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Модель предлагает, код решает: проверяемые бизнес-решения на Python с маленькими моделями

Коротко. Если спросить языковую модель «одобрить возврат?», она вернёт ответ и вероятность. Правила, которое гарантированно выполнится, доказательства, которые можно проверить, и записи, которую можно воспроизвести через полгода, она не вернёт. solvi — открытая библиотека на Python (Apache-2.0), которая делит работу пополам: модели предлагают факты (цитату из документа, выбор из списка), обычный код их проверяет и считает ответ, а каждый шаг попадает в след, сцеплённый хешами. В версии 0.5.0 контрактом стали типы Python: аннотации описывают факты, вопросы и виды ответов, включая «в тексте не сказано», точный фрагмент текста и цитату-довод. Ниже — пример с настоящим кодом и настоящим выводом, цифры, три обучаемых компонента, которые проиграли простому коду, и ограничения.

Я автор solvi.

Как я к этому пришёл и что пытался решить

Начинал я вообще с другого: проверял, дают ли нейросетям реальное преимущество гиперкомплексные числа — кватернионы, октонионы и то, что выше. Честный ответ оказался скромным: только там, где задачу покрывает точный закон, например композиция поворотов. В остальном «настоящая» алгебра работала не лучше подделки. Самым полезным оказалась не сама алгебра, а вычисляемая часть рядом с обучаемой: она знает, когда сети не стоит верить.

Потом я смотрел на «решающие модели», которые напрямую отвечают на типизированные вопросы: закрытую Jev и её открытый аналог Laya. Они быстрые, но нельзя проверить, почему они ответили именно так, они могут перебить правило и выдумать число или цитату. А мне нужно было другое: решения в бизнес-процессах, которые обязаны соблюдать жёсткие правила, объясняться аудитору и не галлюцинировать. Отсюда и устройство solvi: модель только предлагает, код проверяет и решает, а весь путь записан в след, который можно воспроизвести. Дальше — о том, как это выглядит на практике.

Почему не стоит отдавать решение модели целиком

Большая часть решений внутри компании мелкие и частые: одобрить авансовый отчёт, отправить обращение в нужную очередь, оплатить счёт, заморозить аккаунт. У них три общих свойства.

Часть правил не обсуждается. Заявке на возврат старше 30 дней — отказ. Угроза судом — в юротдел. Счёт, который не сходится с заказом, не оплачивается.
Кто-то спросит «почему». Аудитор, регулятор, клиент или коллега, который разбирает спорный случай.
Большая часть ответа — арифметика. Сумма в пределах лимита, доставка была 12 дней назад, переводы в сумме чуть-чуть не дотягивают до порога обязательного контроля.

Модель, которая отвечает на такие вопросы напрямую, слаба во всех трёх пунктах. Правило можно написать в промпте, но вероятность всё равно может его перебить. В одном из наших сравнений модели, которая просто отвечает на вопросы, прямо сказали: угроза судом — высокий приоритет и очередь legal. На обращении со словом «юрист» она ответила «очередь: billing» (0.94) и «приоритет: normal» (0.49). Она может сослаться на то, чего в документе нет. Числа она «считает» по сходству, поэтому они выходят примерно правильными. А когда через месяц спрашиваешь, почему она что-то одобрила, в ответ снова получаешь вероятность.

Проверка вывода по JSON-схеме помогает с формой ответа, но не с его опорой на документ. Идеально оформленный {"approve": true, "evidence": "Total: 488.60"} всё равно неверен, если в документе написано 48.60.

Как вы сейчас проверяете, что LLM не выдумала сумму? Сверяете регуляркой, просите вторую модель перепроверить или просто верите? Мне правда интересно, какой способ прижился у вас, — напишите в комментариях.

Идея: модель предлагает, код решает

Принцип solvi умещается в одну строку: модель предлагает, детерминированный код решает, всё записано в след.

