирование, показ в поиске и цитата в ответе ИИ — разные наблюдения. Статья и robots.txt не гарантируют позиции, включение в обучение или цитирование. Границы описаны в документации [Google](https://developers.google.com/search/docs/appearance/ai-features), [OpenAI](https://developers.openai.com/api/docs/bots) и [Anthropic](https://support.claude.com/en/articles/8896518-does-anthropic-crawl-data-from-the-web-and-how-can-site-owners-block-the-crawler).\n\n## План с условиями приёмки\n\n| Этап | Результат | Условие завершения |\n|---|---|---|\n| 1. Основа доказательств | Публичная карта, собственные учебные задания, квитанции моделей, ограниченный локальный поиск | Публикация EN/RU, рабочие ссылки, проверки источников/видимости и сверка расходов. |\n| 2. Клиентский поиск и первая задача | Авторизованная связь Workspace→DSHREM; установка→вход→задача→отчёт; атрибуция MCP | Изоляция двух клиентов; замер первой задачи нового пользователя; события канала связаны с квитанциями; платёж проверен отдельно. |\n| 3. Контролируемое исследование | Одинаковый корпус заданий для допущенных моделей и режимов исполнения | Зафиксированная среда, повторные запуски, независимая приёмка, все расходы, попытки/реальные нарушения и неопределённость. |\n| 4. Обучение и обнаружение | Собственные руководства, прогресс обучения, кейсы, измеренные результаты | Завершение уроков подтверждается; права проверены; HTML доступен; свежая выборка Search Console и повторяемая панель цитирования ИИ. |\n\nТекущая публикация относится к этапу 1. Следующие этапы — предложения с условиями, а не уже готовые функции. Начать можно с одного пилота: [запросить объём и критерии приёмки](https://tvijo.com/ru#order). Форма отправляет обращение, не списывает оплату и не обещает выполнение заранее.\n\nИсточники моделей: [каталог OpenRouter](https://openrouter.ai/api/v1/models), [Argon](https://openrouter.ai/google/gemini-4-argon), [модели Sakana](https://console.sakana.ai/models). [Открытая сводка квитанций](/knowledge-map/receipt.json) содержит границы проверки.","publication_approved":true},{"id":"royagents","title":"ROYAGENTS / AGENTROY","url":"https://tvijo.com/wiki/tvijo-technology-map/","summary":"Scoped agent coordination, handoff and finite budgets. Координация агентов и ограниченных заданий.","visibility":"public","evidence_level":"implemented","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["method","royagents"],"publication_approved":true},{"id":"agentjudge","title":"AGENTJUDGE","url":"https://tvijo.com/wiki/tvijo-technology-map/","summary":"Versioned evidence review; model advice cannot self-approve acceptance. Проверка доказательств.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["method","agentjudge"],"publication_approved":true},{"id":"alknda","title":"ALKNDA","url":"https://tvijo.com/wiki/tvijo-technology-map/","summary":"Articles, learning, KB, news, documentation and API publication. Публикация знаний.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["method","alknda"],"publication_approved":true},{"id":"orbita","title":"ORBITA","url":"https://tvijo.com/wiki/tvijo-technology-map/","summary":"Outcomes, Reuse, Bottlenecks, Investment, Traction, Amplification. Приоритизация проектов.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["method","orbita"],"publication_approved":true},{"id":"rulez","title":"RULEZ","url":"https://tvijo.com/wiki/tvijo-technology-map/","summary":"HITDEP + ALKNDA + ORBITA + LOBE + DEMOCRA. Shared working rules.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["method","rulez"],"publication_approved":true},{"id":"rulez2","title":"RULEZ2","url":"https://tvijo.com/wiki/tvijo-technology-map/","summary":"PROOF, DRIFT, SAFE, COST, OWNER, FUNNEL: references to existing rules.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["method","rulez2"],"publication_approved":true},{"id":"hitdep","title":"HITDEP","url":"https://tvijo.com/wiki/tvijo-technology-map/","summary":"Research uncertainty, select a method and test the outcome. Исследование и проверка.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["method","hitdep"],"publication_approved":true},{"id":"lobe","title":"LOBE","url":"https://tvijo.com/wiki/tvijo-technology-map/","summary":"Reuse before building another component. Сначала переиспользование.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["method","lobe"],"publication_approved":true},{"id":"democra","title":"DEMOCRA","url":"https://tvijo.com/wiki/tvijo-technology-map/","summary":"Publish useful evidence after privacy and publication checks. Открытые доказательства.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["method","democra"],"publication_approved":true},{"id":"workspace","title":"Tvijo Workspace","url":"https://tvijo.com/en/workspace","summary":"Project shell and entry point. Authenticated completeness not audited. Рабочее пространство.","visibility":"public","evidence_level":"runtime_tested","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["Tvijo"],"publication_approved":true},{"id":"dshrem","title":"DSHREM","url":"https://dsh.tvijo.com/","summary":"Bounded execution and metered provider routes. Evidence does not imply full customer acceptance.","visibility":"public","evidence_level":"runtime_tested","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["Tvijo"],"publication_approved":true},{"id":"tvijocode","title":"TvijoCode and VS Code extension","url":"https://dsh.tvijo.com/download#vscode","summary":"Editor entry points, separately versioned release channels. Редактор и расширение.