{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_stablebeluga2","slug":"stablebeluga2","name":"StableBeluga2","type":"model","url":"https://huggingface.co","page_url":"https://unfragile.ai/stablebeluga2","categories":["text-writing"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_stablebeluga2__cap_0","uri":"capability://writing.instruction.following.text.generation","name":"instruction-following text generation","description":"Generates coherent text responses based on detailed instructions and prompts. The model interprets complex multi-step instructions and produces contextually appropriate outputs with high fidelity to user intent.","intents":["I need the model to follow my specific instructions precisely","I want to give detailed prompts and get relevant responses","I need the model to understand nuanced requests and edge cases"],"best_for":["developers","researchers","content creators"],"limitations":["struggles with very long context windows","knowledge cutoff limitations affect factual accuracy"],"requires":["self-hosted infrastructure","technical setup capability"],"input_types":["text prompts","instructions"],"output_types":["text"],"categories":["writing","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_stablebeluga2__cap_1","uri":"capability://coding.code.generation.and.completion","name":"code generation and completion","description":"Generates functional code snippets and completes partial code based on context and requirements. Handles multiple programming languages and provides coherent solutions for coding tasks.","intents":["I need help writing code for a specific task","I want the model to complete my code snippet","I need code examples in different programming languages"],"best_for":["software developers","programmers","coding educators"],"limitations":["may not handle very complex multi-file projects","accuracy varies by programming language"],"requires":["self-hosted setup","understanding of code context"],"input_types":["code snippets","natural language descriptions","partial code"],"output_types":["code"],"categories":["coding"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_stablebeluga2__cap_10","uri":"capability://research.custom.model.fine.tuning","name":"custom model fine-tuning","description":"Allows fine-tuning of the base model on custom datasets for domain-specific optimization. Adapts the model to specialized vocabularies, tasks, or knowledge domains.","intents":["I want to adapt the model for my specific domain","I need to fine-tune on proprietary data","I want to improve performance on specialized tasks"],"best_for":["researchers","organizations","developers with ML expertise"],"limitations":["requires significant technical expertise","requires substantial computational resources","requires quality training data"],"requires":["self-hosted infrastructure","training data","ML knowledge","computational resources"],"input_types":["training datasets","fine-tuning parameters"],"output_types":["fine-tuned model weights"],"categories":["research","coding"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_stablebeluga2__cap_11","uri":"capability://productivity.privacy.preserving.local.inference","name":"privacy-preserving local inference","description":"Executes all inference locally without sending data to external servers. Ensures complete data privacy and control over sensitive information.","intents":["I need to process sensitive data without external transmission","I want complete privacy for my queries","I need to comply with data residency requirements"],"best_for":["organizations with privacy requirements","healthcare providers","financial institutions","security-conscious developers"],"limitations":["requires local computational resources","no cloud scaling benefits"],"requires":["self-hosted infrastructure","sufficient local compute","network isolation capability"],"input_types":["any text input"],"output_types":["any text output"],"categories":["productivity","research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_stablebeluga2__cap_12","uri":"capability://productivity.cost.free.unlimited.inference","name":"cost-free unlimited inference","description":"Provides unlimited text generation without usage limits or API costs when self-hosted. Eliminates per-token pricing and rate limiting constraints.","intents":["I need unlimited API calls without paying per token","I want to avoid subscription costs for language models","I need to scale inference without cost constraints"],"best_for":["cost-conscious organizations","researchers","developers with infrastructure"],"limitations":["requires upfront infrastructure investment","requires technical maintenance"],"requires":["self-hosted hardware","infrastructure setup","maintenance capability"],"input_types":["any text input"],"output_types":["any text output"],"categories":["productivity","research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_stablebeluga2__cap_13","uri":"capability://research.open.source.model.transparency","name":"open-source model transparency","description":"Provides complete access to model weights, training methodology, and constitutional AI alignment approach. Enables inspection, modification, and redistribution of the model.","intents":["I want to understand how the model works internally","I need to audit the model for bias or safety issues","I want to modify or redistribute the model"],"best_for":["researchers","AI safety advocates","organizations requiring transparency","developers"],"limitations":["requires deep ML knowledge to fully leverage","transparency doesn't guarantee safety"],"requires":["technical expertise","understanding of model architecture"],"input_types":["model weights","training data specifications"],"output_types":["model analysis","modifications"],"categories":["research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_stablebeluga2__cap_2","uri":"capability://education.mathematical.reasoning.and.problem.solving","name":"mathematical reasoning and problem solving","description":"Solves mathematical problems and performs step-by-step reasoning for quantitative tasks. Capable of handling algebra, calculus, and logic problems with multi-step solutions.","intents":["I need help solving a math problem with explanation","I want step-by-step reasoning for a calculation","I need to verify mathematical logic or proofs"],"best_for":["students","educators","researchers","data scientists"],"limitations":["may struggle with very advanced theoretical mathematics","accuracy decreases with problem complexity"],"requires":["clear problem statement","self-hosted infrastructure"],"input_types":["mathematical problems","equations","numerical data"],"output_types":["text explanations","step-by-step solutions"],"categories":["education","research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_stablebeluga2__cap_3","uri":"capability://writing.creative.writing.generation","name":"creative writing generation","description":"Generates creative written content including stories, poetry, dialogue, and narrative text. Maintains coherence and stylistic consistency across extended creative outputs.","intents":["I want to generate creative story content","I need help writing poetry or creative prose","I want to brainstorm creative writing ideas"],"best_for":["writers","content creators","creative