Схема solvi: вход (текст, JSON или состояние pydantic) идёт к моделям, которые предлагают факты, затем к проверкам кодом — типы, привязка цитат по смещениям, жёсткие правила, ограничения; затем код считает ответ, всё пишется в след с цепочкой хешей и аудит; выходы «отклонить», «воздержаться», «эскалировать»

Задача описывается каталогом обычных функций Python:

@cat.fn — вычисление (refund_amount, days_since_delivery);
@cat.check — проверка «да/нет», мягкая или жёсткая. Проваленная жёсткая проверка сама задаёт ответ, и ничто её не перебьёт;
@cat.extract — значение, найденное в тексте; возвращается как Quote со смещениями символов;
@cat.rule(question) — правило, которое выдаёт типизированный ответ.

Сигнатура функции — это её контракт: имена аргументов — факты, которые она читает, имя функции — факт, который она задаёт. Дальше вы задаёте типизированные вопросы: да/нет, выбор из списка, порядковая шкала, набор меток, а с 0.5.0 ещё «не сказано», точный фрагмент текста, ранжирование и число с интервалом. Ответов свободным текстом нет.

На каждый запрос стратег идёт от заданных вопросов назад по сигнатурам и исполняет только то, что нужно. Жёсткие проверки идут первыми; если одна провалилась, шаги, нужные только уже решённым вопросам, пропускаются. Независимые медленные части — вызовы API, инференс моделей — идут параллельно.

У каждого факта есть происхождение:

вид	откуда значение	что держит его честным
`given`	из запроса	хеш входа — в начале следа
`computed`	обычная функция	при повторе её пересчитывают и сравнивают
`quoted`	извлекатель	цитата обязана быть текстом ровно по своим смещениям
`decided`	выбор модели среди объявленных вариантов	значение обязано быть одним из вариантов
`learned`	обученная голова или выученный список правил	записан отпечаток модели

Прежде чем что-то использует вывод модели, он проходит защиты:

цитата модели, которая не совпадает буквально с doc[start:end], отклоняется (grounding);
выбор вне объявленных вариантов отклоняется (closed set);
при низкой уверенности вопрос воздерживается и говорит, что ответил бы;
значение, которое не проходит свою аннотацию типа, отклоняется (type rejected, новое в 0.5.0);
жёсткая проверка решает независимо от любой уверенности.

Отклонённый факт просто отсутствует: запускается следующий производитель из цепочки запасных или зависимые ответы воздерживаются. Каждое событие считается и видно в аудите.

Пример: авансовый отчёт, который решают дважды

Возьмём авансовый отчёт за такси и решим его одним каталогом дважды: сначала только кодом, потом с моделями за двумя его частями. Модели здесь — маленькие заглушки, чтобы пример запускался без torch; настоящий извлекатель на ModernBERT записывается в след точно так же. Полный скрипт — examples/12_grounded_audit.py в репозитории.

CLAIM = """Expense claim #2291
Vendor: City Taxi Ltd
Taxi from the airport to the client office, 14 km.
Total: 48.60 EUR
"""

def build(extractor=None, classifier=None):
    cat = Catalog()

    def regex_total(doc):
        m = re.search(r"Total:\s*([0-9]+\.[0-9]{2})", doc)
        if m is None:
            raise ValueError("no total in the document")
        return Quote(m.group(1), m.start(1), m.end(1))

    if extractor is None:                    # без модели: сумму находит только регулярка
        @cat.extract
        def total(doc):
            return regex_total(doc)
    else:                                    # сначала модель, регулярка — запасной вариант
        cat.extract(extractor.field("total_model", r"Total:\s*([0-9.,]+)"), provides="total")

        @cat.extract(provides="total")
        def total_regex(doc):
            return regex_total(doc)

    if classifier is not None:
        @cat.fn(model=classifier, options=CATEGORIES)
        def category(doc):
            p = classifier.predict(doc)
            best = max(p, key=p.get)
            return Decision("luxury" if classifier.rogue else best, p)
    else:
        @cat.fn
        def category(doc):
            low = doc.lower()
            return max(CATEGORIES, key=lambda c: sum(low.count(w) for w in KEYWORDS[c]))

