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The platform maintains a curated database of positions tagged with AI/ML domain labels (e.g., 'LLM Engineer', 'Computer Vision', 'Data Scientist') to surface only relevant opportunities, eliminating the noise of general job boards where AI roles are buried among thousands of unrelated postings.","intents":["Find AI/ML job opportunities without scrolling through irrelevant general positions","Discover remote and global AI roles concentrated in one searchable index","Access a curated job feed filtered specifically for machine learning and AI specializations"],"best_for":["AI/ML engineers and data scientists seeking focused opportunities","Job seekers in emerging markets with limited local AI hiring visibility","Career changers entering AI who want to filter by skill level and specialization"],"limitations":["Job pool significantly smaller than LinkedIn or Indeed (estimated <10% of total AI positions globally)","Aggregation latency means some postings may be 24-48 hours behind source publication","Keyword-based filtering may miss non-standard role titles or emerging specializations not in taxonomy","No real-time bidding or job alert system for time-sensitive postings"],"requires":["Web browser with JavaScript enabled","Internet connectivity to access live job index","No authentication required for free tier access"],"input_types":["text search queries","filter selections (location, experience level, specialization)","user profile data (optional, for personalization)"],"output_types":["structured job listings with title, company, location, salary range","filtered result sets ranked by relevance","job detail pages with full descriptions and application links"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aijobs-ai__cap_1","uri":"capability://search.retrieval.global.remote.ai.job.discovery.with.geographic.filtering","name":"global remote ai job discovery with geographic filtering","description":"Implements location-aware search and filtering that distinguishes between fully remote, hybrid, and on-site positions across global markets. The platform indexes job postings with geographic metadata (company HQ, work location, timezone) and enables filtering by region, country, or remote-first status, surfacing opportunities that may be region-locked or hidden on local job boards.","intents":["Find remote AI roles that don't require relocation","Discover AI opportunities in specific geographic markets or timezones","Access global talent pool without geographic restrictions imposed by local job boards"],"best_for":["Distributed AI engineers seeking remote-first opportunities","Developers in emerging markets with limited local AI hiring","Companies building globally distributed AI teams"],"limitations":["Remote job classification relies on employer-provided metadata; some postings may misrepresent remote eligibility","Timezone information not standardized across all listings, limiting timezone-based filtering","Visa sponsorship information often incomplete or missing from aggregated postings","Currency conversion and cost-of-living context not provided for salary comparisons across regions"],"requires":["Web browser with geolocation support (optional, for location-based recommendations)","No geographic restrictions on user access"],"input_types":["location search terms (city, country, region)","remote work preference selection","timezone or geographic radius filters"],"output_types":["geographically filtered job listings","remote work classification metadata","location-based job density heatmaps (if available)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aijobs-ai__cap_2","uri":"capability://automation.workflow.free.access.job.board.with.zero.paywall.barriers","name":"free-access job board with zero paywall barriers","description":"Operates a completely free job search and application platform with no premium tiers, subscription fees, or hidden paywalls. The business model relies on employer recruitment fees rather than job seeker monetization, removing financial barriers that plague traditional recruiting platforms and democratizing access to high-demand AI roles regardless of user economic status.","intents":["Search and apply for AI jobs without paying subscription fees","Access premium job board features without upgrading to paid tiers","Apply to multiple positions without credit limits or application quotas"],"best_for":["Early-career AI engineers and bootcamp graduates with limited budgets","Job seekers in developing economies where subscription fees are prohibitive","Career changers entering AI who want to explore opportunities before investing in premium services"],"limitations":["No premium features or priority support available at any price point","Employer-funded model may create incentive misalignment (platform optimizes for employer needs over job seeker experience)","Limited resources for community building, algorithmic matching, or personalized recommendations compared to venture-backed competitors","Sustainability risk if employer recruitment fees don't scale with platform growth"],"requires":["Web browser","Email address for account creation (optional for basic browsing)"],"input_types":["user profile information (optional)","job search queries","application submissions"],"output_types":["job listings","application confirmation","user profile visibility to employers"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aijobs-ai__cap_3","uri":"capability://automation.workflow.employer.recruitment.and.job.posting.management","name":"employer recruitment and job posting management","description":"Provides a job posting interface for employers to create, publish, and manage AI role listings with minimal friction. Employers submit job descriptions through a web form or API, which are indexed and made searchable within hours. The platform handles job visibility, application routing, and candidate management workflows, enabling startups and established companies to reach AI talent without building custom recruiting infrastructure.","intents":["Post AI job openings to a specialized talent pool without using expensive recruiters","Manage multiple job postings and track applicant pipelines in one dashboard","Reach global AI talent without paying premium fees on LinkedIn or Indeed"],"best_for":["AI startups and scaleups hiring for specialized ML roles","Companies wanting to reach remote-first AI talent pools","Recruiting teams seeking cost-effective alternatives to traditional recruiting platforms"],"limitations":["Smaller candidate pool compared to LinkedIn or Indeed means lower application volume per posting","No built-in ATS (Applicant Tracking System) integration; employers must manage applications manually or via email","Limited employer branding tools or company profile customization compared to LinkedIn Company Pages","No recruiter network or headhunting services; platform is self-service only","Analytics and hiring metrics are basic or absent compared to enterprise recruiting platforms"],"requires":["Employer account registration","Job posting fee (amount not specified in public documentation)","Email or contact information for application routing"],"input_types":["job title, description, requirements","company information and branding","salary range and benefits","location and remote work preferences"],"output_types":["published job listing","candidate applications","applicant contact information","job posting analytics (if available)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aijobs-ai__cap_4","uri":"capability://data.processing.analysis.specialized.role.taxonomy.and.skill.based.job.categorization","name":"specialized role taxonomy and skill-based job categorization","description":"Maintains a curated taxonomy of AI/ML job roles (e.g., LLM Engineer, Computer Vision Specialist, Data Scientist, ML Ops Engineer, Prompt Engineer) and maps job postings to these categories using keyword extraction and role classification. 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Employers can search and browse candidate profiles to identify passive candidates or build talent pipelines. The platform implements profile indexing and search to make candidates discoverable by employers searching for specific skills, experience levels, or specializations.","intents":["Build a discoverable AI profile to attract inbound recruiter interest","Showcase portfolio and GitHub links to demonstrate technical capabilities","Get discovered by employers searching for candidates with specific AI skills"],"best_for":["Passive job seekers open to opportunities but not actively searching","AI engineers with strong portfolios wanting to increase visibility","Developers in emerging markets with limited local recruiter networks"],"limitations":["Candidate pool is much smaller than LinkedIn, limiting employer discovery potential","Profile search and matching algorithms are likely basic compared to LinkedIn's ML-powered recommendations","No built-in portfolio hosting; candidates must link to external GitHub, personal websites, or portfolio platforms","Privacy controls and profile visibility settings may be limited compared to LinkedIn","No endorsement or skill verification system to validate candidate claims"],"requires":["User account creation","Email verification","Optional: GitHub, portfolio, or personal website links"],"input_types":["profile information (name, title, experience)","skills and specializations","portfolio and project links","work history and education"],"output_types":["public candidate profile URL","profile visibility to employers","inbound recruiter messages or opportunities","profile search results"],"categories":["search-retrieval","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aijobs-ai__cap_6","uri":"capability://automation.workflow.application.tracking.and.job.seeker.workflow.management","name":"application tracking and job seeker workflow management","description":"Provides a centralized dashboard where job seekers can track applications, save favorite job listings, and manage their job search workflow. The platform stores application history, enables users to bookmark jobs for later review, and may provide status updates on application progress. This creates a unified job search experience without requiring users to manage multiple email threads or spreadsheets.","intents":["Track all job applications in one place without managing email threads","Save interesting job postings to review