{"schema_version":"onlylabs.public_analysis_evidence.v1","title":"CompactifAI (Multiverse Computing) analysis evidence pack","description":"Public onlylabs evidence pack for cited agent analysis: captured pages, ranked public signals, and stored web-search provenance used by the background analysis workflow.","url":"https://onlylabs.fyi/labs/compactifai","json_url":"https://onlylabs.fyi/analysis/compactifai/evidence.json","generated_at":"2026-06-11T18:06:19.636Z","org":{"slug":"compactifai","name":"CompactifAI (Multiverse Computing)","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/compactifai"},"analysis":null,"workflow":{"version":"onlylabs-deepagents-analysis-v3","provider":null,"model":null,"agent":null,"public_pack_mode":"local-pages-and-events","live_web_fetches":false,"note":"Public evidence exports do not trigger live Exa calls; stored Exa provenance is included when analysis metadata contains it."},"stats":{"pages":7,"events":22,"web":0,"evidence":29,"signal_desks":{"hiring":18,"forks":0,"releases":0,"talking":0,"repos":4},"data_radar_lanes":null,"data_radar_matches":null,"stored_analysis_evidence":null,"stored_analysis_web":null,"stored_analysis_signal_desks":null,"stored_analysis_data_radar_lanes":null,"stored_analysis_data_radar_matches":null},"stored_web_provenance":null,"evidence":[{"ref":"P1","kind":"page","title":"Enterprise Account Executive - UK","date":"2026-06-11T07:03:56.201514+00:00","date_source":null,"source_url":"https://multiversecomputing.teamtailor.com/jobs/7885949-enterprise-account-executive-uk","signal_url":null,"signal_json_url":null,"text":"Enterprise Account Executive - UK - MULTIVERSE COMPUTING\n\nThis website uses cookies to ensure you get the best experience.\n\nMULTIVERSE COMPUTING and our selected partners use cookies and similar technologies (together “cookies”) that are necessary to present this website, and to ensure you get the best experience of it.\n\nIf you consent to it, we will also use cookies for analytics purposes.\n\nSee our Cookie Policy to read more about the cookies we set.\n\nYou can withdraw and manage your consent at any time, by clicking “Manage cookies” at the bottom of each website page.\n\nAccept all cookies \n\nDecline all non-necessary cookies \n\nCookie preferences \n\nSelect which cookies you accept\n\nOn this site, we always set cookies that are strictly necessary, meaning they are necessary for the site to function properly.\n\nIf you consent to it, we will also set other types of cookies. You can provide or withdraw your consent to the different types of cookies using the toggles below. You can change or withdraw your consent at any time, by clicking the link “Manage Cookies”, that is always available at the bottom of the site.\n\nTo learn more about what the different types of cookies do, how your data is used when they are set etc, see our Cookie Policy .\n\nStrictly necessary \n\nThese cookies are necessary to make the site work properly, and are always set when you visit the site.\n\nVendors \nTeamtailor \n\nAnalytics \n\nThese cookies collect information to help us understand how the site is being used.\n\nVendors \nTeamtailor \n\nAccept these cookies \n\nDecline all non-necessary cookies \n\nSkip to main content \n\nGrowth & Sales \n\n· \n\nLondon, UK \n\nEnterprise Account Executive - UK\n\nApply for this job \n\nMultiverse Computing \nMultiverse Computing is a fast-growing deep-tech company founded in 2019 and recognized by CB Insights as one of the 100 most promising AI companies globally. We are the largest quantum software company in the EU, with 250+ employees worldwide building advanced AI and quantum solutions that help enterprises tackle complex, high-impact challenges across industries such as finance, energy, manufacturing, telecom, and industrials. \n\nOur mission is to enable organizations to ga"},{"ref":"P2","kind":"page","title":"CompactifAI/CompactifAI repository metadata","date":"2026-06-11T04:08:23.583087+00:00","date_source":null,"source_url":"https://github.com/CompactifAI/CompactifAI","signal_url":null,"signal_json_url":null,"text":"# CompactifAI/CompactifAI\n\nDescription: CompactifAI official repository\n\nStars: 2\n\nForks: 0\n\nOpen issues: 0\n\nCreated: 2025-09-25T12:13:03Z\n\nPushed: 2025-09-25T13:49:20Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n