    @cat.fn
    def amount(total):
        return float(total.replace(",", ""))

    @cat.check(hard=True, then={"approve": "no"})
    def amount_positive(amount):
        return amount > 0

    @cat.rule("approve")
    def approve(amount, category, limit):
        return amount <= limit[category]

    @cat.rule("category")
    def category_answer(category):
        return category

    return cat

QUESTIONS = [Question("approve", "Approve the claim?", Answer.yes_no(), checkpoints=["amount_positive"]),
             Question("category", "Expense category", Answer.choice(CATEGORIES), min_confidence=0.5)]

С моделями за total и category вызов print(res.audit()) для одобрения выглядит так:

overall: confidence 0.36, weakest approve 0.60; 2/2 answered
approve = 'yes'  [ok]  confidence 0.60  ← computed by approve
  given       doc = 'Expense claim #2291\nVendor: C…; limit = {'travel': 100, 'meals': 60, 'e…
  computed    amount = 48.6
  quoted      total = '48.60'  doc[100:105] literal '48.60'  confidence 0.93  [StandInExtractor demo/extract-total #3d7febfb]
  decided     category = 'travel'  (travel 0.60, meals 0.20, equipment 0.20)  [StandInClassifier demo/expense-category #bb3352d4]
  check       amount_positive = True (hard)
  rule        approve (computed)
  → answer    'yes' — amount = 48.6; category = 'travel'; limit = {'travel': 100, 'meals': 60, 'equipment': 800}
  support     7 items (2 given, 3 computed, 1 quoted by model, 1 decided): 71% deterministic, 2 from models
  safeguards  none fired

Тот же каталог без моделей пишет 100% deterministic. Правила, жёсткая проверка и вопросы одни и те же; меняется только происхождение фактов.

Теперь извлекатель галлюцинирует: возвращает 488.60 с правдоподобными смещениями.

approve = 'yes'  [ok]  confidence 0.60  ← computed by approve
  quoted      total = '48.60'  doc[100:105] literal '48.60'
  ...
  safeguards  grounding rejected ×1, fallback producer ×1
              · grounding rejected: total — total_model: not grounded: '488.60' is not the text at [100:105] ('48.60')
              · fallback producer: total — total_regex used after total_model rejected

Выдуманное значение до правила не доходит, настоящее подставляет запасная регулярка. Дальше классификатор отвечает luxury — категорией, которую никто не объявлял:

category = '—'  [abstain]  confidence 0.00
  decided     category: REJECTED — decision 'luxury' is outside the options ['travel', 'meals', 'equipment']
  → answer    '—' — rule not computed: missing inputs: category; missing category
  safeguards  outside the options ×1

Двусмысленный отчёт («Lunch with the client, taxi back to the office.») получает travel 0.40, meals 0.40 — ниже min_confidence вопроса:

category = '—'  [abstain]  confidence 0.40  ← computed by category_answer
  → answer    '—' — low confidence 0.40 < 0.5; would have answered 'travel' (category = 'travel')

Обратите внимание: система не просто молчит, а говорит, что ответила бы. Такой случай удобно отправлять человеку — у него сразу есть черновик.

Наконец, извлекатель переобучили уже после того, как решение было принято. Повтор старого решения это замечает:

replay of decision 2: False [(1, 'total', 'model changed since this decision: demo/extract-total #3d7febfb2bda3e6d was used,
                              the catalog now has #3abd2fee27f66827')]

За всё время работы system.safeguard_report() считает, что было поймано:

asks 5, answers 7, abstained 3, model outputs 10
  grounding rejected     1
  outside the options    1
  low confidence         1
  fallback producer      1
  ...

Вот что здесь значит «опора на документ». Модель от этого лучше не становится. Зато неверный вывод модели либо ловится до того, как станет ответом, либо виден в аудите — и никогда молча не становится ответом.

