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Н Новости

Длинный контекст в open-source моделях 2026 и обвязка под него

fe811653fe5f33caa9dcfebe5d4df512.jpg

Привет, Хабр! Я Владимир Лушин, делаю ИИ-агенты и инструменты для работы с кодом. Статья, вроде, серьёзная, но с пуделями. Так уж вышло, что дрессировка собаки объясняет внимание в LLM понятнее любых формул с softmax.

В карточках свежих open-source моделей везде написано «1 млн контекста». Внутри при этом точно читается совсем другое количество токенов: GLM-5.3 выбирает для каждого шага 2048 токенов из истории, DeepSeek-V4-Pro — 1024 сжатых блока, а у Qwen3.8 и Kimi K3 всю историю целиком видит лишь каждый четвёртый слой.

Для агента это быстро становится вполне практической проблемой: правило из AGENTS.md к сотому вызову инструмента тихо перестаёт работать, и «ну вот же оно, в контексте!» уже не аргумент. Я полез разбираться, как устроено внимание в открытых моделях 2026 года и что с этим делать в обвязке, чтобы агент не забывал правила к середине сессии.

Примечание:

  • Все свежие открытые модели читают длинный контекст выборочно. Три семейства: разрежённое top-k (GLM-5.x, DeepSeek-V4, MiniMax M3), гибриды «3 линейных + 1 полный» (Qwen3.5—3.8, Kimi K3, GLM-5.3-Flash), скользящее окно + глобальные слои (Gemma 4).

  • Гарантированно точно читаются только последние сотни токенов. Всё остальное должно либо «выиграть отбор» по релевантности, либо дожить в сжатом виде.

  • У большинства моделей качество ломается где-то в районе 128—256 тыс., а Kimi K3 с компактизацией на 300 тыс. обгоняет саму себя с полным окном в 1 млн.

  • Обвязке важнее, куда положить текст, чем что в нём написать. Лучше всего работают чистка старого вывода инструментов, поиск по запросу вместо «залить всё», постепенное раскрытие, состояние вне окна, повтор правил в конце.

  • А то, что нельзя нарушать никогда, закрывайте хуками и правами доступа, вниманию такое доверять не стоит.

Сразу поясню: часть конфигураций я читал прямо из config.json на Hugging Face, часть — из карточек и техотчётов. Где данные вторичные, я это помечаю. А всё про «что модель читает» я вывожу сам из архитектуры, разработчики такого нигде не заявляли.

На пальцах: как модель вообще читает контекст?

Человек читает слева направо и ставит закладки. У модели закладок нет. На каждом шаге генерирования каждый слой заново выбирает, на какие из прошлых токенов смотреть и насколько сильно, и этот выбор называют вниманием.

Допустим, в начале сессии агенту сказали: «не трогай migrations/». Через 300 тысяч токенов он пишет команду rm -rf …. Чтобы правило сработало, в момент генерирования этой команды хотя бы часть слоёв должна «дотянуться» до той строчки в начале и дать ей заметный вес. Дотянется или нет — уже вопрос вероятности.

Теперь представьте часовое занятие с кинологом. В самом начале он сказал пуделю: «фу, с земли ничего не брать». Потом были десятки команд: сидеть, лежать, рядом, ко мне, снова сидеть. И вот на земле лежит кусок колбасы, а в голове у пуделя в основном последнее «гуляй!». Угадайте, кто теперь жуёт колбасу.

Пудели ещё вернутся, поэтому сразу словарик.

На тренировке

В агенте

Пудель, который решает, куда бежать

Модель на одном шаге генерирования

Все команды за занятие

Контекст

На какие команды пудель реагирует прямо сейчас

Внимание

Что у пуделя осталось в голове от занятия

KV-кеш

Последняя команда «гуляй!»

Хвост контекста

«Фу, с земли не брать» в начале занятия

Правило из AGENTS.md в начале сессии

Кинолог говорит «фу» за шаг до колбасы

Внедрение хука в хвост

Намордник

Deny-хук, права доступа

Эксперт на экзамене по послушанию, который не видел тренировок

Субагент-ревьюер

Дневник кинолога «что уже отработали»

Компактизация, файл прогресса

Теперь немного матчасти. Полное внимание считает вес для каждой пары «текущий токен — прошлый токен», и на 1 млн токенов это квадрат по стоимости. Платить его никто не хочет, поэтому в 2026 году полное внимание во всех слоях на всём окне почти никто не делает.