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["Tvijo"],"publication_approved":true},{"id":"mcp","title":"Tvijo MCP","url":"https://tvijo.com/wiki/tvijo-mcp-diff-review/","summary":"Published MCP 0.1.1; merged 0.2.0 adds supplied-diff review and awaits npm publication. Ревью diff подготовлено, публикация ожидается.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T15:47:31Z","license_status":"owned","tags":["Tvijo"],"publication_approved":true},{"id":"hotido","title":"Hotido","url":"https://hotido.com/","summary":"Catalog and inquiry surface; synthetic inquiry is not a sale. Каталог и обращения.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["Tvijo"],"publication_approved":true},{"id":"finedg","title":"FinEdg","url":"https://finedg.com/","summary":"Research and paper workflows; no live-order or realized-profit claim. Исследование и бумажные проверки.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["Tvijo"],"publication_approved":true},{"id":"ai-os","title":"AI OS","url":"https://tvijo.com/wiki/tvijo-technology-map/","summary":"Task policies, provider admission, metering and evidence. Операционная основа агентов.","visibility":"public","evidence_level":"implemented","observed_at":"2026-10-28T15:08:24.565569+00:00","license_status":"owned","tags":["Tvijo"],"publication_approved":true},{"id":"abai-8ef85dbdd6743b31","title":"ABAI · home","url":"https://wiki.abai.com.ua/","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","home"],"publication_approved":true},{"id":"abai-a2f2b264bc550075","title":"ABAI · docs","url":"https://wiki.abai.com.ua/docs","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-b6b41e6bb3e482a5","title":"ABAI · learn","url":"https://wiki.abai.com.ua/learn","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","learn"],"publication_approved":true},{"id":"abai-1874427e74f19e71","title":"ABAI · journey","url":"https://wiki.abai.com.ua/journey","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","journey"],"publication_approved":true},{"id":"abai-01a9bce8e6b53d70","title":"ABAI · journey / stages","url":"https://wiki.abai.com.ua/journey/stages","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","journey"],"publication_approved":true},{"id":"abai-4a26023922915887","title":"ABAI · journey / stack","url":"https://wiki.abai.com.ua/journey/stack","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","journey"],"publication_approved":true},{"id":"abai-dffb7a4345d67901","title":"ABAI · journey / kit","url":"https://wiki.abai.com.ua/journey/kit","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","journey"],"publication_approved":true},{"id":"abai-c20a58e84bae8675","title":"ABAI · copilot","url":"https://wiki.abai.com.ua/copilot","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","copilot"],"publication_approved":true},{"id":"abai-5e34a12efe0772ea","title":"ABAI · caio","url":"https://wiki.abai.com.ua/caio","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","caio"],"publication_approved":true},{"id":"abai-5fd2897b74f63ee9","title":"ABAI · caio / curriculum","url":"https://wiki.abai.com.ua/caio/curriculum","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","caio"],"publication_approved":true},{"id":"abai-bc0d7bc0db314dd8","title":"ABAI · caio / radar","url":"https://wiki.abai.com.ua/caio/radar","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","caio"],"publication_approved":true},{"id":"abai-bbcb100116dfee62","title":"ABAI · caio / resources","url":"https://wiki.abai.com.ua/caio/resources","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","caio"],"publication_approved":true},{"id":"abai-7729461e971ab38b","title":"ABAI · privacy","url":"https://wiki.abai.com.ua/privacy","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","privacy"],"publication_approved":true},{"id":"abai-69f41667220ce576","title":"ABAI · terms","url":"https://wiki.abai.com.ua/terms","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","terms"],"publication_approved":true},{"id":"abai-c224d0260d333b5c","title":"ABAI · support","url":"https://wiki.abai.com.ua/support","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","support"],"publication_approved":true},{"id":"abai-a74c70b2400ac532","title":"ABAI · account deletion","url":"https://wiki.abai.com.ua/account-deletion","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","account-deletion"],"publication_approved":true},{"id":"abai-6d6e262acd4aa298","title":"ABAI · docs / adoption / dotnet","url":"https://wiki.abai.com.ua/docs/adoption/dotnet","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-31a2d76927c1a3db","title":"ABAI · docs / adoption / enterprise","url":"https://wiki.abai.com.ua/docs/adoption/enterprise","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-407cb50faf79b2ba","title":"ABAI · docs / adoption / google stack","url":"https://wiki.abai.com.ua/docs/adoption/google-stack","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-821f21c0b8b92170","title":"ABAI · docs / adoption","url":"https://wiki.abai.com.ua/docs/adoption","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-2e1173958d43cf0d","title":"ABAI · docs / adoption / java","url":"https://wiki.abai.com.ua/docs/adoption/java","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-da315c5ffb26699f","title":"ABAI · docs / adoption / javascript","url":"https://wiki.abai.com.ua/docs/adoption/javascript","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-6d333b37272b12b7","title":"ABAI · docs / adoption / microsoft