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๐Ÿง  OPC DeepBrain

ๆœฌๅœฐ่ฟ่กŒ็š„่‡ชๅญฆไน ็Ÿฅ่ฏ†ๅบ“๏ผŒๅ…ญๅฑ‚่ฎฐๅฟ†่ฟ›ๅŒ–ๅผ•ๆ“Žใ€‚
The self-learning knowledge base that runs on your machine. 6-layer memory evolution engine.

PyPI Downloads Stars License Python

ๆ€ง่ƒฝๅฏนๆฏ” ยท 30 ็ง’ไธŠๆ‰‹ ยท ๅ…ญๅฑ‚ๅผ•ๆ“Ž ยท Python API ยท English

ๆ€ง่ƒฝๅฏนๆฏ”

DeepBrain vs Mem0 vs RAG

DeepBrain Mem0 ไผ ็ปŸ RAG
้ƒจ็ฝฒ pip install + Ollama ไบ‘็ซฏ API / ่‡ชๅปบ Qdrant+Redis ่‡ชๅปบๅ‘้‡ๅบ“+EmbeddingๆœๅŠก
้š็ง ๆ•ฐๆฎๆฐธไธ็ฆปๆœบ ๆ•ฐๆฎๅœจ Mem0 ๆœๅŠกๅ™จ ๅ–ๅ†ณไบŽ้ƒจ็ฝฒ
ๆœˆ่ดน $0 $99+/ๆœˆ ๅ‘้‡ๅบ“+Embedding่ดน็”จ
่ฎฐๅฟ†ๆจกๅž‹ ๅ…ญๅฑ‚่ฟ›ๅŒ–๏ผˆๆๅ–โ†’่šๅˆโ†’ๆฒป็†โ†’็”ปๅƒโ†’ๅฎˆๆŠค๏ผ‰ ๅ•ๅฑ‚ๅญ˜ๅ– ๆ— ๏ผˆๅชๅšๆฃ€็ดข๏ผ‰
ๅ†ฒ็ชๆฃ€ๆต‹ โœ… ็Ÿ›็›พ็Ÿฅ่ฏ†่‡ชๅŠจๆ ‡ๆณจ โŒ โŒ
ๆ—ถๆ•ˆ่กฐๅ‡ โœ… ่ฟ‡ๆœŸ็Ÿฅ่ฏ†่‡ชๅŠจ้™ๆƒ โŒ โŒ
็Ÿฅ่ฏ†็ฑปๅž‹ ไบ‹ๅฎž/ๆŽจๆ–ญ/ๅๅฅฝ/็บฆๆŸ/่ง‚ๅฏŸ ไป…ๆ–‡ๆœฌ ไป…ๆ–‡ๆœฌ็‰‡ๆฎต
ๅค–้ƒจไพ่ต– SQLite๏ผˆๅ†…็ฝฎ๏ผ‰ Qdrant + Redis + OpenAI ๅ‘้‡DB + Embedding API
ไธญๆ–‡ๆ”ฏๆŒ โœ… ๅŽŸ็”Ÿๅˆ†่ฏ ๆœ‰้™ ๅ–ๅ†ณไบŽEmbedding

๐Ÿ’ก DeepBrain ไธๅชๆ˜ฏ"ๅญ˜ไฝ"ไฟกๆฏโ€”โ€”ๅฎƒๆ็‚ผใ€่ฟ›ๅŒ–ใ€ๆฒป็†็Ÿฅ่ฏ†ใ€‚่ฟ™ๆ˜ฏๅ’Œๆ‰€ๆœ‰็ซžๅ“็š„ๆœฌ่ดจๅŒบๅˆซใ€‚

30 ็ง’ไธŠๆ‰‹

# ๅ‰็ฝฎ๏ผšๅฎ‰่ฃ… Ollama๏ผˆๆœฌๅœฐAIๅผ•ๆ“Ž๏ผ‰
# macOS/Linux: curl -fsSL https://ollama.com/install.sh | sh
# Windows: https://ollama.com/download
ollama pull qwen2.5:7b && ollama pull nomic-embed-text