След сцеплён хешами в порядке исполнения. replay заново исполняет каждый шаг по записанным входам и называет шаг, который изменили, даже если злоумышленник пересчитал хеши. На 1 000 чистых следах ложных тревог не было, а 500/500 наивных и 500/500 согласованных по хешам подмен пойманы с указанием изменённого шага. Одно ограничение описано в документации: след, честно построенный заново по другому входу, согласован сам с собой. Чтобы поймать такое, сравнивайте хеш входа в следе с квитанцией, опубликованной где-то ещё.

Песочница solvi в браузере, пресет «New in 0.5 · Answer primitives»: пять ответов на вопросы с цитатами и смещениями, «Trace replay: OK» и аудит одного ответа

Песочница работает прямо в браузере: пресет «New in 0.5 · Answer primitives», ответы, повтор и аудит.

Панель «Tamper with the trace» в песочнице: в цепочке из пяти шагов значение шага 1 заменено с True на 999, все хеши пересчитаны, а повтор всё равно находит расхождение ровно на изменённом шаге

Там же можно попробовать подделать след самому: поменять значение, пересчитать хеши и посмотреть, где повтор это заметит.

Типизированные вопросы в 0.5.0

В 0.5.0 контрактом стали аннотации типов. Тип возврата правила — это тип ответа на его вопрос, а модель pydantic — это вход. Пример из разбора обращений в поддержку:

class Ticket(BaseModel):
    message: str
    tier: Literal["free", "pro", "vip"]
    waiting_hours: float

@cat.rule("route")
def route(refund_ask: bool, message: str) -> Literal["billing", "tech_support", "general", "legal"]: ...

@cat.rule("priority")
def priority(time_pressure: bool, anger: bool, tier: str) -> Scale[Literal["low", "normal", "high"]]: ...

@cat.rule("order_id")
def order_id(message: str) -> Maybe[Span[str]]:
    m = re.search(r"\border\s+#?(\d{4,})", message, re.I)
    return Quote(m.group(1), m.start(1), m.end(1), source="message") if m else Unknown   # в обращении не сказано

Maybe[Span[str]] означает: ответ — точный кусок сообщения (смещения проверяются) или «не сказано». Это настоящий ответ с уверенностью. Он не равен «нет» и не равен воздержанию, когда solvi отказывается отвечать. Разница важна: «клиент не указал номер заказа» и «я не смог понять, указал ли он» ведут к разным действиям.

На обращении с угрозой юристом приоритет решает жёсткая проверка, и аудит это показывает:

priority = 'high'  [forced]  confidence 1.00  ← computed by no_legal_threat
  quoted      legal_threat = True  message[43:49] converted from 'lawyer'
  quoted      anger = True  message[0:10] converted from 'Third time'
  check       no_legal_threat = False (hard, decides the answer)
  constraint  threat_means_high: satisfied
  support     8 items (3 given, 2 computed, 3 quoted): 100% deterministic
  safeguards  hard check decided ×1

Код из примера с разбором обращений: жёсткая проверка no_legal_threat, правило приоритета со шкалой low/normal/high, обращение с угрозой юристом и настоящий вывод аудита — ответ решила жёсткая проверка, цитаты со смещениями, 100% детерминированно, подделанный след пойман

Уверенность у всех видов ответов значит одно и то же: вероятность, что ответ в таком виде верен. Поэтому у ответа целиком есть одна общая уверенность — произведение по отвеченным вопросам — и самый слабый вопрос. Несовпадение типов между двумя функциями падает сразу при регистрации второй. Значение, которое не прошло свой тип во время исполнения, отклоняется так же, как выдуманная цитата: запускается следующий производитель или ответ воздерживается.

Те же типы объявляют вопросы и для модели. Поля модели pydantic становятся вопросами к решателю (decider). Он отвечает на них по тексту или по состоянию в JSON, у каждого ответа — калиброванная уверенность и сигнал «действовать / эскалировать». Эскалированный ответ воздерживается и говорит, что ответил бы, — его можно отдать человеку.