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\n\"Website\"\n\"Documentation\"\n\"Discord\"\n

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👋 Welcome developer!\n

\n\n**CompactifAI API** empowers organizations and individuals with seamless access to ultra-efficient and scalable AI models that slash compute and energy costs, accelerate deployment, and fuel innovation, all without compromising performance or reliability. \n\nThis repo offers practical and scalable examples to help you build intelligent applications with our state-of-the-art language models\n\n### 🎯 What’s Inside?\n\n- Plug-and-play integrations with popular frameworks\n- Real-world examples and benchmarks\n- API-ready utilities for deployment\n\n### ⭐ CompactifAI API models\n\n> Use Model ID to call the model in the API\n\n|Model| Model ID |\n|--|--|\n| DeepSeek R1 0528 Slim by CompactifAI | cai-deepseek-r1-0528-slim |\n| DeepSeek R1 0528 | deepseek-r1-0528 |\n|Llama 4 Scout Slim by CompactifAI |cai-llama-4-scout-slim|\n| Llama 4 Scout |llama-4-scout|\n|Llama 3.3 70B Slim by CompactifAI |cai-llama-3-3-70b-slim|\n|Llama 3.3 70B|llama-3-3-70b|\n|Llama 3.1 8B Slim by CompactifAI |cai-llama-3-1-8b-slim|\n|Llama 3.1 8B Slim Reasoning by CompactifAI|cai-llama-3-1-8b-slim-r|\n|Llama 3.1 8B|llama-3-1-8b|\n|Mistral Small 3.1 Slim by CompactifAI|cai-mistral-small-3-1-slim|\n|Mistral Small 3.1|mistral-small-3-1|\n|Openai GPT OSS 20B|gpt-oss-20b|\n|Openai GPT OSS 120B|gpt-oss-120b|\n\n### 🛠️ CompactifAI API features\n\n- **Completions API**: Generate text completions based on provided prompts\n- **Chat Completi"},{"ref":"P3","kind":"page","title":"CompactifAI/LLM-Refusal-Evaluation repository metadata","date":"2026-06-11T03:03:10.908306+00:00","date_source":null,"source_url":"https://github.com/CompactifAI/LLM-Refusal-Evaluation","signal_url":null,"signal_json_url":null,"text":"# CompactifAI/LLM-Refusal-Evaluation\n\nDescription: A library to automatically evaluate LLM refusal behavior on different datasets\n\nLanguage: Python\n\nStars: 6\n\nForks: 1\n\nOpen issues: 0\n\nCreated: 2025-12-23T14:15:52Z\n\nPushed: 2025-12-23T17:24:16Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n
\n\n# 🛡️ LLM Refusal Evaluation\n\n**A comprehensive benchmark suite for evaluating LLM refusal behavior on safety and sensitive topics**\n\n[![arXiv](https://img.shields.io/badge/arXiv-2512.16602-b31b1b.svg)](https://arxiv.org/abs/2512.16602)\n[![Dataset](https://img.shields.io/badge/🤗%20Dataset-llm--refusal--evaluation-yellow)](https://huggingface.co/datasets/MultiverseComputingCAI/llm-refusal-evaluation)\n[![Python 3.11+](https://img.shields.io/badge/python-3.11+-blue.svg)](https://www.python.org/downloads/) \n
\n[![Multiverse Computing](https://img.shields.io/badge/Multiverse_Computing-purple)](https://multiversecomputing.com)\n\n
\n\n---\n\n## 📖 Overview\n\n**LLM Refusal Evaluation** is an inference-time evaluation framework for measuring refusal behavior in Large Language Models. Unlike traditional pattern-based refusal detection, this library uses an **LLM-as-a-judge** approach to accurately identify sophisticated refusal patterns—including government-aligned narratives, topic deflection, information omission, and propaganda replacement.\n\nThe methodology is based on the paper [**\"Refusal Steering: Fine-grained Control over LLM Refusal Behaviour for Sensitive Topics\"**](https://arxiv.org/abs/2512.16602).\n\n### ✨ Key Features\n\n- **🎯 LLM-as-a-Judge Detection** — Captures nuanced refusals that pattern-matching misses\n- **📊 Confidence Scoring** — Probability-weighted refusal scores for fine-grained analysis \n- **🔬 Multi-benchmark Suite** — Safety, Chinese-sensitive, and sanity-check datasets\n- **⚡ vLLM-powered** — Efficient batch inference with tensor parallelism\n- **📈 Automatic Metrics** — Generates histograms and compliance/rejection percentages\n\n---\n\n## 🧪 Evaluation Methodology\n\nThe evaluation pipeline works in three stages:\n\n```\n┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐\n│ 1. Generate │ ──▶ │ 2. Judge │ ──▶ │ 3. Aggregate │\n│ An"},{"ref":"P4","kind":"page","title":"CompactifAI/workshops repository metadata","date":"2026-06-11T02:53:17.158872+00:00","date_source":null,"source_url":"https://github.com/CompactifAI/workshops","signal_url":null,"signal_json_url":null,"text":"# CompactifAI/workshops\n\nDescription: # CompactifAI Workshops Hands-on workshops for building with CompactifAI.