# ๅฎ‰่ฃ… DeepBrain
pip install opc-deepbrain

# ๅผ€ๅง‹ไฝฟ็”จ
deepbrain init
deepbrain learn "ๆˆ‘ไปฌ็š„ๆŠ€ๆœฏๆ ˆๆ˜ฏ Python + FastAPI + PostgreSQL"
deepbrain learn "ๅ‘จไบ”ไธ่ฎธๅ‘็‰ˆ๏ผŒ่ฟ™ๆ˜ฏ้“ๅพ‹"
deepbrain search "ๆˆ‘ไปฌ็”จไป€ไนˆๆŠ€ๆœฏ"

่พ“ๅ‡บ๏ผš

[fact] ๆˆ‘ไปฌ็š„ๆŠ€ๆœฏๆ ˆๆ˜ฏ Python + FastAPI + PostgreSQL (confidence: 0.95)
[constraint] ๅ‘จไบ”ไธ่ฎธๅ‘็‰ˆ๏ผŒ่ฟ™ๆ˜ฏ้“ๅพ‹ (confidence: 0.98)

ๆฏๆก็Ÿฅ่ฏ†้ƒฝๅธฆๆœ‰็ฑปๅž‹ใ€็ฝฎไฟกๅบฆใ€่ฏๆฎ้“พใ€‚ไธๆ˜ฏๅญ˜ๆ–‡ๆœฌ๏ผŒๆ˜ฏ็†่งฃ็Ÿฅ่ฏ†ใ€‚

ๅ…ญๅฑ‚ๅผ•ๆ“Ž

่ฟ™ๆ˜ฏ DeepBrain ็š„ๆ ธๅฟƒๆŠ€ๆœฏโ€”โ€”ๆจกไปฟไบบ็ฑป่ฎฐๅฟ†็š„็Ÿฅ่ฏ†่ฟ›ๅŒ–็ณป็ปŸ๏ผš

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚  L5 ไธ€่‡ดๆ€งๅฎˆๆŠค  ๅ›žๅฝ’ๆต‹่ฏ• ยท ๆ—ถ้—ด่กฐๅ‡ ยท ๅผ‚ๅธธๆฃ€ๆต‹    โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  L4 ็”จๆˆท็”ปๅƒ    ๅคš็ปด็‰นๅพ ยท ๅๅฅฝๅปบๆจก ยท ่กŒไธบ้ข„ๆต‹    โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  L3 ็Ÿฅ่ฏ†ๆฒป็†    MERGE ยท DEPRECATE ยท ๆผ‚็งปๆฃ€ๆต‹     โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  L2 ๆŠ€่ƒฝๅˆๆˆ    ่š็ฑป ยท ่ทจๆบ่šๅˆ ยท ๅŽป้‡           โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  L1 ็ป“ๆž„ๅŒ–ๆๅ–  4Gate้—จๆŽง: ๆ–ฐ้ข–ๆ€งยทๅฏๆ“ไฝœๆ€งยทๆŒไน…ๆ€งยทๅ…ณ่”ๆ€ง โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  L0 ๅŽŸๅง‹ๅญ˜ๅ‚จ    ๅฏน่ฏ/ๆ–‡ๆกฃ/ๆ‰‹ๅŠจ่พ“ๅ…ฅ               โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