Где для вас проходит граница: что модель может решить сама, а что — только правило? У нас, например, «угроза судом» всегда жёсткая проверка, а «клиент раздражён» спокойно отдаётся модели. Любопытно, как такую границу проводят в других командах — особенно там, где решения потом проверяет аудит.

Обучение без отказа от гарантий

Некоторые ответы трудно записать правилом — например, флаг «проверить на мошенничество» или уровень риска. solvi учит их по фактам, которые считает каталог, а не по сырому тексту:

system.fit_fast(question, examples) подгоняет гребневую голову в замкнутой форме за миллисекунды. В примере с заказами интернет-магазина 200 примеров обучились за 109 мс (точность 0.973) против 1.2 с у логистической регрессии fit (0.923).
system.teach(question, state, correct) принимает одно исправление проверяющего поправкой ранга 1. В том же примере медиана — 0.09 мс на исправление; ничего не переобучается, правила и жёсткие проверки не меняются.
system.learn_rule выучивает читаемый список правил. На чеках SROIE регион по распознанному адресу выучился в виде 21 однострочного правила вроде «в адресе есть число, начинающееся с 43 → Selangor». Это дало 89.2% там, где написанное руками правило давало 60.9%.

Обученные части помечены в аудите как learned, с отпечатком. Изменённая голова видна при повторе так же, как изменённая модель.

Цифры

Документы. Для сравнения взята та самая Laya — открытая модель на ModernBERT-large, которая отвечает на типизированные вопросы напрямую. Её дообучили по рецепту авторов на тех же обучающих документах.

задача	solvi	модель, которая отвечает сама
SROIE, чеки, 6 вопросов (361 чек)	97.8%	92.6%
SROIE, только 100 обучающих чеков	95.9%	80.0%
CORD, чеки, 4 вопроса	98.5%	96.0%
CORD, доля ответов при точности ≥ 99%	99.7%	14.2%
CUAD, договоры, 5 вопросов (медиана 33 тыс. символов)	94.8%	77.5%

Ошибка калибровки (ECE) — 0.008 / 0.011 / 0.027. На документах каждый ответ опирается на цитату по указанным смещениям, либо система воздерживается.

Оговорки. Один сид на конфигурацию. Метки вопросов SROIE выведены правилами из эталонных полей — это на руку вычисляемым вопросам. На CUAD модель для сравнения видит только первые 1024 токена, а solvi читает договор целиком и там примерно в 10 раз медленнее.

Галерея. Двенадцать задач: разбор обращений, маршрутизация писем, модерация контента, алерты безопасности, аудит действий ИИ-агента, выкатка релиза, KYC/AML, клинический скрининг, отказ в кредите с объяснением, трёхсторонняя сверка в закупках, возвраты за двойное списание и предиктивное обслуживание. Шесть из них прогнали и через Laya без дообучения, с правилами прямо в тексте вопросов: разбор обращений 50/50 против 33/50, маршрутизация писем 18/18 против 11/18, модерация 30/30 против 18/30, алерты безопасности 18/18 против 8/18. Это демонстрация, а не бенчмарк: случаи мы писали вместе с каталогами. Что остаётся верным в любом случае — это устройство: жёсткие правила не перебить, числа считаются, у цитат есть смещения, а при нехватке данных система воздерживается.

Скорость. Решение только на правилах — около 0.4 мс. Стратег планирует каталог из 10 000 частей примерно за 6 мс и исполняет 2.4% из них. На столе страховых выплат с шестью медленными сервисами (по 100–300 мс) полное решение занимает 463 мс против 1 122 мс у скрипта, который считает всё подряд. Если первым выясняется, что полис истёк, — 152 мс.