\n\nStars: 1\n\nForks: 0\n\nOpen issues: 0\n\nCreated: 2026-01-27T05:17:14Z\n\nPushed: 2026-01-27T05:33:27Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME: none published or not readable through the GitHub API."},{"ref":"P5","kind":"page","title":"CompactifAI/Block_removal_through_constrained_binary_optimization repository metadata","date":"2026-06-11T02:53:09.026086+00:00","date_source":null,"source_url":"https://github.com/CompactifAI/Block_removal_through_constrained_binary_optimization","signal_url":null,"signal_json_url":null,"text":"# CompactifAI/Block_removal_through_constrained_binary_optimization\n\nDescription: Repo for removing blocks from LLMs using constrained binary optimization\n\nLanguage: Python\n\nLicense: NOASSERTION\n\nStars: 1\n\nForks: 2\n\nOpen issues: 0\n\nCreated: 2026-02-02T11:31:21Z\n\nPushed: 2026-02-23T10:00:15Z\n\nDefault branch: main\n\nFork: no\n\nArchived: no\n\nREADME:\n# Code Repository\n\nThis repository contains the code used to generate the results in [Block removal for large language models through constrained binary optimization](https://arxiv.org/abs/2602.00161). \nThe pipeline consists of **data preparation**, **binary optimization for Hessian construction**, **energy computation**, and **model compression**, followed by **fine-tuning and benchmarking** against alternative methods.\n\n---\n\n## 1. Data Preparation\n\nFirst, prepare the dataset used throughout the experiments:\n\n```bash\npython src/prepare_data/prepare_data.py \\\n--config_file configs/data_configs/llama_3.1_8B_data_config.yaml\n```\n\nThis step preprocesses the data and stores it according to the paths specified in the configuration file.\n\n---\n\n## 2. Binary Optimization and Hessian Construction\n\nAll code related to binary optimization is located in:\n\n```\nsrc/binary_optimization/\n```\n\n### 2.1 Generate Binary Optimization Samples\n\nRun:\n\n```bash\npython src/binary_optimization/prepare_binary_optimization.py \\\n--config_file configs/cbo_configs/llama3_pruning8B.yaml\n```\n\nThis script generates the samples required to construct the Hessian matrix and stores a PyTorch tensor `A.pt` in the directory specified by `output_path` in the configuration file (e.g., `mnt/Amatrices`).\n\n---\n\n### 2.2 Compute Energies\n\nNext, compute the energies associated with removing a fixed number of blocks:\n\n```bash\npython src/solve_binary_optimization/compute_energies.py \\\n-A_directory mnt/Amatrices \\\n-ndel 8\n```\n\nThis creates a directory:\n\n```\nmnt/Amatrices/energies_del8/\n```\n\nwhich contains all binary states corresponding to the removal of 8 blocks, along with their associated energies.\n\n---\n\n## 3. Model Compression\n\nTo generate compressed models from the computed energies, run:\n\n```bash\npython src/compression/compress_model.py \\\n--filename mnt/Amatrices/ener"},{"ref":"P6","kind":"page","title":"MLOps Engineer","date":"2026-06-11T01:41:51.887214+00:00","date_source":null,"source_url":"https://multiversecomputing.teamtailor.com/jobs","signal_url":null,"signal_json_url":null,"text":"JOIN US - MULTIVERSE COMPUTING\n\nThis website uses cookies to ensure you get the best experience.\n\nMULTIVERSE COMPUTING and our selected partners use cookies and similar technologies (together “cookies”) that are necessary to present this website, and to ensure you get the best experience of it.\n\nIf you consent to it, we will also use cookies for analytics purposes.\n\nSee our Cookie Policy to read more about the cookies we set.\n\nYou can withdraw and manage your consent at any time, by clicking “Manage cookies” at the bottom of each website page.\n\nAccept all cookies \n\nDecline all non-necessary cookies \n\nCookie preferences \n\nSelect which cookies you accept\n\nOn this site, we always set cookies that are strictly necessary, meaning they are necessary for the site to function properly.