Физически прошлое хранится в KV-кеше: ключи и значения для каждого токена в каждом слое. Если кеш сжимают (меньше голов, латентное пространство, слияние соседних токенов), то часть деталей пропадает ещё до того, как модель решит, куда смотреть.

И да, число «1 млн контекста» в карточке говорит только о том, сколько токенов влезет на вход. Сколько из них модель учтёт точно на конкретном шаге — отдельный и куда более грустный вопрос.

На практике всё зависит от того, как инструкция из обвязки доезжает до момента генерирования и где по дороге теряет вес.

Зоопарк внимания 2026: три семейства

Я свёл свежие открытые модели в одну таблицу, и полного внимания по всему окну в каждом слое нет ни у кого. Экономят все, только по-разному.

схема слоёв · по конфигам моделей, пропорции Gemma схематичны
Схема слоёв · По конфигам моделей, пропорции Gemma схематичны.

У всех трёх большинство слоёв видит либо отобранное, либо сжатое прошлое.

те же три семейства на пуделях · иллюстрация, не масштаб
Те же три семейства на пуделях · Иллюстрация, не масштаб.

Самый капризный здесь пудель в шорах: всё, что не перед носом, для него не существует. Ищейка терпимее, но команду найдёт только по запаху текущей задачи, а бригада без своего стенографиста вообще ничего не вспомнит.

1. Разрежённое внимание: «читаю только релевантное»

Маленький «индексатор» дёшево оценивает всю историю и отдаёт полному вниманию только top-k самых похожих на текущий шаг токенов или блоков. Попал в top-k — тебя прочитают точно. Не попал — ну, на этом шаге тебя просто нет.

  • GLM-5.3 вышел в августе 2026 и, по карточке, сидит на той же базе, что GLM-5.2: все улучшения — дообучение. В конфигурации: DSA с index_topk 2048, MLA (латент 512 + 64 на RoPE), 78 слоёв, max_position_embeddings 1 048 576 без YaRN.

  • Главное поменялось ещё в GLM-5.2: окно выросло с ~200 тыс. (у GLM-5.1) до 1 млн, и появился IndexShare — один индексатор на четыре разрежённых слоя, в 2,9 раза меньше FLOPs на 1 млн. То есть четыре слоя подряд смотрят на один и тот же набор токенов.

  • В техотчёте GLM-5 есть показательное сравнение на 128 тыс.: разрежённое внимание выигрывает на поиске иглы (97,0 против 95,5 у плотного), но проигрывает на многошаговом HotpotQA (63,0 против 66,3). Один факт модель находит нормально, а вот связать несколько далёких ей уже тяжелее.

  • DeepSeek-V4 делает то же самое, но поверх сжатого кеша. Слои CSA сжимают KV в 4 раза и берут top-k 1024 (у Pro) или 512 (у Flash), слои HCA сжимают в 128 раз и читают всё плотно, плюс везде есть окно из последних 128 токенов и обучаемые sinks. Контекст 1 млн через YaRN ×16, KV-кеш на 1 млн — 10% (Pro) и 7% (Flash) от V3.2.

  • DeepSeek-V4.1-Flash (сентябрь 2026, дата по вторичному источнику) добавил CSA2 с иерархическим индексатором и FP4 KV: постоянный кеш — примерно 1/8 от V4-Flash. Карточка советует max_tokens не меньше 256 тыс.

  • MiniMax M3 отбирает целыми блоками: MSA для каждой группы GQA-голов берёт top-k блоков и считает по ним точное внимание. В примере ядра — блоки по 128 и 16 лучших; для самой M3 эти числа официально не подтверждены.

2. Гибриды: «три линейных слоя на один полный»

Линейный слой (Gated DeltaNet, KDA, Mamba) вообще не хранит токены и всю историю переписывает в состояние фиксированного размера. Примерно как конспектировать всю пару на одном листе А4: к концу старое уже затёрто свежим. Точную память о далёких токенах держат только редкие полные слои.

  • Вся линейка Qwen от Qwen3-Next до Qwen3.8 строится из блоков «3 Gated DeltaNet + 1 Gated Attention». У Qwen3.8-2.4T-A95B это 92 слоя, из них всего 23 полных, и в каждом только 4 KV-головы. Механизм внимания от версии 3.5 к 3.8 при этом не трогали, весь прирост — за счёт обучения.