L1: 4Gate ้—จๆŽงๆๅ–

ไธๆ˜ฏไป€ไนˆ้ƒฝๅพ€็Ÿฅ่ฏ†ๅบ“้‡Œๅกžโ€”โ€”ๆฏๆกไฟกๆฏ็ป่ฟ‡ๅ››้“้—จ๏ผš

้—จ ไฝœ็”จ ็คบไพ‹
ๆ–ฐ้ข–ๆ€ง ้‡ๅค็š„ไธๅญ˜ "ไปŠๅคฉๅคฉๆฐ”ไธ้”™" โ†’ ๆ‹’็ป
ๅฏๆ“ไฝœๆ€ง ๆ— ็”จ็š„ไธๅญ˜ "ๅ—ฏๅ—ฏๅฅฝ็š„" โ†’ ๆ‹’็ป
ๆŒไน…ๆ€ง ไธดๆ—ถ็š„ไธๅญ˜ "ๆ˜Žๅคฉๅผ€ไผš" โ†’ ็ŸญๆœŸๅญ˜ๅ‚จ
ๅ…ณ่”ๆ€ง ๆ— ๅ…ณ็š„ไธๅญ˜ ไธŽๅทฒๆœ‰็Ÿฅ่ฏ†ๆ— ๅ…ณ็š„ๅ™ช้Ÿณ โ†’ ๆ‹’็ป

L3: ็Ÿฅ่ฏ†ๆฒป็†

# ่‡ชๅŠจๆฃ€ๆต‹็Ÿ›็›พ
brain.learn("ๆˆ‘ไปฌ็”จ MySQL", claim_type="fact")
brain.learn("ๆˆ‘ไปฌ็”จ PostgreSQL", claim_type="fact")
# โ†’ ๅ†ฒ็ชๆฃ€ๆต‹่งฆๅ‘๏ผ่‡ชๅŠจๆ ‡ๆณจ้œ€่ฆไบบๅทฅๅ†ณ็ญ–

# ่ฟ‡ๆ—ถ็Ÿฅ่ฏ†่‡ชๅŠจ้™ๆƒ
brain.learn("็Ž‹ๆ€ป็š„ๆ‰‹ๆœบๅทๆ˜ฏ 138xxxx", valid_until="2025-12-31")
# โ†’ ่ฟ‡ๆœŸๅŽ confidence ่‡ชๅŠจ่กฐๅ‡

Python API

from deepbrain import DeepBrain

brain = DeepBrain()

# ๅญฆไน โ€”โ€”่‡ชๅŠจๅˆ†็ฑปใ€ๆ‰“ๅˆ†ใ€ๅญ˜ๅ‚จ
brain.learn("FastAPI ๆ˜ฏๆˆ‘ไปฌ็š„ Web ๆก†ๆžถ", claim_type="fact")
brain.learn("ๅ›ข้˜Ÿๅๅฅฝๅ‡ฝๆ•ฐๅผ็ผ–็จ‹", claim_type="preference")
brain.learn("็ปๅฏนไธ่ƒฝ็”จ eval()", claim_type="constraint")

# ๆœ็ดขโ€”โ€”ๆททๅˆๆฃ€็ดข๏ผˆๅ…ณ้”ฎ่ฏ + ่ฏญไน‰๏ผ‰
results = brain.search("Web ๅผ€ๅ‘")

# ๆ‰น้‡ๅฏผๅ…ฅๆ–‡ๆกฃ
brain.ingest("~/Documents/company-wiki/")

# ็›ฎๅฝ•็›‘ๆŽง๏ผˆๆ–‡ไปถๅ˜ๅŠจ่‡ชๅŠจๅ…ฅๅบ“๏ผ‰
brain.watch("~/Notes/", namespace="personal")

# ๅ†ฒ็ชๆฃ€ๆต‹
conflicts = brain.detect_conflicts(entry_id)

# ็Ÿฅ่ฏ†่ฟ›ๅŒ–๏ผˆ่šๅˆใ€ๅŽป้‡ใ€่กฐๅ‡ใ€ๆฒป็†๏ผ‰
brain.evolve()

# ็ปŸ่ฎก
stats = brain.stats()
print(f"ๅ…ฑ {stats['total']} ๆก็Ÿฅ่ฏ†๏ผŒ{stats['facts']} ไธชไบ‹ๅฎž๏ผŒ{stats['conflicts']} ไธชๅ†ฒ็ช")