stack","url":"https://wiki.abai.com.ua/docs/adoption/microsoft-stack","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-ccbf71c03b52ad68","title":"ABAI · docs / adoption / outsourcing","url":"https://wiki.abai.com.ua/docs/adoption/outsourcing","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-84151f76d4256cfe","title":"ABAI · docs / adoption / product company","url":"https://wiki.abai.com.ua/docs/adoption/product-company","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-8e96b73061d5553e","title":"ABAI · docs / adoption / python","url":"https://wiki.abai.com.ua/docs/adoption/python","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-5eeb6c5bdbb87209","title":"ABAI · docs / adoption / roi and costs","url":"https://wiki.abai.com.ua/docs/adoption/roi-and-costs","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-6aea82dc65153274","title":"ABAI · docs / adoption / smb","url":"https://wiki.abai.com.ua/docs/adoption/smb","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-150b861cf18b5c56","title":"ABAI · docs / adoption / token cost","url":"https://wiki.abai.com.ua/docs/adoption/token-cost","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-b06584c4d8f9e0dd","title":"ABAI · docs / agent setup / acp","url":"https://wiki.abai.com.ua/docs/agent-setup/acp","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-95cefa6d0944eba7","title":"ABAI · docs / agent setup / commands","url":"https://wiki.abai.com.ua/docs/agent-setup/commands","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-e5e1f5b1aa905ec6","title":"ABAI · docs / agent setup / hooks","url":"https://wiki.abai.com.ua/docs/agent-setup/hooks","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-52a4bca655f65b90","title":"ABAI · docs / agent setup","url":"https://wiki.abai.com.ua/docs/agent-setup","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-460642d477af6383","title":"ABAI · docs / agent setup / lsp","url":"https://wiki.abai.com.ua/docs/agent-setup/lsp","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-93b09150665168c5","title":"ABAI · docs / agent setup / mcp","url":"https://wiki.abai.com.ua/docs/agent-setup/mcp","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-5895907d9e1fb618","title":"ABAI · docs / agent setup / plugins","url":"https://wiki.abai.com.ua/docs/agent-setup/plugins","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-98111e47d497bdc2","title":"ABAI · docs / agent setup / rag","url":"https://wiki.abai.com.ua/docs/agent-setup/rag","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-55bf0d236d3cac72","title":"ABAI · docs / agent setup / rules","url":"https://wiki.abai.com.ua/docs/agent-setup/rules","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-a5a1923d9f0e7799","title":"ABAI · docs / agent setup / sandbox","url":"https://wiki.abai.com.ua/docs/agent-setup/sandbox","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-589cd4cfea82bc1a","title":"ABAI · docs / agent setup / skills","url":"https://wiki.abai.com.ua/docs/agent-setup/skills","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-60601cb3b3378526","title":"ABAI · docs / agent setup / structured output","url":"https://wiki.abai.com.ua/docs/agent-setup/structured-output","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-a0d7d09984989214","title":"ABAI · docs / agent setup / subagents","url":"https://wiki.abai.com.ua/docs/agent-setup/subagents","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-61ef367c388e1888","title":"ABAI · docs / agent setup / tools","url":"https://wiki.abai.com.ua/docs/agent-setup/tools","summary":"External reference. 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Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-94fdd21439148bfb","title":"ABAI · docs / local ai / fundamentals / quantization","url":"https://wiki.abai.com.ua/docs/local-ai/fundamentals/quantization","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-2adf3794933a5c96","title":"ABAI · docs / local ai / hardware / alternatives","url":"https://wiki.abai.com.ua/docs/local-ai/hardware/alternatives","summary":"External reference. 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Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-6902a8dac5799a32","title":"ABAI · docs / local ai / models / licenses","url":"https://wiki.abai.com.ua/docs/local-ai/models/licenses","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-bcf34e5231ae2d6a","title":"ABAI · docs / local ai / models / safe download","url":"https://wiki.abai.com.ua/docs/local-ai/models/safe-download","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-4cd8cb34ce231ad3","title":"ABAI · docs / local ai / models / speech","url":"https://wiki.abai.com.ua/docs/local-ai/models/speech","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-608b7c55f9b2f137","title":"ABAI · docs / local ai / models / ukrainian","url":"https://wiki.abai.com.ua/docs/local-ai/models/ukrainian","summary":"External reference. 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Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-1a85f6c4c631b750","title":"ABAI · docs / local ai / platform","url":"https://wiki.abai.com.ua/docs/local-ai/platform","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-d77151065d02a48e","title":"ABAI · docs / local ai / platform / model supply chain","url":"https://wiki.abai.com.ua/docs/local-ai/platform/model-supply-chain","summary":"External reference. 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Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-d4bc4eb5d3412a26","title":"ABAI · docs / mcp","url":"https://wiki.abai.com.ua/docs/mcp","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-27a497b5386438e0","title":"ABAI · docs / mcp / jira confluence","url":"https://wiki.abai.com.ua/docs/mcp/jira-confluence","summary":"External reference. 