Phase 0 — Foundation

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0.1 Dependencies

Добавить openai SDK для CLIProxy совместимости

requirements.in

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0.2 Config

LLM_BASE_URL, модели для classify/map/reduce, лимиты чанков, минимум сообщений

app/config.py

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0.3 DB коллекции + индексы

discord_digest, discord_digest_job, digest_topic_profiles, digest_entity_dictionary

app/db.py

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0.4 Pydantic модели

Digest, DigestJob, ChunkSummary, KnowledgeItem, ContentPointer, TopicProfile, ProfileModule, EntityEntry, SignalQuality

app/digest/models.py

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0.5 Pre-processing

Фильтрация (system/emoji/empty/bot), нормализация (mentions→names, attachments→metadata), feature flags

app/digest/preprocess.py

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0.6 Thread reconstruction

Layer 1: reply graph → transitive groups. Layer 2: temporal proximity (120s) + shared mentions + lexical overlap

app/digest/threads.py

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0.7 Importance scoring

Weighted scoring: реакции, участники, глубина тредов, ссылки, код. Настраиваемые веса

app/digest/scoring.py

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0.8 Chunking

Thread-first, бюджет ~7k токенов, turn collapse, XML message format с user_id

app/digest/chunking.py

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0.9 Entity dictionary

CRUD + seed для AI image gen: Flux, SDXL, ComfyUI, LoRA и алиасы

app/digest/entities.py

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0.10 Topic profiles

CRUD + seed ai-image-generation. Composable modules: base-chat, creative-prompts, training-configs, comfyui, troubleshooting

app/digest/profiles.py

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0.11 Тесты

Unit tests на реальных snapshots сообщений. Thread reconstruction accuracy. Chunk boundary correctness

tests/test_digest_preprocess.py tests/test_digest_threads.py tests/test_digest_chunking.py