\n\nIf you consent to it, we will also set other types of cookies. You can provide or withdraw your consent to the different types of cookies using the toggles below. You can change or withdraw your consent at any time, by clicking the link “Manage Cookies”, that is always available at the bottom of the site.\n\nTo learn more about what the different types of cookies do, how your data is used when they are set etc, see our Cookie Policy .\n\nStrictly necessary \n\nThese cookies are necessary to make the site work properly, and are always set when you visit the site.\n\nVendors \nTeamtailor \n\nAnalytics \n\nThese cookies collect information to help us understand how the site is being used.\n\nVendors \nTeamtailor \n\nAccept these cookies \n\nDecline all non-necessary cookies \n\nSkip to main content \n\nJob openings\n\nJob filters\n\nDepartments\n\nAll\n\nAdmin & Finance\n\nGrowth & Sales\n\nHR\n\nMarketing\n\nResearch\n\nTechnical\n\nDepartments\n\nLocations\n\nAll\n\nAustria\n\nBarcelona\n\nBelgium\n\nBruxelles\n\nBulgaria\n\nCalifornia, USA\n\nDenmark\n\nEuropean Union\n\nFinland\n\nIceland\n\nJapan\n\nLondon, UK\n\nLuxembourg\n\nMadrid\n\nMiddle East\n\nMilan, Italy\n\nMontreal\n\nMunich, Germany\n\nNetherlands\n\nNorway\n\nParis, France\n\nPoland\n\nQuébec City\n\nRomania\n\nSan Sebastian, Spain\n\nSouth Korea\n\nSweden\n\nSwitzerland\n\nToronto, Canada\n\nZaragoza\n\nLocations\n\nLooking for \n\nblocks--jobs--filters-mobile#resetAllWidgets\"\n>\nClear all\n\nDepartments\n\nAdmin & Finance\n\nGrowth & Sales"},{"ref":"P7","kind":"page","title":"Engineering Manager, AI / ML","date":"2026-06-10T09:22:08.669+00:00","date_source":null,"source_url":"https://multiversecomputing.teamtailor.com/jobs/7852180-engineering-manager-ai-ml","signal_url":null,"signal_json_url":null,"text":"Engineering Manager, AI / ML - MULTIVERSE COMPUTING\n\n## This website uses cookies to ensure you get the best experience.\n\nMULTIVERSE COMPUTING and our selected partners use cookies and similar technologies (together “cookies”) that are necessary to present this website, and to ensure you get the best experience of it. If you consent to it, we will also use cookies for analytics purposes.\n\nSee our Cookie Policy to read more about the cookies we set.\n\nYou can withdraw and manage your consent at any time, by clicking “Manage cookies” at the bottom of each website page.\n\nAccept all cookies Decline all non-necessary cookies Cookie preferences\n\n## Select which cookies you accept\n\nOn this site, we always set cookies that are strictly necessary, meaning they are necessary for the site to function properly.\n\nIf you consent to it, we will also set other types of cookies. You can provide or withdraw your consent to the different types of cookies using the toggles below. You can change or withdraw your consent at any time, by clicking the link “Manage Cookies”, that is always available at the bottom of the site.\n\nTo learn more about what the different types of cookies do, how your data is used when they are set etc, see our Cookie Policy.\n\nStrictly necessary\n\nThese cookies are necessary to make the site work properly, and are always set when you visit the site.\n\nVendors Teamtailor\n\nAnalytics\n\nThese cookies collect information to help us understand how the site is being used.\n\nVendors Teamtailor\n\nAccept these cookies Decline all non-necessary cookies\n\nSkip to main content\n\nSan Sebastian, Spain\n\n# Engineering Manager, AI / ML\n\nApply for this job\n\nMultiverse Computing\n\nMultiverse is a well-funded, fast-growing deep-tech company founded in 2019. We are the largest quantum software company in the EU and have been recognized by CB Insights (2023 and 2025) as one of the 100 most promising AI companies in the world.\n\nWith 180+ employees and growing, our team is fully multicultural and international. We deliver hyper-efficient software for companies seeking a competitive edge through quantum computing and artificial intelligence.