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Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-857117771fa94e2b","title":"ABAI · docs / platforms / anthropic","url":"https://wiki.abai.com.ua/docs/platforms/anthropic","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-922dc9c613246e64","title":"ABAI · docs / platforms / choose model","url":"https://wiki.abai.com.ua/docs/platforms/choose-model","summary":"External reference. 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Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-a22cc5fbe4d89898","title":"ABAI · docs / roles / engineering manager","url":"https://wiki.abai.com.ua/docs/roles/engineering-manager","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-b72287416fa0e19a","title":"ABAI · docs / roles / executive","url":"https://wiki.abai.com.ua/docs/roles/executive","summary":"External reference. 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Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-c416995b48830938","title":"ABAI · docs / roles / hr","url":"https://wiki.abai.com.ua/docs/roles/hr","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-2c46f2c18ece9853","title":"ABAI · docs / roles","url":"https://wiki.abai.com.ua/docs/roles","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-89592ee09be3186e","title":"ABAI · docs / roles / legal","url":"https://wiki.abai.com.ua/docs/roles/legal","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-6e29bda9c8e667bc","title":"ABAI · docs / roles / marketing","url":"https://wiki.abai.com.ua/docs/roles/marketing","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-b2e65b3786f7b8be","title":"ABAI · docs / roles / ml engineer","url":"https://wiki.abai.com.ua/docs/roles/ml-engineer","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-a0d4cf157f44ddae","title":"ABAI · docs / roles / mobile","url":"https://wiki.abai.com.ua/docs/roles/mobile","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-a7c108a2340df194","title":"ABAI · docs / roles / operations","url":"https://wiki.abai.com.ua/docs/roles/operations","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-e274b9d21bc4abdb","title":"ABAI · docs / roles / product manager","url":"https://wiki.abai.com.ua/docs/roles/product-manager","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-2288be310dab6471","title":"ABAI · docs / roles / project manager","url":"https://wiki.abai.com.ua/docs/roles/project-manager","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-dea1e74c3e848e43","title":"ABAI · docs / roles / qa","url":"https://wiki.abai.com.ua/docs/roles/qa","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-e228ac88b072eaec","title":"ABAI · docs / roles / sales","url":"https://wiki.abai.com.ua/docs/roles/sales","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-5a44a2924fda1a39","title":"ABAI · docs / roles / security engineer","url":"https://wiki.abai.com.ua/docs/roles/security-engineer","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-c0caeef93948f720","title":"ABAI · docs / roles / tech lead","url":"https://wiki.abai.com.ua/docs/roles/tech-lead","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-5ad6766f23c161ca","title":"ABAI · docs / roles / tools / backend","url":"https://wiki.abai.com.ua/docs/roles/tools/backend","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-a7010eed8e7564bc","title":"ABAI · docs / roles / tools / business analyst","url":"https://wiki.abai.com.ua/docs/roles/tools/business-analyst","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-497134d45f2ed38f","title":"ABAI · docs / roles / tools / customer support","url":"https://wiki.abai.com.ua/docs/roles/tools/customer-support","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-d1b36a26a32dac49","title":"ABAI · docs / roles / tools / data analyst","url":"https://wiki.abai.com.ua/docs/roles/tools/data-analyst","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-c42504f6278dcdb5","title":"ABAI · docs / roles / tools / data engineer","url":"https://wiki.abai.com.ua/docs/roles/tools/data-engineer","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-6300e411a8c9e50f","title":"ABAI · docs / roles / tools / designer","url":"https://wiki.abai.com.ua/docs/roles/tools/designer","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-560245ec5506f06a","title":"ABAI · docs / roles / tools / devops sre","url":"https://wiki.abai.com.ua/docs/roles/tools/devops-sre","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-9120df0301f72a07","title":"ABAI · docs / roles / tools / embedded","url":"https://wiki.abai.com.ua/docs/roles/tools/embedded","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-3f6ca7116ab05169","title":"ABAI · docs / roles / tools / engineering manager","url":"https://wiki.abai.com.ua/docs/roles/tools/engineering-manager","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-53660bbca60026cd","title":"ABAI · docs / roles / tools / executive","url":"https://wiki.abai.com.ua/docs/roles/tools/executive","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-cd2da498b07a04e6","title":"ABAI · docs / roles / tools / finance","url":"https://wiki.abai.com.ua/docs/roles/tools/finance","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-472efa7b58418673","title":"ABAI · docs / roles / tools / frontend","url":"https://wiki.abai.com.ua/docs/roles/tools/frontend","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-5c5c884a538cdc2f","title":"ABAI · docs / roles / tools / hr","url":"https://wiki.abai.com.ua/docs/roles/tools/hr","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-529c6fb16683daa1","title":"ABAI · docs / roles / tools","url":"https://wiki.abai.com.ua/docs/roles/tools","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-df8eab20a1e7bdc6","title":"ABAI · docs / roles / tools / legal","url":"https://wiki.abai.com.ua/docs/roles/tools/legal","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-e5639c6272f62cd7","title":"ABAI · docs / roles / tools / marketing","url":"https://wiki.abai.com.ua/docs/roles/tools/marketing","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-5144e044634f1136","title":"ABAI · docs / roles / tools / ml engineer","url":"https://wiki.abai.com.ua/docs/roles/tools/ml-engineer","summary":"External reference. 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Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-dcfeecd2dab9f482","title":"ABAI · docs / roles / tools / product manager","url":"https://wiki.abai.com.ua/docs/roles/tools/product-manager","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-5f0a0189feefbaf2","title":"ABAI · docs / roles / tools / project manager","url":"https://wiki.abai.com.ua/docs/roles/tools/project-manager","summary":"External reference. 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Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-f38b66272999d2dc","title":"ABAI · docs / roles / tools / security engineer","url":"https://wiki.abai.com.ua/docs/roles/tools/security-engineer","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-3126bee0d1087710","title":"ABAI · docs / roles / tools / stacks","url":"https://wiki.abai.com.ua/docs/roles/tools/stacks","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-f0eb89923d864ead","title":"ABAI · docs / roles / tools / tech lead","url":"https://wiki.abai.com.ua/docs/roles/tools/tech-lead","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-49275d13d2ecc2e6","title":"ABAI · docs / roles / tools / ux researcher","url":"https://wiki.abai.com.ua/docs/roles/tools/ux-researcher","summary":"External reference. 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Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-fb4ad574f1fcd070","title":"ABAI · docs / security / code review","url":"https://wiki.abai.com.ua/docs/security/code-review","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-896c8f43e788fabe","title":"ABAI · docs / security / coding agent sandboxing","url":"https://wiki.abai.com.ua/docs/security/coding-agent-sandboxing","summary":"External reference. 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Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-2f77d70cf3c86436","title":"ABAI · docs / security / extension governance","url":"https://wiki.abai.com.ua/docs/security/extension-governance","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-f87d8e1a9b8ee010","title":"ABAI · docs / security","url":"https://wiki.abai.com.ua/docs/security","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-204ee81d4930cc41","title":"ABAI · docs / security / mitre atlas","url":"https://wiki.abai.com.ua/docs/security/mitre-atlas","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-a9e8ce88a42520cb","title":"ABAI · docs / security / owasp agentic","url":"https://wiki.abai.com.ua/docs/security/owasp-agentic","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-5e66f8e3296abc1b","title":"ABAI · docs / security / owasp llm top10","url":"https://wiki.abai.com.ua/docs/security/owasp-llm-top10","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-ec3215165fd28660","title":"ABAI · docs / security / prompt injection","url":"https://wiki.abai.com.ua/docs/security/prompt-injection","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-29a2967357e3077d","title":"ABAI · docs / security / sdlc","url":"https://wiki.abai.com.ua/docs/security/sdlc","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-adf1fe3e151e3b8a","title":"ABAI · docs / sources","url":"https://wiki.abai.com.ua/docs/sources","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-e04d60b31502bb7c","title":"ABAI · docs / sovereign ai / archives / discovery","url":"https://wiki.abai.com.ua/docs/sovereign-ai/archives/discovery","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","docs"],"publication_approved":true},{"id":"abai-37a910a6d49db0a3","title":"ABAI · docs / sovereign ai / archives / enterprise knowledge","url":"https://wiki.abai.com.ua/docs/sovereign-ai/archives/enterprise-knowledge","summary":"External reference. 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Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","caio"],"publication_approved":true},{"id":"abai-4e9200ac275c747c","title":"ABAI · caio / curriculum / value / 03 executive ai reporting","url":"https://wiki.abai.com.ua/caio/curriculum/value/03-executive-ai-reporting","summary":"External reference. Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","caio"],"publication_approved":true},{"id":"abai-b3b1d6803e524601","title":"ABAI · caio / radar / 02 promptly medium risk","url":"https://wiki.abai.com.ua/caio/radar/02-promptly-medium-risk","summary":"External reference. 