{"id":561229,"url":"https://alion.io/job/commotion-ai-ml-engineer-research","title":"AI / ML Engineer (Research)","company":{"id":4058,"name":"Commotion","domain":"gocommotion.com","url":"https://alion.io/company/commotion","size_band":null,"is_staffing_agency":false,"employer_type":"direct","is_intermediary":false,"listed_via":null,"ats_vendor":null,"truth_index":null},"role":"AI/ML","role_family":"AI/ML","seniority":"junior","employment_type":null,"work_mode":"hybrid","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"inferred","locations":[],"countries":[],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":null,"experience_years_min":2,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"Agno","optional":false},{"name":"Embeddings","optional":false},{"name":"Hugging Face","optional":false},{"name":"LangChain","optional":false},{"name":"LLM","optional":false},{"name":"Multimodal AI","optional":false},{"name":"Python","optional":false},{"name":"PyTorch","optional":false},{"name":"Qwen","optional":false},{"name":"Self-Supervised Learning","optional":false},{"name":"Speech Recognition","optional":false},{"name":"Text-to-Speech","optional":false},{"name":"Whisper","optional":false}],"status":"live","first_seen_at":"2026-09-09T05:01:19Z","employer_posted_date":null,"last_verified_at":"2026-09-09T05:01:19Z","board_verified":false,"closed_at":null,"days_open":54,"trust":{"level":"not_scored","repost_count":null,"flags":[],"days_open":54},"description":"Responsibilities:\nResearch and develop direct speech-to-speech modeling pipelines leveraging LLM backbones (e. g., Qwen) and audio encoders/decoders (e. g., Whisper).\nModel and evaluate turn-taking, latency handling, and voice activity detection (VAD) mechanisms for real-time conversational AI.\nExplore Agentic Reinforcement Training (ART) and self-learning loops for continual improvement of speech models.\nDesign and experiment with memory-augmented multimodal architectures that allow persistent recall and contextual understanding across interactions.\nDevelop novel approaches for expressive speech generation, emotion conditioning, and speaker identity preservation.\nCollaborate with the Research Director to define and drive long-term AI research roadmaps around autonomy, speech cognition, and agentic intelligence.\nConduct internal benchmarks and contribute to SOTA research in multimodal learning, audio-language alignment, and agent reasoning.\nWork closely with MLEs for model training and evaluation, while focusing entirely on research design, datasets, and experimentation.\nRequirements:\nExperience: 2+ years of applied or academic experience in speech, multimodal, or LLM research.\nEducation: Bachelor's or Master's in Computer Science, AI, or a related field.\nProgramming: Strong in Python and scientific computing; experience in JupyterHub environments.\nCore Skills:\nDeep understanding of LLM architectures, transformers, and multimodal embeddings.\nExperience with speech modeling pipelines: ASR, TTS, speech-to-speech, or audio-language models.\nUnderstanding of turn-taking systems, VAD, prosody modeling, and real-time voice synthesis.\nFamiliarity with self-supervised learning, contrastive representation learning, and agentic reinforcement (ART).\nStrong background in dataset curation, experimental design, and model evaluation.\nTools and Ecosystem:\nComfortable using Agno, Pipecat, HuggingFace, and PyTorch.\nFamiliarity with LangChain, vector stores, and memory systems for agentic research.\nExcellent written communication and the ability to clearly articulate research insights.","description_format":"text","description_chars":2102,"description_truncated":false,"requirements":{"experience_years_min":2,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":{"level":"bachelor","optional":false},"security_clearance":false,"languages":[]},"benefits":[],"hiring_locations":[],"hiring_excludes":[],"relocation_offered":false,"industries":["E-commerce Platforms","Conversational AI","Retail & Commerce AI"],"lifecycle":[{"event":"open","at":"2026-09-09T05:01:19Z"}],"visa":[],"liveness":{"score":5,"band":"cold","label":"Long shot","p_open":0.4,"p_active":0.48,"p_room":0.28,"age_days":54,"expected_fill_days":21,"reasons":["seen:54","win:tail","crowd:junior"],"computed_at":"2026-11-02T06:13:15Z"},"pay":null,"html_url":"https://alion.io/job/commotion-ai-ml-engineer-research","json_url":"https://alion.io/job/commotion-ai-ml-engineer-research.json","meta":{"generated_at":"2026-11-02T18:56:17Z","cache_seconds":300,"methodology":"https://alion.io/methodology","terms":"https://alion.io/terms","contact":"https://alion.io/contact","api":"https://alion.io/developers","about":"Alion is a live layer of people, companies and AI agents: who they are, whether they are real and active right now, what they do and how to work with them, readable by people and by agents and paid per call.","catalog":"https://alion.io/catalog.json","usage":{"tier":"crawler_verified","counted_by":"address","units_charged":1,"used_today":26397,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-11-03T00:00:00Z"}},"offers":[{"id":"company.slices","title":"One company in depth, by slice","status":"live","price":{"credits":0.02,"usd":0.002,"plus_per_slice":{"credits":0.05,"usd":0.005}},"unit":"per company, plus each slice with data","note":"the employer in depth","call":{"mcp_tool":"get_company","arguments":{"id":4058},"rest":"https://alion.io/mcp/rest/get_company?id=4058"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Fcommotion-ai-ml-engineer-research"},{"id":"market.stats","title":"A market slice: pay, demand and time to fill","status":"live","price":{"credits":1,"usd":0.1},"unit":"per slice","note":"pay, demand and time to fill for this role and place","call":{"mcp_tool":"market_stats"},"human":"https://alion.io/catalog?offer=market.stats&for=job%2Fcommotion-ai-ml-engineer-research"},{"id":"job.search","title":"Open jobs by role, technology, place, pay and visa","status":"live","price":{"credits":0.02,"usd":0.002},"unit":"per posting in a list","note":"similar open postings","call":{"mcp_tool":"search_jobs"},"human":"https://alion.io/catalog?offer=job.search&for=job%2Fcommotion-ai-ml-engineer-research"},{"id":"company.verify","title":"Is this company real and active right now","status":"pilot","price":null,"unit":"per company","request":{"url":"https://alion.io/catalog/request","method":"POST","body":"{\"offer\": \"company.verify\", \"for\": \"job/commotion-ai-ml-engineer-research\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Fcommotion-ai-ml-engineer-research"}],"agent":{"mcp":"https://alion.io/mcp/jobs","mcp_open":"https://alion.io/mcp/open","next":[{"tool":"get_job","arguments":{"id":561229}},{"tool":"search_jobs","arguments":{"company":"gocommotion.com","detail":"compact"}},{"tool":"match_people","arguments":{"job_id":561229},"note":"people open to offers who fit this vacancy"}],"note":"The same data through MCP tools: https://alion.io/mcp/open needs no sign-in (compact searches, postings, people); https://alion.io/mcp with an Alion account has everything. Docs: https://alion.io/developers"}}