CLI ๅฎŒๆ•ดๅ‘ฝไปค

deepbrain init                          # ๅˆๅง‹ๅŒ–็Ÿฅ่ฏ†ๅบ“
deepbrain learn "็Ÿฅ่ฏ†ๅ†…ๅฎน"               # ๆ‰‹ๅŠจๅญฆไน 
deepbrain ingest ~/Documents            # ๆ‰น้‡ๅฏผๅ…ฅ
deepbrain search "ๅ…ณ้”ฎ่ฏ"               # ๆœ็ดข
deepbrain watch ~/Notes                 # ๅฎžๆ—ถ็›‘ๆŽง
deepbrain stats                         # ็ปŸ่ฎกๆฆ‚่งˆ
deepbrain conflicts                     # ๆŸฅ็œ‹ๅ†ฒ็ช
deepbrain evolve                        # ่งฆๅ‘่ฟ›ๅŒ–
deepbrain export --format json          # ๅฏผๅ‡บ

ๆ”ฏๆŒ็š„ๆ–‡ไปถๆ ผๅผ

ๆ ผๅผ ๆ‰ฉๅฑ•ๅ ้ขๅค–ไพ่ต–
Markdown .md .rst โ€”
็บฏๆ–‡ๆœฌ .txt .log โ€”
PDF .pdf pip install opc-deepbrain[pdf]
Word .docx pip install opc-deepbrain[docx]
ไปฃ็  .py .js .ts .java .go .rs .c .cpp โ€”
ๆ•ฐๆฎ .json .yaml .toml .csv โ€”
ๅ…จ้ƒจๆ ผๅผ โ€” pip install opc-deepbrain[all]

ๆŠ€ๆœฏๆžถๆž„

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚              DeepBrain CLI / API          โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  Evolution Engine (L0-L5)                โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  Extraction  โ”‚  Hybrid Search            โ”‚
โ”‚  (Ollama)    โ”‚  (Keyword + Vector + RRF) โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  SQLite Storage (ๅ•ๆ–‡ไปถ๏ผŒๅฏๅคๅˆถๅฏๅค‡ไปฝ)     โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
  • ้›ถๅค–้ƒจๆœๅŠก: ไธ้œ€่ฆ Redisใ€Qdrantใ€Elasticsearch
  • ๅ•ๆ–‡ไปถๅญ˜ๅ‚จ: ไธ€ไธช brain.db ๆžๅฎšไธ€ๅˆ‡๏ผŒๅคๅˆถๅฐฑๆ˜ฏๅค‡ไปฝ
  • ๆœฌๅœฐAI: Ollama ่ท‘ๅœจไฝ ็š„ CPU/GPU ไธŠ

้…็ฝฎ

# ~/.deepbrain/config.yaml๏ผˆdeepbrain init ่‡ชๅŠจ็”Ÿๆˆ๏ผ‰
storage:
  path: ~/.deepbrain/brain.db

ollama:
  base_url: http://localhost:11434
  model: qwen2.5:7b           # ็Ÿฅ่ฏ†ๆๅ–/่ฟ›ๅŒ–
  embed_model: nomic-embed-text # ่ฏญไน‰ๆœ็ดข

ingest:
  ignore_patterns: ["node_modules/**", ".git/**", "__pycache__/**"]
  max_file_size_mb: 50

evolution:
  auto_evolve: true            # ็Ÿฅ่ฏ†้‡่พพ้˜ˆๅ€ผ่‡ชๅŠจ่ฟ›ๅŒ–
  conflict_threshold: 0.8      # ๅ†ฒ็ชๆฃ€ๆต‹็ตๆ•ๅบฆ
  decay_days: 90               # ๆœช่ฎฟ้—ฎ็Ÿฅ่ฏ†ๅผ€ๅง‹่กฐๅ‡็š„ๅคฉๆ•ฐ