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Full-text reuse rights have not been established.","visibility":"public","evidence_level":"documented","observed_at":"2026-10-28T14:49:44.000427+00:00","license_status":"metadata_only","tags":["external","ABAI","caio"],"publication_approved":true},{"id":"tvijo-mcp-diff-review","title":"Tvijo MCP 0.2.0: diff review, release status and next gates","url":"https://tvijo.com/wiki/tvijo-mcp-diff-review/","summary":"Prepared diff review with spending receipts; verified publication and GitHub listing status, plus the boundary between MCP consultation and editor delegation.","visibility":"public","evidence_level":"implemented","observed_at":"2026-10-28T15:47:31Z","license_status":"owned","tags":["Tvijo","MCP","review","diff","ревью"],"body":"Tvijo MCP 0.2.0 adds a focused use case: send a diff for a second review before merging it, with an explicit spending limit and a cost receipt. **The code is merged and tagged; npm publication is still pending.** This is an update about prepared functionality, not a claim that 0.2.0 is already available through the public package channel.\n\nObserved **28 October 2026, 15:47 UTC**. English and Russian versions describe the same release boundary. [Technology map](/wiki/tvijo-technology-map/) · [Agent comparison](/wiki/tvijo-vs-codex-claude-copilot/) · [Knowledge search](/knowledge-map/)\n\n## What you can use today, and what is prepared\n\n| Channel or capability | Verified state |\n|---|---|\n| Public npm package | Latest is **0.1.1**; the explicit 0.2.0 metadata endpoint returns 404. |\n| Open MCP Registry, com.tvijo/dshrem | Active latest version is **0.1.1**. |\n| MCP 0.2.0 source | PR #3 merged; tag `mcp-v0.2.0` identifies the prepared source. |\n| Publication workflow | Run40713641341 is **waiting** for the protected publication environment. A tag and passing CI are not publication receipts. |\n| GitHub MCP catalogue | An onboarding request was submitted; the catalogue lookup still returns no matching server. Submission is not acceptance. |\n| Local snapshot tools, PR #2 | Merged on 28 October; absent from the published 0.1.1 package. They are optional, not part of the default seven-tool list in 0.2.0. |\n| Editor integration and delegation | Separate future phases with their own acceptance gates. |\n\nPrimary checks: [npm latest](https://registry.npmjs.org/tvijo-dshrem-mcp/latest), [open registry](https://registry.modelcontextprotocol.io/v0.1/servers/com.tvijo%2Fdshrem/versions/latest), [merged implementation](https://github.com/nikbibamon/tvijocode/pull/3), [publish run](https://github.com/nikbibamon/tvijocode/actions/runs/40713641341), [snapshot PR](https://github.com/nikbibamon/tvijocode/pull/2). These links can change after this dated observation.\n\n## What tvijo_review reviews\n\nA compatible MCP client supplies a unified diff, its base/head commit identifiers, an optional review focus and a positive `max_usd`. The prepared tool returns findings with a file, line, severity, issue and supporting evidence. It covers **only the supplied diff**: it does not fetch the repository, execute tests, edit files or merge a pull request. An editor window is not required for this cloud review path.\n\nThe possible outcomes are `findings`, `no_findings_in_reviewed_scope` and `inconclusive`. No findings in that scope is not a safety certificate or permission to merge. Findings outside the supplied diff are filtered from the structured result. Invalid or inconsistent model output becomes inconclusive.\n\nThe input diff is limited to20,000 characters and optional focus to 500. Larger input is rejected before a paid request. The receipt identifies the task and observed spending; unavailable spending stays `null`, not zero. Submitted diff content is sent to the Tvijo service as model context. Use only material you are authorized to submit.\n\nThe practical offer is a separately metered second opinion for an agent's proposed change. Whether it improves acceptance or saves money needs a measured pilot. A real paid example and its redacted receipt are still pending in the [tagged README](https://github.com/nikbibamon/tvijocode/blob/mcp-v0.2.0/mcp/README.md); no synthetic receipt is presented as a customer run.\n\n## Where the spending boundary ends\n\nThe prepared review uses the existing paid task path: one task creation and one chat request on the normal path, with no automatic retry of a paid operation. Timeout recovery reads status instead of repeating payment-bearing work.\n\n`max_usd` is mandatory. The configurable local ceiling defaults to$1 per call and has a hard ceiling of $5; account credit and server limits also apply. These limits constrain **Tvijo's call**, not the calling agent's other model requests or shell actions. Several separately initiated reviews can spend more in total. A process-wide aggregate session budget is not established by the per-call cap.\n\nThe new `X-Tvijo-Client` tag carries bounded channel/host/offer metadata. It is self-reported attribution, not authentication, and does not prove that gateway funnel reporting has already been deployed. Do not infer installs, successful customer onboarding or purchases from the tag alone.\n\n## Why editor delegation is a separate phase\n\nMCP exposes Tvijo tools to a client. It does not automatically make Tvijo an executor of every other MCP server. The released consultation tool and the editor's local-agent bridge must remain distinguishable.\n\nThe proposed extension integration would register an MCP provider and reuse an appropriate runtime/sign-in path after platform tests. VS Code has an [extension API for MCP providers](https://code.visualstudio.com/api/extension-guides/ai/mcp); the existence of that API is not proof that Tvijo's integration has shipped. For Tvijo Code, the plan includes connecting a terminal MCP client such as Claude Code or Codex. A running server needs a client to invoke its tools.