professionals"],"limitations":["context window limits affect very long narratives","may lack domain-specific creative knowledge"],"requires":["creative prompts","self-hosted setup"],"input_types":["writing prompts","story outlines","style descriptions"],"output_types":["creative text","stories","poetry"],"categories":["writing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_stablebeluga2__cap_4","uri":"capability://productivity.multi.step.instruction.execution","name":"multi-step instruction execution","description":"Processes and executes complex instructions that require multiple sequential steps or conditional logic. Maintains state and context across multiple instruction phases.","intents":["I need the model to follow a series of steps in order","I want conditional logic applied to my instructions","I need complex workflows broken down and executed"],"best_for":["developers","automation specialists","researchers"],"limitations":["very long instruction chains may lose context","complex conditional logic may have edge case failures"],"requires":["clearly structured instructions","self-hosted infrastructure"],"input_types":["multi-step instructions","conditional statements"],"output_types":["text","structured results"],"categories":["productivity","coding"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_stablebeluga2__cap_5","uri":"capability://search.question.answering.and.information.retrieval","name":"question answering and information retrieval","description":"Answers questions based on training knowledge and provides informative responses. Retrieves relevant information from its training data to address user queries.","intents":["I have a question and need an answer","I want to learn about a topic","I need factual information on a subject"],"best_for":["students","researchers","general users"],"limitations":["knowledge cutoff limits current information","factual accuracy lower than GPT-4","struggles with very recent events"],"requires":["clear questions","self-hosted setup"],"input_types":["questions","queries"],"output_types":["text answers","explanations"],"categories":["search","education"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_stablebeluga2__cap_6","uri":"capability://productivity.text.summarization","name":"text summarization","description":"Condenses longer text into concise summaries while preserving key information. Extracts main points and creates coherent abbreviated versions of source material.","intents":["I need to summarize a long document","I want the key points extracted from text","I need a brief overview of a lengthy article"],"best_for":["researchers","students","content curators"],"limitations":["context window limits affect very long documents","may miss nuanced details in complex texts"],"requires":["source text","self-hosted infrastructure"],"input_types":["long-form text","documents","articles"],"output_types":["summarized text","bullet points"],"categories":["productivity","search"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_stablebeluga2__cap_7","uri":"capability://chatbot.dialogue.and.conversational.interaction","name":"dialogue and conversational interaction","description":"Engages in multi-turn conversations maintaining context and coherence. Responds naturally to follow-up questions and maintains conversational flow.","intents":["I want to have a conversation with the model","I need to ask follow-up questions in context","I want natural back-and-forth dialogue"],"best_for":["chatbot developers","conversational AI researchers","general users"],"limitations":["context window limits very long conversations","may lose context in extended dialogues"],"requires":["self-hosted setup","conversation management"],"input_types":["conversational prompts","follow-up questions"],"output_types":["conversational text","responses"],"categories":["chatbot","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_stablebeluga2__cap_8","uri":"capability://productivity.text.classification.and.categorization","name":"text classification and categorization","description":"Classifies text into categories or assigns labels based on content analysis. Identifies sentiment, topic, intent, and other categorical attributes of input text.","intents":["I need to categorize text into predefined classes","I want to identify the sentiment of a text","I need to label content by topic or intent"],"best_for":["data scientists","content moderators","researchers"],"limitations":["accuracy varies by classification complexity","may struggle with ambiguous or multi-label classification"],"requires":["clear classification criteria","self-hosted infrastructure"],"input_types":["text to classify","category definitions"],"output_types":["classification labels","confidence scores"],"categories":["productivity","research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_stablebeluga2__cap_9","uri":"capability://research.reasoning.and.logical.inference","name":"reasoning and logical inference","description":"Performs logical reasoning tasks including deduction, induction, and inference. Analyzes premises and derives conclusions through structured logical processes.","intents":["I need logical reasoning applied to a problem","I want to derive conclusions from premises","I need help with logical inference tasks"],"best_for":["researchers","philosophers","logicians","educators"],"limitations":["very complex logical systems may exceed reasoning capability","accuracy decreases with problem complexity"],"requires":["clearly stated premises","self-hosted setup"],"input_types":["logical problems","premises","reasoning tasks"],"output_types":["logical conclusions","reasoning explanations"],"categories":["research","education"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":46,"verified":false,"data_access_risk":"low","permissions":["self-hosted infrastructure","technical setup capability","self-hosted setup","understanding of code context","training data","ML knowledge","computational resources","sufficient local compute","network isolation capability","self-hosted hardware"],"failure_modes":["struggles with very long context windows","knowledge cutoff limitations affect factual accuracy","may not handle very complex multi-file projects","accuracy varies by programming language","requires significant technical expertise","requires substantial computational resources","requires quality training data","requires local computational resources","no cloud scaling benefits","requires upfront infrastructure investment","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.4083333333333333,"quality":0.83,"ecosystem":0.35,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.35,"quality":0.2,"ecosystem":0.1,"match_graph":0.3,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:33.648Z","last_scraped_at":"2026-04-05T13:23:42.538Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=stablebeluga2","compare_url":"https://unfragile.ai/compare?artifact=stablebeluga2"}},"signature":"pU1IWEhVXoNxJZ8mQBfx2GAawvKuAF6ibIAeOvVd/0zRZ4gzz9qMY0vJkFwZi8rWi3ACwdHvIu/S9ihMpBYZBQ==","signedAt":"2026-06-22T13:08:30.872Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/stablebeluga2","artifact":"https://unfragile.ai/stablebeluga2","verify":"https://unfragile.ai/api/v1/verify?slug=stablebeluga2","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}