later","Monitor application status and receive updates from employers"],"best_for":["Active job seekers applying to multiple positions simultaneously","Career changers managing complex job search workflows","Developers wanting to organize and prioritize opportunities"],"limitations":["Application tracking depends on employer integration; many employers may not provide status updates","No automated job matching or recommendation engine to prioritize applications","Limited analytics on application success rates or hiring trends","No integration with external ATS systems or recruiter tools","Bookmark and saved job features may have limited capacity or organization options"],"requires":["User account with email verification","Active job applications through the platform"],"input_types":["job application submissions","bookmark/save actions","application status updates from employers"],"output_types":["application history and status dashboard","saved job list","application timeline and metrics","employer communication and updates"],"categories":["automation-workflow","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aijobs-ai__cap_7","uri":"capability://automation.workflow.email.based.job.alert.and.notification.system","name":"email-based job alert and notification system","description":"Sends automated email notifications to job seekers when new positions matching their search criteria are posted. Users configure alert preferences (specialization, location, experience level, salary range) and receive daily or weekly digest emails with matching opportunities. This enables passive job discovery without requiring users to actively visit the platform.","intents":["Receive automatic notifications for new AI jobs matching your criteria","Stay updated on opportunities without daily platform visits","Filter job alerts by specialization, location, and salary to reduce noise"],"best_for":["Passive job seekers open to opportunities but not actively searching","Busy professionals who want job updates without platform engagement","Job seekers in niche specializations with limited posting frequency"],"limitations":["Email digest frequency is fixed (daily or weekly) with no real-time alerts for urgent postings","Alert filtering is limited to basic criteria (location, specialization, salary) without ML-powered relevance ranking","No integration with calendar or task management tools to prioritize applications","Email deliverability depends on user email provider and spam filtering","No unsubscribe or alert management granularity (e.g., can't pause alerts for specific companies)"],"requires":["User account with verified email address","Alert preference configuration"],"input_types":["alert criteria (specialization, location, salary, experience level)","alert frequency preference","email address"],"output_types":["email notifications with job listings","job links and application URLs","alert summary and digest"],"categories":["automation-workflow","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":42,"verified":false,"data_access_risk":"high","permissions":["Web browser with JavaScript enabled","Internet connectivity to access live job index","No authentication required for free tier access","Web browser with geolocation support (optional, for location-based recommendations)","No geographic restrictions on user access","Web browser","Email address for account creation (optional for basic browsing)","Employer account registration","Job posting fee (amount not specified in public documentation)","Email or contact information for application routing"],"failure_modes":["Job pool significantly smaller than LinkedIn or Indeed (estimated <10% of total AI positions globally)","Aggregation latency means some postings may be 24-48 hours behind source publication","Keyword-based filtering may miss non-standard role titles or emerging specializations not in taxonomy","No real-time bidding or job alert system for time-sensitive postings","Remote job classification relies on employer-provided metadata; some postings may misrepresent remote eligibility","Timezone information not standardized across all listings, limiting timezone-based filtering","Visa sponsorship information often incomplete or missing from aggregated postings","Currency conversion and cost-of-living context not provided for salary comparisons across regions","No premium features or priority support available at any price point","Employer-funded model may create incentive misalignment (platform optimizes for employer needs over job seeker experience)","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.36666666666666664,"quality":0.7300000000000001,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:29.132Z","last_scraped_at":"2026-04-05T13:23:42.552Z","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=aijobs-ai","compare_url":"https://unfragile.ai/compare?artifact=aijobs-ai"}},"signature":"G00sj3vKi2idQeMBrA7H8rNsioJqD27KFg9MtdUVI/U6qTfhJEBHsx+aolcvVdRtp295GQN57BATI3iHzNPhBg==","signedAt":"2026-06-22T10:07:15.456Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/aijobs-ai","artifact":"https://unfragile.ai/aijobs-ai","verify":"https://unfragile.ai/api/v1/verify?slug=aijobs-ai","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"}}