\n\nDelegation into an editor window was deferred. Its acceptance must cover duplicate execution, the wrong project/account, recovery races, incompatible old extensions, cancellation and an immutable spending ceiling. Until those checks pass, neither safe editor delegation nor its budget guarantee is advertised as available. Renaming the editor bridge from `tvijo_ask` to `tvijo_delegate` is a release requirement in the proposal, not a published rename. MCP `tvijo_ask` retains its consultation role.\n\n## What was actually checked\n\n| Evidence | Scope |\n|---|---|\n| GitHub CI | Node 22 and 24 jobs completed successfully, including tests, package dry-run and registry-schema validation. |\n| Acceptance report | Reports 95/95 tests, publisher CLI validation and seven default tools from a clean package install. These are the accepting developer's checks, not a new production review performed for this article. |\n| Earlier implementation report | Recorded94 tests and a blocked publisher CLI check. Later acceptance reports an added correction and successful validation; the earlier report is retained as history. |\n| Client recipes | README documents VS Code, Claude Code, Codex and Cursor. Linux stdio recipe checks do not establish native Windows or complete GUI-client testing. |\n| Production receipt and payment | A real review receipt and an end-to-end settled public top-up are still acceptance gates. A created order is not a settled payment. |\n\nThe corrected validation preserves useful findings while rejecting the model's own approval stamp. An arithmetic expression inside a finding must not cause an otherwise paid review to disappear. Static tests and CI support that code change; commercial readiness still requires the production gates above. [CI run](https://github.com/nikbibamon/tvijocode/actions/runs/40709823903), [acceptance PR](https://github.com/nikbibamon/tvijocode/pull/3).\n\n## GitHub discovery and next steps\n\nGitHub's [discussion#1257](https://github.com/github/github-mcp-server/discussions/1257) describes initial onboarding as manual curation, followed by version synchronization from the open registry. Tvijo's [submitted request](https://github.com/github/github-mcp-server/discussions/1257#discussioncomment-19245495) describes the currently published 0.1.1. No acceptance date or guaranteed listing is claimed.\n\nThe [SPEC-237 proposal](https://github.com/nikbibamon/aios/pull/63) is still an open documentation PR. The next gates are publication approval and independent package/registry verification; a real redacted review receipt; editor provider integration; safe delegation; gateway attribution; and a verified public payment through credit settlement. These are separate outcomes, not one “done” flag.\n\n[Discuss a scoped review pilot](https://tvijo.com/en#order). This is an inquiry, not an immediate charge. [Machine-readable status snapshot](/mcp-update-assets/b72e/status.json).\n\n\nВ Tvijo MCP 0.2.0 появился конкретный сценарий: отправить diff на второе ревью перед мержем, с явным денежным пределом и квитанцией расхода. **Код влит и помечен тегом; публикация в npm ещё ожидается.** Это сообщение о подготовленной функции, а не утверждение, что 0.2.0 уже доступна в публичном канале пакета.\n\nПроверено **28 октября 2026, 15:47 UTC**. Английская и русская версии одинаково обозначают границы выпуска. [Карта технологий](/wiki/ru/tvijo-technology-map/) · [Сравнение агентов](/wiki/ru/tvijo-vs-codex-claude-copilot/) · [Поиск знаний](/knowledge-map/?lang=ru)\n\n## Что доступно сейчас, а что подготовлено\n\n| Канал или функция | Проверенное состояние |\n|---|---|\n| Публичный npm-пакет | Latest — **0.1.1**; отдельный запрос метаданных 0.2.0 возвращает 404. |\n| Открытый MCP Registry, com.tvijo/dshrem | Активная последняя версия — **0.1.1**. |\n| Исходники MCP 0.2.0 | PR №3 влит; тег `mcp-v0.2.0` указывает на подготовленный код. |\n| Публикация | Прогон 40713641341 находится в **waiting**, ожидает защищённое окружение публикации. Тег и зелёный CI не заменяют квитанцию публикации. |\n| Каталог GitHub MCP | Заявка подана; поиск по каталогу пока не возвращает сервер. Подача не означает принятия. |\n| Локальные снимки, PR №2 | Влит 28 октября; в опубликованном пакете 0.1.1 этих функций нет. Это дополнительные инструменты, не часть стандартного списка из семи в 0.2.0. |\n| Интеграция редактора и поручение окну | Отдельные следующие этапы со своими проверками. |\n\nПервоисточники: [npm latest](https://registry.npmjs.org/tvijo-dshrem-mcp/latest), [открытый реестр](https://registry.modelcontextprotocol.io/v0.1/servers/com.tvijo%2Fdshrem/versions/latest), [влитая реализация](https://github.com/nikbibamon/tvijocode/pull/3), [публикация](https://github.com/nikbibamon/tvijocode/actions/runs/40713641341), [PR снимков](https://github.com/nikbibamon/tvijocode/pull/2). Состояния по ссылкам могут измениться после указанного замера.\n\n## Что проверяет tvijo_review\n\nСовместимый MCP-клиент передаёт unified diff, идентификаторы базового и конечного коммитов, необязательный фокус проверки и положительный `max_usd`. Подготовленный инструмент возвращает находки: файл, строка, серьёзность, проблема и подтверждающий фрагмент. Область проверки — **только переданный diff**: инструмент не загружает репозиторий, не запускает тесты, не правит файлы и не сливает PR. Облачному пути ревью не требуется открытое окно редактора.