  • Нативный контекст у всех Qwen 3.5—3.8 — 262 144 токена, до ~1 млн только через YaRN ×4. В каждой карточке предупреждение: статический YaRN может ухудшить короткие тексты, включайте его, только когда нужно.

  • Qwen3.7 в open source не выходил: только API-версии Max/Plus/Flash. Свежайшие открытые веса — Qwen3.8-27B (Apache-2.0) и 2.4T-A95B под собственной лицензией.

  • Kimi K3 — 69 слоёв Kimi Delta Attention и 24 Gated MLA строго в пропорции 3:1, контекст 1 млн.

  • GLM-5.3-Flash скрестил оба подхода: 34 слоя KDA и 11 разрежённых MLA-слоёв без позиционного кодирования с top-k 2048. То есть далёкому токену должно повезти дважды: попасть в редкий полный слой и ещё выиграть там отбор. Данные по структуре — из конфига и вторичного обзора.

  • Nemotron 3 Ultra (июнь 2026, 550 млрд/55 млрд) — гибрид Mamba-2 с небольшим количеством слоёв внимания (2 KV-головы).

3. Скользящее окно + глобальные слои: «близкое — всегда, далёкое — иногда»

Локальный слой смотрит только на последние N токенов, глобальный — на всё окно. Gemma 4 держит окно 1024 токена на 12, 26, 31 и 512 млрд на маленьких E2B/E4B, контекст 256 тыс. Точное соотношение локальных и глобальных слоёв в официальной карточке не названо.

Модель

Выход

Механизм

Что из далёкого читается точно

Макс. контекст

GLM-5.3

август 2026

DSA + MLA, IndexShare

2048 токенов на шаг

1 млн

GLM-5.3-Flash

август 2026

34 KDA + 11 разрежённых MLA

Top-2048, только в 11 из 45 слоёв

1 млн (по конфигу)

DeepSeek-V4-Pro

апрель 2026

CSA (×4 + top-k) + HCA (×128) + окно 128

1024 сжатых блока + последние 128

1 млн (YaRN ×16)

DeepSeek-V4.1-Flash

сентябрь 2026

CSA2 + иерархический индексатор, FP4 KV

Top-k по сжатому кешу

1 млн

MiniMax M3

июнь 2026

MSA, блочно-разрежённое

Top-k блоков на группу голов

1 млн

Qwen3.8-2.4T-A95B

август 2026

3 Gated DeltaNet + 1 Gated Attention

Полный KV в 23 из 92 слоёв

262K, ~1 млн с YaRN

Qwen3.6-35B-A3B

апрель 2026

3 Gated DeltaNet + 1 Gated Attention

Полный KV в 10 из 40 слоёв

262K, ~1 млн с YaRN

Kimi K3

июль 2026

69 KDA + 24 Gated MLA

Полный доступ в 24 из 93 слоёв

1 млн

Nemotron 3 Ultra

июнь 2026

Mamba-2 + редкие слои GQA

Только слои внимания

1 млн

Gemma 4 31B

2026

Окно 1024 + глобальные слои

Всё — только в глобальных слоях

256 тыс.

Что модель реально видит: четыре зоны контекста

Если свести все три семейства к одной картинке, то контекст агента делится на четыре зоны. Модель самодельная, ни одну конкретную архитектуру она точно не описывает, но с замерами 2026 года сходится неплохо.

схема зон контекста · инженерная модель по архитектурам 2026
Схема зон контекста · Инженерная модель по архитектурам 2026.

Инструкция в середине доживёт до момента действия, только если выиграет отбор — или если обвязка перенесёт её в хвост.

Последнюю команду пудель слышит всегда. Из старых — только те, что похожи на то, что он делает сейчас: видит миску — вспоминает «ждать». А то, что кинолог говорил в начале занятия про всё подряд, сидит в голове как «ну там что-то было». Даже у самого умного пуделя к концу часа концентрация уже не та.