็ณป็ปŸ่ฆๆฑ‚

้กน็›ฎ ๆœ€ไฝŽ ๆŽจ่
Python 3.10 3.12+
ๅ†…ๅญ˜ 4 GB 8 GB+
็ฃ็›˜ 5 GB๏ผˆๅซๆจกๅž‹๏ผ‰ 10 GB+
GPU ไธ้œ€่ฆ ๆœ‰ๅˆ™ๆ›ดๅฟซ
Ollama ๅฟ…้œ€ ๆœ€ๆ–ฐ็‰ˆ

่ทฏ็บฟๅ›พ

  • ๅ…ญๅฑ‚่ฎฐๅฟ†่ฟ›ๅŒ–ๅผ•ๆ“Ž
  • 4Gate ้—จๆŽงๆๅ–
  • ๆททๅˆๆœ็ดข๏ผˆๅ…ณ้”ฎ่ฏ + ่ฏญไน‰ + RRF๏ผ‰
  • ๅ†ฒ็ชๆฃ€ๆต‹ไธŽ่งฃๅ†ณ
  • ็›ฎๅฝ•ๅฎžๆ—ถ็›‘ๆŽง
  • ็Ÿฅ่ฏ†ๆ—ถๆ•ˆ่กฐๅ‡
  • Web UI ็Ÿฅ่ฏ†ๆต่งˆๅ™จ
  • Benchmark ่ฏ„ๆต‹๏ผˆLoCoMo / LongMemEval๏ผ‰
  • ๅคš็Ÿฅ่ฏ†ๅบ“่”้‚ฆ
  • ๆ’ไปถ็ณป็ปŸ
  • MCP ๅ่ฎฎๆ”ฏๆŒ

็”Ÿๆ€

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚  ๐Ÿš€ Leaper Agent โ€” ่‡ช่ฟ›ๅŒ– AI ๅ‘˜ๅทฅๅ›ข้˜Ÿ         โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  ๐Ÿค– OPC Agent โ€” ็บฏๆœฌๅœฐ AI ๅŠฉๆ‰‹               โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  ๐Ÿง  OPC DeepBrain โ€” ็Ÿฅ่ฏ†ๅบ“ๅผ•ๆ“Ž โ† ไฝ ๅœจ่ฟ™้‡Œ     โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
ไฝ ้œ€่ฆโ€ฆ ็”จ่ฟ™ไธช
ๅช่ฆ็Ÿฅ่ฏ†ๅบ“ OPC DeepBrain๏ผˆๆœฌ้กน็›ฎ๏ผ‰
่ฆๆœฌๅœฐ AI ๅŠฉๆ‰‹ OPC Agent๏ผˆๅ†…็ฝฎ DeepBrain๏ผ‰
่ฆ AI ๅ‘˜ๅทฅๅ›ข้˜Ÿ Leaper Agent๏ผˆๅ…ญๅฑ‚ๅผ•ๆ“Ž + CXO ๆจกๆฟ๏ผ‰

่ฎธๅฏ่ฏ

Apache-2.0 โ€” ่‡ช็”ฑไฝฟ็”จ๏ผŒๅ•†็”จๆ— ้™ๅˆถใ€‚

Deepleaper ่ทƒ็›Ÿๅผ€ๆบ
่ฎฉๆฏไธชไบบ้ƒฝๆœ‰ AI ่ถ…่ƒฝๅŠ›ใ€‚

โญ ๅฆ‚ๆžœ DeepBrain ๅฏนไฝ ๆœ‰็”จ๏ผŒ่ฏท็ป™ไธช Star โ€”โ€” ่ฟ™ๆ˜ฏๅฏนๆˆ‘ไปฌๆœ€ๅคง็š„้ผ“ๅŠฑใ€‚

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Pure local self-learning knowledge base. No cloud, no cost, your data stays on your machine.

github.com/Deepleaper

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python ai sqlite knowledge-base self-learning local-first ollama

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