Маленькие модели. solvi-ai/extract-base (ModernBERT-large) находит поле по его описанию; его граф ONNX fp16 работает прямо в браузере. Решатель solvi-ai/decide-large (396M) отвечает на типизированные вопросы по тексту или по состоянию в JSON. На публичной части набора Fast Decisions от Fastino без примеров он даёт 59.4% против 62.9% у GLiNER2.5-Decide (340M) в той же обвязке — то есть на выборе без примеров GLiNER он не обгоняет; с 64 размеченными примерами доходит до 63.0%, вровень. Важно: публичная часть — это dev-часть. Официальная таблица лидеров посчитана на тестовой части, и сравнивать наши числа с ней напрямую нельзя.

Впереди большая модель decide-large на типизированных вопросах по состояниям в JSON: 54.5% против 50.3% у GLiNER и 36.0% у базовой Laya. Её цитаты-доводы поддерживают ответ в 62% случаев на ContractNLI — но этот тест «в распределении»: его обучающая часть была в обучении. На CPU с ONNX fp16 ей нужно 137 мс на вопрос, так что лучше GPU. Ученик solvi-ai/decide-base (150M) укладывается примерно в 50 мс (Fast Decisions dev 56.3%, типизированные вопросы 54.5%). «Суждения» большой LLM-учительницы нет ни у одной из них — поэтому они и работают за проверками и эскалацией.

Тест типизированных решений, точность без примеров: Laya base 36.0%, GLiNER2.5-Decide 50.3%, decide-base 54.5%, decide-large 54.5%; decide-large после подгонки на 300 примерах 64.9%

Fast Decisions, публичная dev-часть: GLiNER2.5-Decide 62.9% без примеров; decide-large 59.4% без примеров и 63.0% после 64 примеров; decide-base 56.3% и 60.4%; Laya 48.9%

ContractNLI, доля цитат, поддерживающих ответ: прошлая версия модели 23%, decide-base 46%, decide-large 62% (тест в распределении)

Три обучаемых компонента, которые проиграли простому коду

Всё выше — итог длинной серии опытов, в которых критерии успеха записывались до запуска, а результат сообщался как есть; журнал и код — в репозитории. Три отрицательных результата определили, какой получилась 0.5.0:

Дешёвые приёмы для решателя — усреднение весов, перестановки вариантов, температура по проверочной выборке, третий этап обучения — сдвинули Fast Decisions не больше чем на ±0.8 пункта, всё в пределах шума. Температура по проверке даже ухудшила калибровку без примеров (ECE 0.233 → 0.326). Потолок задают обучающие данные, а не трюки.
Попытка сопоставлять имена функций моделью. Задача — связать функции, которые писали разные команды, каждая со своими именами. На знакомых стилях имён модель строила 82% точных планов, на новых — 11.5%. А проверка типами и пробным исполнением не отвергла ни одного плана, хотя 72% отвеченных планов дали неверный ответ. В библиотеку это вошло только как экспериментальная функция: принятые псевдонимы — лишь подсказка, которую надо просмотреть.
Эксперимент с обучаемым стратегом (34.5M параметров) на каталогах до 128 шагов. Он снизил цену плана с 1.48 до 1.07 от оптимума — ровно столько же, сколько список из 10 ключевых слов. Простой код с объявленными ценами находит точный оптимум за 9 мс, модели нужно 420 мс. В релиз вошёл код: он обходит тупики и решает задачу 0/1 по объявленным ценам. Стратег из 0.4 на каталогах из 65–128 шагов с тупиками доходил до цели в 0% случаев, новый кодовый — в 100%. Мемоизация старого стратега ускорила один план из 127 шагов со 130 с до 0.8 мс.