\n\nOur flagship products, CompactifAI and Singularity, "},{"ref":"E1","kind":"event","title":"Engineering Manager, AI / ML","date":"2026-06-10T09:19:30.631+00:00","date_source":"source","source_url":"https://multiversecomputing.teamtailor.com/jobs/7852180-engineering-manager-ai-ml","signal_url":"https://onlylabs.fyi/signals/e8828f5c-af59-4f88-89ca-43036eb7bae6","signal_json_url":"https://onlylabs.fyi/signals/e8828f5c-af59-4f88-89ca-43036eb7bae6/signal.json","text":"job_opened · Engineering Manager, AI / ML · signal_desk=hiring · occurred_at=2026-06-10T09:19:30.631+00:00 · url=https://multiversecomputing.teamtailor.com/jobs/7852180-engineering-manager-ai-ml · raw={\"ats\":\"agent\"}"},{"ref":"E2","kind":"event","title":"MLOps Engineer","date":"2026-06-05T22:36:44.97+00:00","date_source":"source","source_url":"https://multiversecomputing.teamtailor.com/jobs","signal_url":"https://onlylabs.fyi/signals/2568af9a-0d93-4bfe-ae5e-92e3434bed46","signal_json_url":"https://onlylabs.fyi/signals/2568af9a-0d93-4bfe-ae5e-92e3434bed46/signal.json","text":"job_opened · MLOps Engineer · signal_desk=hiring · occurred_at=2026-06-05T22:36:44.97+00:00 · url=https://multiversecomputing.teamtailor.com/jobs · raw={\"location\":\"Multiple locations\",\"ats\":\"agent\"}"},{"ref":"E3","kind":"event","title":"VP of Sales- AI/LLM","date":"2026-06-05T22:36:44.97+00:00","date_source":"source","source_url":"https://multiversecomputing.teamtailor.com/jobs","signal_url":"https://onlylabs.fyi/signals/51c4f624-c051-4f42-9ae0-86f024f625d7","signal_json_url":"https://onlylabs.fyi/signals/51c4f624-c051-4f42-9ae0-86f024f625d7/signal.json","text":"job_opened · VP of Sales- AI/LLM · signal_desk=hiring · occurred_at=2026-06-05T22:36:44.97+00:00 · url=https://multiversecomputing.teamtailor.com/jobs · raw={\"location\":\"California, USA\",\"ats\":\"agent\"}"},{"ref":"E4","kind":"event","title":"Senior LLM Engineer","date":"2026-06-05T22:36:44.97+00:00","date_source":"source","source_url":"https://multiversecomputing.teamtailor.com/jobs","signal_url":"https://onlylabs.fyi/signals/cc80ae12-b6e0-4268-96c6-9006324def78","signal_json_url":"https://onlylabs.fyi/signals/cc80ae12-b6e0-4268-96c6-9006324def78/signal.json","text":"job_opened · Senior LLM Engineer · signal_desk=hiring · occurred_at=2026-06-05T22:36:44.97+00:00 · url=https://multiversecomputing.teamtailor.com/jobs · raw={\"location\":\"San Sebastian, Spain, Barcelona, Madrid\",\"ats\":\"agent\"}"},{"ref":"E5","kind":"event","title":"DevOps Engineer","date":"2026-06-05T22:36:44.97+00:00","date_source":"source","source_url":"https://multiversecomputing.teamtailor.com/jobs","signal_url":"https://onlylabs.fyi/signals/748606a4-a2d2-413d-ac57-e685a03629f6","signal_json_url":"https://onlylabs.fyi/signals/748606a4-a2d2-413d-ac57-e685a03629f6/signal.json","text":"job_opened · DevOps Engineer · signal_desk=hiring · occurred_at=2026-06-05T22:36:44.97+00:00 · url=https://multiversecomputing.teamtailor.com/jobs · raw={\"location\":\"Multiple locations\",\"ats\":\"agent\"}"},{"ref":"E6","kind":"event","title":"Machine Learning Engineer (LLM)","date":"2026-06-05T22:36:44.97+00:00","date_source":"source","source_url":"https://multiversecomputing.teamtailor.com/jobs","signal_url":"https://onlylabs.fyi/signals/dc86d644-3c27-47d8-94b6-0a2ca9668e9e","signal_json_url":"https://onlylabs.fyi/signals/dc86d644-3c27-47d8-94b6-0a2ca9668e9e/signal.json","text":"job_opened · Machine Learning Engineer (LLM) · signal_desk=hiring · occurred_at=2026-06-05T22:36:44.97+00:00 · url=https://multiversecomputing.teamtailor.com/jobs · raw={\"location\":\"Multiple locations\",\"ats\":\"agent\"}"},{"ref":"E7","kind":"event","title":"Senior MLOps Engineer (Training Inference Optimization)","date":"2026-06-05T22:36:44.969+00:00","date_source":"source","source_url":"https://multiversecomputing.teamtailor.com/jobs","signal_url":"https://onlylabs.fyi/signals/c31383af-3c05-4da3-a96f-7a49e961cfdc","signal_json_url":"https://onlylabs.fyi/signals/c31383af-3c05-4da3-a96f-7a49e961cfdc/signal.json","text":"job_opened · Senior MLOps Engineer (Training Inference Optimization) · signal_desk=hiring · occurred_at=2026-06-05T22:36:44.969+00:00 · url=https://multiversecomputing.teamtailor.com/jobs · raw={\"location\":\"San Sebastian, Spain\",\"ats\":\"agent\"}"},{"ref":"E8","kind":"event","title":"Sales Director - 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