\n\nВозможные результаты: `findings`, `no_findings_in_reviewed_scope` и `inconclusive`. Отсутствие находок в этом объёме не является сертификатом безопасности или разрешением мержить. Находки за пределами diff исключаются из структурированного результата. Некорректный или противоречивый ответ модели означает неопределённый результат.\n\nDiff ограничен 20 000 символов, необязательный фокус — 500. Превышение отклоняется до платного запроса. Квитанция содержит задачу и наблюдавшийся расход; неизвестный расход остаётся `null`, не нулём. Текст diff передаётся сервису Tvijo как контекст модели. Отправлять следует только материалы, которые разрешено передавать.\n\nПрактическая ценность — отдельное второе мнение о предложенной агентом правке, с учётом стоимости. Улучшает ли оно приёмку и экономит ли деньги, должен показать пилот. Реальный платный пример и очищенная от приватных данных квитанция ещё ожидаются в [README тега](https://github.com/nikbibamon/tvijocode/blob/mcp-v0.2.0/mcp/README.md); синтетический ответ не выдаётся за клиентский запуск.\n\n## Где заканчивается денежный предел\n\nПодготовленное ревью использует существующий платный путь: в нормальном случае одно создание задачи и один запрос чата, без автоматического повтора платной операции. Восстановление после таймаута читает состояние, а не повторяет платное действие.\n\n`max_usd` обязателен. Настраиваемый локальный потолок по умолчанию — $1 на вызов, жёсткая граница — $5; дополнительно действуют кредит и серверные лимиты аккаунта. Это ограничивает **вызов Tvijo**, а не расходы вызывающего агента на другие модели или его shell-действия. Несколько отдельно начатых ревью суммируются. Общий бюджет процесса или сессии из лимита одного вызова не следует.\n\nНовая метка `X-Tvijo-Client` передаёт ограниченные сведения о канале, клиенте и сценарии. Это заявленная клиентом атрибуция, а не авторизация. Наличие метки не доказывает, что сбор воронки в шлюзе уже развёрнут. Из неё нельзя автоматически вывести установки, успешный вход новых клиентов или покупки.\n\n## Почему поручение редактору — другой этап\n\nMCP предоставляет инструменты Tvijo клиенту. Он не делает Tvijo автоматически исполнителем инструментов всех остальных MCP-серверов. Опубликованная консультация и мост к локальному агенту редактора должны различаться.\n\nПредлагаемая интеграция расширения зарегистрирует MCP-провайдер и переиспользует подходящий рантайм/вход после платформенных проверок. В VS Code есть [API провайдеров MCP](https://code.visualstudio.com/api/extension-guides/ai/mcp); наличие этого API не доказывает выпуск интеграции Tvijo. Для Tvijo Code планируется подключение терминального MCP-клиента, например Claude Code или Codex. Самому серверу нужен клиент, вызывающий инструменты.\n\nПоручение окну редактора отложено. Приёмка должна проверить повторное исполнение, чужой проект/аккаунт, гонки восстановления, несовместимое старое расширение, отмену и неизменный потолок расходов. До этого безопасное поручение редактору и гарантия его бюджета не рекламируются как доступные. Переименование моста редактора из `tvijo_ask` в `tvijo_delegate` — требование будущего выпуска, а не опубликованная смена имени. MCP `tvijo_ask` сохраняет роль консультации.\n\n## Что именно проверено\n\n| Доказательство | Область |\n|---|---|\n| GitHub CI | Успешны задания Node 22 и 24: тесты, пробная упаковка и проверка схемы реестра. |\n| Отчёт приёмки | Указаны 95/95 тестов, валидация publisher CLI и семь стандартных инструментов в чистой установке. Это проверки принимающего разработчика, не новое платное ревью, выполненное ради статьи. |\n| Ранний отчёт исполнителя | Содержал94 теста и блокировку проверки publisher CLI. Последующая приёмка сообщает дополнительное исправление и успешную валидацию; ранний отчёт сохранён как история. |\n| Рецепты клиентов | README описывает VS Code, Claude Code, Codex и Cursor. Проверки stdio-рецептов на Linux не подтверждают нативную Windows или полный прогон GUI-клиентов. |\n| Рабочая квитанция и оплата | Реальное ревью и публичное пополнение до фактического зачисления остаются условиями приёмки. Созданный заказ не равен оплаченному. |\n\nИсправленная валидация сохраняет полезные находки, отклоняя собственную «печать одобрения» модели. Арифметическое выражение в находке не должно уничтожать уже оплаченное ревью. Тесты и CI подтверждают исправление кода; коммерческой готовности ещё нужны перечисленные рабочие проверки. [CI](https://github.com/nikbibamon/tvijocode/actions/runs/40709823903), [PR приёмки](https://github.com/nikbibamon/tvijocode/pull/3).\n\n## Обнаружение в GitHub и следующие шаги\n\nВ [обсуждении№1257](https://github.com/github/github-mcp-server/discussions/1257) описан ручной первоначальный отбор, после которого версии синхронизируются из открытого реестра. [Заявка Tvijo](https://github.com/github/github-mcp-server/discussions/1257#discussioncomment-19245495) описывает опубликованную 0.1.1. Срок принятия и гарантированный листинг не заявляются.\n\n[Предложение SPEC-237](https://github.com/nikbibamon/aios/pull/63) пока находится в открытом документационном PR. Следующие условия: одобрение публикации и независимая проверка пакета/реестра; реальная квитанция ревью; интеграция MCP-провайдера редактора; безопасное поручение; атрибуция в шлюзе; публичная оплата до зачисления кредита. Это отдельные результаты, а не один флажок «готово».\n\n[Обсудить ограниченный пилот ревью](https://tvijo.com/ru#order). Это обращение, а не немедленное списание. [Снимок статусов в JSON](/mcp-update-assets/b72e/status.json).\n","publication_approved":true}]}