Хвост, то есть последние сотни токенов, модель видит всегда, в любом из трёх семейств: через скользящее окно, свежее состояние линейных слоёв или локальные слои. Фрагмент, похожий на текущий шаг, может выиграть top-k и прочитаться точно, если индексатор вообще заметит связь. Всё остальное модель помнит сжато: состояние линейных слоёв, KV со сжатием ×128 у DeepSeek-V4. Подробности при этом размыты.

Хуже всего приходится середине длинной истории. Туда уезжают старые выходные данные инструментов, прочитанные спецификации и правила, сказанные один раз «когда-то там». Две теоретические работы 2026 года (2603.10123, 2602.16837) и вовсе утверждают, что U-образный провал в середине заложен в сами каузальные декодеры.

Что намерили?

Окно в 1 млн работает, но качество плавно проседает с длиной, а у агентов ещё и со временем.

карточка Qwen3-Next и техотчёт Nemotron 3 Ultra (base) · RULER, 128K–1M
Карточка Qwen3-Next и техотчёт Nemotron 3 Ultra (base) · RULER, 128 тыс. — 1 млн.

Да, Qwen3-Next — это ещё осень 2025-го. Но схема внимания у Qwen3.5—3.8 та же, а послойных кривых по длине для новых версий Qwen почему-то не публикует.

  • До 32 тыс. Qwen3-Next держит на RULER 98—99, а дальше начинается спуск с графика выше (карточка); у Nemotron 3 Ultra картина та же (техотчёт). Gemma 4 31 млрд на MRCR v2 с 8 иглами даёт 66,4 уже на 128 тыс. (карточка).

  • Забавно, что компактизация обгоняет полное окно. Kimi K3 с компактизацией на 300 тыс. набирает 91,2 на BrowseComp против 90,4 с целым 1 млн (карточка). У GLM-5.1 та же история: 79,3 с управлением контекстом против 68,0 без него (карточка).

  • Агенты, которые работают с корпусом как с файлами и ищут по нему, на входах от 385 тыс. обходят модель с полным контекстом на 12—68 пунктов (2603.20432).

  • Инструкции выветриваются. В MTAC-IFBench доля ходов, где соблюдены все ограничения, у GLM-5.2 падает с 27,6% до 2,6% к 9—10 ходу (2609.14992), причём обновить старое ограничение моделям труднее, чем добавить новое.

  • С выводом инструментов отдельная беда: по IH-Benchmark модели ставят system выше user в 85,4% случаев, а user выше выходных данных инструмента — только в 68,6% (2607.25987).

  • Хуже длинного шума только похожий: фрагменты-двойники снижают точность сильных моделей на 30—44% (NoisyBench, модели 2025 года). Для top-k неудивительно: двойники просто занимают места оригинала.

  • И пересказ кода теряет поведение: по пересказу модели ответили на 4 из 45 вопросов о поведении, по исходному коду — на 27 (2607.09691).

Чего я не нашёл, так это нормальных замеров «игла на разной глубине» для моделей 2026 года. Так что про середину у нас теория и косвенные данные. Красивой тепловой карты не будет, сорян.

Сущности обвязки против механизмов внимания

У любой обвязки — Claude Code, Codex, Qwen Code, OpenCode или самописной — примерно один и тот же набор сущностей. Для каждой я смотрел, в какую зону контекста она попадает и дотягивается ли до неё модель в момент действия. В каком файле она лежит, почти не важно.

На схеме это выглядит так:

сущности харнесса на занятии с кинологом · иллюстрация
Сущности обвязки на занятии с кинологом · Иллюстрация.

AGENTS.md тут как кинолог, который сказал «фу» один раз в начале занятия, а хук повторяет его за шаг до колбасы. Намордник сработает, даже если мимо пробежит белка.

Сущность

Куда попадает

Как достаётся модели

Сила

Что туда класть

Запрещающий хук, права, песочница

Вне модели

Никак: действие просто блокируется

Вне конкуренции

То, что нельзя никогда

Инъекция хука в конец

Хвост, рядом с действием

Окно и свежее состояние — всегда

Высокая, но недолго

Напоминания, цель, текущий список дел

Промпт субагента

System короткого свежего контекста

Всё близко, отбор не нужен

Высокая

Критерии проверки, узкая задача

Вызванный скилл

Близко к хвосту в момент вызова

Сначала хвост, потом уезжает

Высокая сразу, потом падает

Порядок действий для задачи

Системный промпт

Самое начало, роль system

Иерархия ролей + начало окна

Высокая по роли, но далеко от действия

Роль, пара жёстких правил

Файл правил (AGENTS.md, CLAUDE.md)

