{"id":92132,"url":"https://alion.io/job/layup-parts-machine-learning-engineer-2","title":"Machine Learning Engineer","company":{"id":8917,"name":"Layup Parts","domain":"layupparts.com","url":"https://alion.io/company/layup-parts","size_band":"501-1000","is_staffing_agency":false,"employer_type":"direct","is_intermediary":false,"listed_via":null,"ats_vendor":"Lever","truth_index":{"grade":"B","score":83,"open_postings":10,"ghost_share":0,"stale_share":0.7,"repost_share":0,"time_to_fill_p50_days":50,"computed_at":"2026-10-16T05:45:00Z"}},"role":"AI/ML","role_family":"AI/ML","seniority":null,"employment_type":"full_time","work_mode":"on_site","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Huntington Beach, United States"],"countries":["US"],"hiring_countries":[],"hiring_countries_total":0,"salary":{"min":120000,"max":185000,"currency":"USD","period":"year","gross":null,"usd_annual":185000},"salary_estimate":null,"experience_years_min":null,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"Fine-tuning","optional":false},{"name":"LLM","optional":false},{"name":"Machine Learning","optional":false}],"status":"live","first_seen_at":"2026-08-04T18:53:30Z","employer_posted_date":"2026-08-04","last_verified_at":"2026-10-16T21:56:27Z","board_verified":true,"closed_at":null,"days_open":73,"trust":{"level":"ok","repost_count":null,"flags":[],"days_open":73},"description":"At Layup Parts, we're developing the technology that will build the future.\nWe're a manufacturing technology company replacing months of lead time with days, using proprietary software, automation, and advanced manufacturing systems built for speed. Our customers are inventing what's next, in aerospace, defense, robotics, and beyond. To keep up with them, manufacturing has to change. That's what we're building.\nWe're looking for a Machine Learning Engineer to train custom models using our internal data. This work spans design generation, cost estimation, evaluating the complexity and difficulty of a given design, and extracting structured data out of existing documentation. We're looking for someone who has trained custom models on large, parameter-rich datasets, ideally with a geometric or spatial component, and who is energized by problems in that space specifically.\nWhat You'll Do\nTrain and iterate on custom ML models using Layup's internal manufacturing and design data \nBuild models that estimate cost and predict design complexity or manufacturing difficulty from part geometry \nDevelop models that generate or assist in generating new designs based on historical design data \nBuild pipelines to extract structured data (specs, dimensions, material callouts, etc.) from existing engineering documents and drawings \nEvaluate and select modeling approaches suited to geometric, spatial, and other structured data, rather than text-based problems \nWork closely with engineering and manufacturing teams to source, clean, and label internal datasets \nOwn model performance end-to-end, from data pipeline through training, evaluation, and deployment into internal tools \nContinuously identify new opportunities where custom models could improve design, estimation, or manufacturing workflows \nWhat We're Looking For\n Be awesome! Be the kind of person you want to work with!\nExperience training custom models beyond basic labeling or fine-tuning workflows \nExperience with advanced object detection at minimum; data classification experience is a strong plus \nExperience with geometry-based modeling is highly preferred \nExperience working with large, parameter-rich datasets \nStrongest fit is someone whose background is in structured, spatial, or geometric data problems rather than natural language or LLM-centric work \nBonus Points\nExperience training geometry-specific models \nCAD experience \nManufacturing experience","description_format":"text","description_chars":2435,"description_truncated":false,"requirements":{"experience_years_min":null,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":null,"security_clearance":false,"languages":[]},"benefits":[],"hiring_locations":[],"hiring_excludes":[],"relocation_offered":false,"industries":["3D Printers & Additive Manufacturing","Contract Manufacturing"],"lifecycle":[{"event":"open","at":"2026-08-04T18:53:30Z"}],"visa":[],"liveness":{"score":16,"band":"cold","label":"Long shot","p_open":1,"p_active":0.37,"p_room":0.44,"age_days":72,"expected_fill_days":50,"reasons":["conf:1","stale_co","win:tail","crowd:"],"computed_at":"2026-10-16T05:45:00Z"},"pay":{"stated_usd_annual":185000,"is_top_pay":false},"html_url":"https://alion.io/job/layup-parts-machine-learning-engineer-2","json_url":"https://alion.io/job/layup-parts-machine-learning-engineer-2.json","meta":{"generated_at":"2026-10-16T22:14:03Z","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":3729,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-10-17T00:00:00Z"}},"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":8917},"rest":"https://alion.io/mcp/rest/get_company?id=8917"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Flayup-parts-machine-learning-engineer-2"},{"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%2Flayup-parts-machine-learning-engineer-2"},{"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%2Flayup-parts-machine-learning-engineer-2"},{"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/layup-parts-machine-learning-engineer-2\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Flayup-parts-machine-learning-engineer-2"}]}