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Source channel @githubtrending · Post #15523 · Feb 25

#typescript#agent#agentic#agentic_framework#agentic_workflow#ai#ai_agents#bytedance#deep_research#harness#langchain#langgraph#langmanus#llm#multi_agent#nodejs#podcast#python#superagent#typescript DeerFlow 2.0 is an open-source super agent harness that orchestrates multiple sub-agents, memory systems, and sandboxed execution environments to accomplish complex tasks. Built on LangGraph and LangChain, it combines research, coding, and content creation capabilities with extensible skills and tools. The platform features isolated Docker containers for safe execution, long-term memory that learns your preferences, and the ability to spawn sub-agents that work in parallel on different task angles. You benefit from dramatically reduced research and automation time—tasks that typically take hours complete in minutes—while maintaining full transparency and control over agent decisions through human-in-the-loop collaboration. Whether you need deep research reports, data analysis, slide decks, or custom workflows, DeerFlow handles multi-step complexity without requiring extensive coding knowledge. https://github.com/bytedance/deer-flow

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djangoproject

@djangoproject · Post #593 · 04/13/2018, 07:48 PM

@#classmethod vs @#staticmethod vs "plain" methods What's the difference? class MyClass: def method(self): """ Instance methods need a class instance and can access the instance through self. """ return 'instance method called', self @classmethod def classmethod(cls): """ Class methods don't need a class instance. They can't access the instance (self) but they have access to the class itself via cls. """ return 'class method called', cls @staticmethod def staticmethod(): """ Static methods don't have access to cls or self. They work like regular functions but belong to the class's namespace. """ return 'static method called' # All methods types can be # called on a class instance: »> obj = MyClass() »> obj.method() ('instance method called', <MyClass instance at 0x1019381b8>) »> obj.classmethod() ('class method called', <class MyClass at 0x101a2f4c8>) »> obj.staticmethod() 'static method called' # Calling instance methods fails # if we only have the class object: »> MyClass.classmethod() ('class method called', <class MyClass at 0x101a2f4c8>) »> MyClass.staticmethod() 'static method called' »> MyClass.method() TypeError: "unbound method method() must be called with MyClass " "instance as first argument (got nothing instead)"

djangoproject

@djangoproject · Post #385 · 07/15/2017, 04:17 PM

# @classmethod vs @staticmethod vs "plain" methods # What's the difference? class MyClass: def method(self): """ Instance methods need a class instance and can access the instance through self. """ return 'instance method called', self @classmethod def classmethod(cls): """ Class methods don't need a class instance. They can't access the instance (self) but they have access to the class itself via cls. """ return 'class method called', cls @staticmethod def staticmethod(): """ Static methods don't have access to cls or self. They work like regular functions but belong to the class's namespace. """ return 'static method called' # All methods types can be # called on a class instance: »> obj = MyClass() »> obj.method() ('instance method called', <MyClass instance at 0x1019381b8>) »> obj.classmethod() ('class method called', <class MyClass at 0x101a2f4c8>) »> obj.staticmethod() 'static method called' # Calling instance methods fails # if we only have the class object: »> MyClass.classmethod() ('class method called', <class MyClass at 0x101a2f4c8>) »> MyClass.staticmethod() 'static method called' »> MyClass.method() TypeError: "unbound method method() must be called with MyClass " "instance as first argument (got nothing instead)" #classmethod#staticmethod

djangoproject

@djangoproject · Post #426 · 08/28/2017, 08:10 PM

use #super () in #classmethod: # Compare your code # adjusted to use _ _ name _ _ to illustrate the difference: »> class SimpleGenerator(object): ... @classmethod ... def get_description(cls): ... return cls. _ _ name _ _ ... # without super() »> class AdvancedGenerator(SimpleGenerator): ... @classmethod ... def get_description(cls): ... desc = SimpleGenerator.get_description() ... return desc + ' Advanced(tm)' ... »> AdvancedGenerator.get_description() 'SimpleGenerator Advanced(tm)' # and using super(): »> class AdvancedGenerator(SimpleGenerator): ... @classmethod ... def get_description(cls): ... desc = super(AdvancedGenerator, cls).get_description() ... return desc + ' Advanced(tm)' ... »> AdvancedGenerator.get_description() 'AdvancedGenerator Advanced(tm)'

djangoproject

@djangoproject · Post #513 · 11/30/2017, 10:00 PM

#AI#Artificial_Intelligence #AJAX #aiohttp #Anaconda #AngularJS #API #Atom #AWS #asyncio (#Asynchronous) #audio #automated_testing #automation #atexit #BeeWare #Big_Data #bitcoin #blockchain #Bluemix #Brython #button #Celery #client #class #classmethod #concurrency #Coroutine #cron #CSS #curl #data_analysis #data_mining #data_processing #database #Deep_Learning#deep_learning #Debian #decorator #deploy #dict #dispatch #django #django_cms #Django_REST_Framework #dropdownbox #Docker #event #Firefox #Flask #form #functions #Generator #GeoDjango #git #Google #GPU #GUI #Gym #host #HTML #httplib #learn #Image_processing #intelligence #input #Instagram #IOT #iPython #Jupyter #lambda #learn #License #Linux #lists #machine_learning #Magenta #map #Matplotlib #Metaprogramming #Micro_services #Micropython #mind #monitoring #MongoDB #modules #Mozilla #Multipart #multi_touch_apps #multiprocessing #Nodes #NoSQL #numeric_computation #numerical #NumPy #network #neural_network #OAuth #object_serialization #OCR #overloading #package #parallel #pipeline #protocols #PostGIS #pyAudioAnalysis #pycon #Pyflakes #PyInstaller #PyPI #PyQt #PySide #PyTorch #pytest #python #Pyvideo_archives #Qt #Raspberry_Pi #React #Redis #random #request #Regular_Expressions (#re) #REST #RSS #satellite #scikit_learn #SciPy #scrapy #searching #selectbox #Selenium #serialization #server #sessions #single_responsibility_principle #socket #Spark #str #submit #task #telegram #template #TensorFlow #test #text_boxes #text #tuples #unicode #Universe #Unix #unit_test #urllib #upload #uWSGI #Web #WSGI