Начало, обычно user

Начало; дальше — если выиграет top-k

Средняя, садится с длиной

Карта проекта на ~100 строк

Вывод инструмента

Сначала хвост, потом середина

Top-k по похожести, иначе сжато

Низкая и рискованная

Данные, не команды

Компактизация

Новый короткий контекст

Всё снова близко

Возвращает силу, но теряет детали

Решения, состояние, адреса файлов

Состояние вне окна (файлы, git, заметки)

Не в окне, читается по запросу

При чтении ложится в хвост

Высокая в момент чтения

Всё, что нужно дословно

Отдельного бенчмарка под «силу» нет, оценка моя, по архитектурам и замерам выше. Главное, на что опирался:

  • Файлы вроде AGENTS.md, написанные LLM, меняют успех на −0,5…−2 пункта и удорожают работу на 20—23%; написанные людьми дают +2,4 пункта (2602.11988). OpenAI в Harness engineering пришли к тому же: большой AGENTS.md не сработал, сработала карта на ~100 строк со ссылками на docs/.

  • В MTAC-IFBench правила из файла политики проекта держались лучше, чем те же правила в системном промпте (2609.14992). Но там эти правила не менялись по ходу, а строгое соблюдение всё равно сходило почти к нулю, так что гарантий файл правил не даёт.

  • Инъекции через вывод инструментов модели отбивают заметно хуже, чем инструкции снизу в иерархии (68,6% против 85,4%, IH-Benchmark). Поэтому правила в вывод инструмента не кладём, а сам этот текст лучше явно помечать как данные.

Что реально помогает на длинном контексте?

Почти все рабочие инструменты так или иначе сжимают контекст, выбирают, что в него положить, или перекладывают важное в хвост. Я отсортировал их по пользе на единицу усилий. По пометкам «замер», «вендор» и «фон» видно, на чём держится каждый пункт.

Инструмент

Ход

На какое свойство внимания работает

Что известно об эффекте

Чистка и маскирование старого вывода инструментов

Сжать

Меньше длина и меньше двойников для top-k

Около −50% стоимости при том же качестве на SWE-bench Verified (замер, фон 2025)

Поиск по запросу: grep, glob, чтение файлов

Выбрать

Нужное приходит в хвост, а не ждёт отбора

+12…+68 пунктов против «всё в контекст» на входах от 385 тыс. (замер)

Постепенное раскрытие: короткий AGENTS.md, скиллы, поиск инструментов

Выбрать

Короткий префикс, подробности — в хвост по запросу

Навык стоит ~100 токенов до вызова (доки); поиск инструментов — −85% токенов на описания (вендор, 2025)

Состояние вне окна: заметки, файл прогресса, git, журнал сессии

Выбрать

Память не зависит от сжатия KV

Адресуемая компактизация лучше пересказа (замер, ARC); Managed Agents держат весь контекст в журнале

Повтор правил и цели в хвосте через хуки

Переложить

Хвост читается всегда

Косвенно: дрейф инструкций в MTAC-IFBench; прямых замеров нет

Компактизация до перелома

Сжать

Возвращает всё в короткий контекст

Kimi K3: 91,2 на 300K против 90,4 на 1M; GLM-5.1: 79,3 против 68,0 (замер, карточки)

Субагенты для чтения и ревью

Выбрать

Маленький чистый контекст

Помогают на проверке; совместное написание кода на 30% хуже (замер, CooperBench)

Стабильный префикс и кэш промпта

—

Не качество, а цена и скорость

Время до первого токена −60% по медиане (вендор, Managed Agents)

  • Чистка. Агент тридцать раз запускал тесты, и в контексте лежат тридцать почти одинаковых журналов. Для индексатора top-k это тридцать двойников, и свежий журнал может проиграть отбор старому. У Anthropic context editing по умолчанию срабатывает на 100 тыс. токенов и оставляет последние три результата инструментов (документация).

  • Поиск вместо заливки. Не надо класть в контекст весь модуль на 200 тыс. токенов «на всякий». rg "PaymentService" + чтение двух файлов кладёт нужное прямо в хвост. Нюанс: на вопросах по кодовой базе простой векторный индекс однажды обошёл grep-субагента (65,2% против 46,2%), и 41,8% ошибок случились при передаче результата назад (2608.01507). Так что молиться на grep тоже не стоит.