Один обучаемый компонент всё-таки выиграл — там, где у кода готового ответа нет: стратег для пошаговой стратегии в духе 4X. Три маленькие сети (около 23 тыс. весов) выбирают среди ходов, которые разрешили жёсткие «законы», а независимая проверка перепроверяет каждое решение. На 32 новых картах фракция была сильнее среднего соперника на 26 и лидировала на 23; нарушений законов — 0 на 9.4 млн решений, 0.11 мс на решение. Значимо лучше, чем простой просмотр на ход вперёд с проверкой, она не оказалась, а одна из четырёх партий на 20 000 ходов развалилась. Сыграть против неё можно в Space realms.

solvi realms после 100 ходов: карта четырёх фракций и карточка решения лучника — оценки сети, какие ходы убрали законы и «check: ok»

Ограничения

Новым полям нужны метки. Найти поле по одному описанию получается плохо: базовый извлекатель даёт 46.5% и 67.9% на двух незнакомых полях чеков и 73.1% на незнакомых видах условий в договорах. С 40 размеченными договорами — 85.5%. Закладывайте 25–100 размеченных документов на задачу.
int8 на CPU теряет точность: 11–12 пунктов на суммах, названиях компаний и адресах. fp16 точность сохраняет.
Сырая уверенность решателя не калибрована между доменами. Порог «действовать», подобранный на наших данных, не держит свою долю ошибок на новом домене. Подгоните и откалибруйте его на 30–60 размеченных примерах своей задачи (part.fit, part.calibrate_for(examples, error=0.05)). Порог, который идёт вместе с моделью, на новых настоящих текстах слишком уверен: при пороге «ошибка ≤ 10%» реальная ошибка на трёх наших отложенных наборах была 32–39%. Цитаты-доводы всегда дословные — solvi отвергает всё остальное, — но не всегда именно то условие, которое поддерживает ответ (62% на ContractNLI у decide-large, 46% у decide-base).
Обучаемый стратег почти не помогает. Выученный порядок жёстких проверок экономил 0–11% времени, оракул — 0–12%. Предел задаёт устройство каталога, а не предсказатель. По умолчанию он выключен.
Никакого сгенерированного текста. Только типизированные ответы: да/нет, выбор, шкала, набор меток, «не сказано», фрагменты, ранжирование, оценки чисел.

Что дальше

Догнать GLiNER2.5-Decide на выборе без примеров. Большая модель и ученик для CPU вышли, но без примеров всё ещё отстают на 3.5 пункта. Дальше — больший набор для оценки, похожий на Fast Decisions (на нынешнем рецепты не различить), и режим «несколько вопросов за проход», который совпадает с «одним вопросом за проход» на настоящих текстах. Цифры опубликуем в любом случае.
Цены из измерений. Стратег уже записывает, сколько длится каждая часть; дальше он будет планировать по измеренным ценам и писать в след, какими пользовался.
Цитаты, которые поддерживают ответ, а не просто дословно есть в тексте.
Руководства под типовые задачи: разбор обращений, классификация с эскалацией, solvi как инструмент для LLM-агента, модерация и персональные данные — у каждого скрипт и пресет в песочнице.

Попробовать:

песочница (работает в браузере, без сервера): https://huggingface.co/spaces/solvi-ai/playground
документы (извлекатель в браузере): https://huggingface.co/spaces/solvi-ai/documents
аркада («взломай след», объяснимые игровые агенты): https://huggingface.co/spaces/solvi-ai/arcade
код: https://github.com/solvi-ai/solvi · pip install solvi
модели: https://huggingface.co/solvi-ai

Вместо заключения

У вас бывало, что модель уверенно ответила там, где ответ должно было дать правило, — и это всплыло только на разборе инцидента? Или наоборот: правила разрослись до сотен if, и хочется отдать часть модели, но страшно?

Мне полезнее всего не список желаемых функций, а конкретный случай. Если есть минута, опишите в комментариях один сценарий из своей работы в таком виде: какое решение принимается, на каких данных, какое правило нельзя нарушать ни при каких условиях и кто потом спрашивает «почему». Самые показательные случаи я попробую собрать в каталог solvi и покажу, где связка «модель + код» справилась, а где нет.

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28 сент. 2026 г.

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30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
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04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
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19.08.26 14:50 BAYER7043

My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
05.09.26 21:38 [email protected]

I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.10.26 21:26 [email protected]

I Invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 17:44 Darrell1717

I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
11.10.26 03:04 Patricia014

Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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