  • Повтор в хвосте. В Claude Code хуки SessionStart, PostToolUse и Stop умеют добавлять additionalContext (до 10 000 символов), а после компактизации правила возвращаются через SessionStart с matcher compact (доки). Там же советуют формулировать такой текст фактами, без повелительного наклонения, иначе может сработать защита от prompt injection.

  • Компактизация. В API она уже есть «из коробки»: у Claude — серверная с порогом и своими инструкциями для резюме (документация), у OpenAI — compact_threshold или отдельный /responses/compact (документация). Рекомендуемого порога никто, кроме Moonshot, не публикует.

Запрещающих хуков, прав и песочницы в рейтинге нет, и это сделано специально. К контексту они отношения не имеют, это страховка на случай, если остальное подвело, и ставится она всегда.

Как собрать свою обвязку под длинный контекст?

Важное держим там, где модель читает надёжно, остальное — снаружи, и подносим по запросу. Правил из этого вышло десять. Где за правилом стоит замер, а где просто мой вывод, помечаю по ходу.

архитектура харнесса · схема по рекомендациям ниже
Архитектура обвязки · Схема по рекомендациям ниже.

Верхняя часть схемы вовремя подносит нужное в хвост, нижняя не даёт середине зарасти. А самой нижней полосе на внимание вообще плевать.

  1. Задайте окну рабочий бюджет ниже максимума и компактизируйте до него. Для открытых моделей перелом обычно в районе 128—256 тыс., у Kimi K3 официальный ориентир — 300 тыс. из 1 млн. YaRN у Qwen «на всякий» не включайте, нативных 262 тыс. почти всегда хватает.

  2. Префикс должен быть коротким и не меняться: роль, пара жёстких правил, карта проекта строк на сто. Только то, чего агент не выведет из кода сам. Бонусом стабильный префикс держит кеш промпта горячим, это уже по замерам вендоров.

  3. Правила пишите так, чтобы их нашёл индексатор. Top-k отбирает по похожести на текущий шаг, поэтому правило должно звучать как сам шаг, с именами файлов и командами. «Аккуратнее с базой» не найдётся никогда. У «alembic downgrade и правки в migrations/ — только после вопроса человеку» шансы есть. Это мой вывод из архитектуры, прямых замеров я не видел.

  4. То, что важно в момент действия, подкладывайте в хвост по событию: выжимку правил каждые N вызовов, цель после компактизации, список дел перед завершением. Формулировать лучше как факты, так советует и документация Claude Code.

  5. Выходные данные инструментов отдавайте страницами: начало, конец и путь к полному журналу на диске. Старые результаты чистите редко и пачками, потому что каждая чистка ломает кеш с места правки.

  6. Двойников быть не должно: одна актуальная версия файла — одна формулировка правила. Если ограничение поменялось, то прямо напишите, что старое больше не действует. По MTAC-IFBench обновлять правила моделям тяжелее, чем добавлять новые.

  7. Состояние живёт вне окна: журнал сессии только на добавление, файл прогресса, git. При сжатии дословно сохраняйте пути, идентификаторы, действующие ограничения и код. Пересказ кода теряет поведение, и это измерено.

  8. Субагентам отдавайте чтение, поиск и проверку, совместную запись лучше не надо. Пусть возвращают адреса вида файл:строка: больше 40% ошибок субагентного поиска случаются как раз на передаче результата.

  9. Длинному циклу нужен отдельный оценщик и стоп по метрике. Агенты оценивают свою работу слишком щедро, скептик с чистым контекстом справляется лучше (Anthropic). Если метрика упала ниже исходной, цикл должен остановиться, и никакой новой задачи «почини» он порождать не должен.

  10. Гарантии делайте вне модели: запрещающие хуки, права, песочница, защищённая ветка. Выходные данные инструментов помечайте как данные, секреты держите подальше от песочницы.

схема без масштаба · правила 1, 4 и 7 в действии
Схема без масштаба · Правила 1, 4 и 7 в действии.

«Пила» на схеме и есть рабочий бюджет в действии: дошли до порога, сжали, поехали дальше.

Настройки под конкретные модели

Модель

Что настроить

Почему

Qwen3.6 / Qwen3.8

preserve_thinking для агентов (в 3.8 включён по умолчанию); YaRN только при нужде, фактор 2.0 для ~524 тыс.

Рассуждения не теряются между ходами, кеш цел; статический YaRN бьёт по коротким задачам

Qwen3.8

Не снижать reasoning_effort вслепую

Судя по карточке, низкий effort в агентных задачах часто даёт повторы и не экономит время

GLM-5.3

clear_thinking=false для агентов (по умолчанию), true для обычного чата; управление контекстом на стороне обвязки

У GLM-5.1 управление контекстом дало +11,3 пункта на BrowseComp

Kimi K3

Компактизация в районе 300 тыс.

Так сам Moonshot считал свои замеры, и это лучше полного 1 млн

DeepSeek-V4.1-Flash

max_tokens не меньше 256 тыс.

Рекомендация в карточке

Пример: правила в хвост каждые 20 вызовов

Иллюстрация в формате хуков Claude Code (PostToolUse). В других обвязках события называются иначе, идея та же.

#!/usr/bin/env bash
# hooks/rules-tail.sh — каждый 20-й вызов инструмента кладёт выжимку правил в конец контекста
S="$(git rev-parse --show-toplevel)/.agent/state"; mkdir -p "$S"
n=$(( $(cat "$S/tool_count" 2>/dev/null  echo 0) + 1 )); echo "$n" > "$S/tool_count"
[ $((n % 20)) -eq 0 ]  exit 0
jq -n --rawfile c .agent/rules.md \
  '{hookSpecificOutput:{hookEventName:"PostToolUse", additionalContext:$c}}'

А вот как может выглядеть сам rules.md — сформулирован как факты и словами самой задачи:

- В этом репозитории файлы в migrations/ меняются только после подтверждения человека.
- Тесты запускаются командой make test; полный лог лежит в .agent/logs/.
- Текущая цель записана в .agent/goal.md.

Чек-лист на один вечер

Восемь пунктов, которые дадут большую часть эффекта. По времени — дольше одной катки, но короче рейда.

  • Рабочий бюджет окна записан в конфигурации, и компактизация срабатывает раньше, чем окно переполнится.

  • Файл правил уложен в ~100 строк и написан руками, без пересказа того, что видно из кода.

  • Вывод инструментов усекается, полная версия пишется на диск.

  • Старые результаты инструментов чистятся пачками.

  • Выжимка правил и цель возвращаются в хвост хуком, в том числе после компактизации.

  • Есть файл прогресса и журнал сессии вне окна.

  • Поиск по коду и проверка вынесены в субагенты, которые возвращают адреса, а не пересказ.

  • Опасные команды закрыты запрещающими хуками и правами.

Частые ошибки

  • «У модели 1 млн, значит компактизация не нужна». Нужна, причём раньше, чем кажется.

  • AGENTS.md на тысячу строк, который сгенерировала сама LLM. Дороже и не лучше.

  • Правила, которые агент получил через вывод инструмента, например спецификация, прочитанная по ходу. Они уедут в середину и потеряют вес.

  • Пересказ вместо адресов при компактизации. «Мы починили авторизацию» без пути к файлу и коммита — ну такое.

  • Надежда на промпт там, где нужна гарантия. «Никогда не делай force-push» в промпте лишь снижает вероятность, а deny-хук просто не пустит.

Вместо вывода

Открытые модели за год сильно выросли, но длинный контекст всё равно читают выборочно. Так что обвязку надёжнее делать под то, как они читают на самом деле, а число 1 млн в карточке воспринимать как размер входа, не больше.

Если бы мне пришлось выбрать из всего этого одну вещь на завтра, то я бы начал с чистки старого вывода инструментов. Скучно и дёшево, зато работает.

Если ваш агент тоже начинает подбирать с земли что попало, напишите в комментах, на каком объёме контекста это случается. Интересно сравнить с числами из статьи.

Источники

Модели и архитектуры

Исследования длинного контекста

Обвязки и документация

Источник

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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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.

  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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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.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 16.08.26 01:44 Matt Kegan

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 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.

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  • 30.08.26 15:37 [email protected]

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  • 02.09.26 03:43 kimberlyhebertt6877

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  • 05.09.26 21:38 [email protected]

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    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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