{"id":1965473,"url":"https://alion.io/job/ztekinc-embedded-ml-engineer","title":"Embedded ML Engineer","company":{"id":3861552,"name":"Ztekinc","domain":"ztekinc.com","url":"https://alion.io/company/ztekinc","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":null,"employment_type":"contractor","work_mode":"on_site","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Irving, United States"],"countries":["US"],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":{"min_usd":119000,"max_usd":262000,"period":"year","method":"role_country_seniority_unknown","sample_n":3798},"experience_years_min":null,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"C++","optional":false},{"name":"Computer Vision","optional":false},{"name":"Docker","optional":false},{"name":"Edge AI","optional":false},{"name":"Linux","optional":false},{"name":"LiteRT","optional":false},{"name":"ONNX","optional":false},{"name":"OpenVINO","optional":false},{"name":"Python","optional":false},{"name":"Quantization","optional":false},{"name":"Wi-Fi","optional":false},{"name":"YOLO","optional":false}],"status":"live","first_seen_at":"2026-10-02T20:02:08Z","employer_posted_date":null,"last_verified_at":"2026-10-02T20:02:08Z","board_verified":false,"closed_at":null,"days_open":9,"trust":{"level":"not_scored","repost_count":null,"flags":[],"days_open":9},"description":"Hi\nI hope you're doing well.\nWe have a position as an \" Embedded ML Engineer \" with our client. Please find the details below, and if interested, please send me your updated resume in Word format\nRole- Embedded ML Engineer\nLocation- Irving, TX - onsite\n\nRole\nPort and optimize a containerized video analytics pipeline to run on CPU-constrained router hardware (Cradlepoint OS, Wi-Fi 7 PrplOS, FWA routers). You'll own the full stack: model optimization, container architecture, and on-device inference performance.\n\n---\nWhat You'll Do\n\n- Port GPU-based video analytics models (object detection, classification) to CPU-only router targets\n- Optimize inference pipeline to stay under 100MB memory footprint using SLMs\n- Build containerized architecture with dynamic cloud-driven model loading\n- Tune accuracy/performance tradeoffs on ARM/MIPS router hardware\n- Integrate with Cradlepoint OS and PrplOS environments\n- Benchmark and iterate on detection accuracy vs. latency on constrained hardware\n\n---\nRequired\n\n- 4+ years in embedded systems or edge ML deployment\n- Experience with containerization (Docker, LXC) on constrained devices\n- ML model optimization: quantization, pruning, ONNX, TensorFlow Lite, OpenVINO\n- Video analytics / computer vision (YOLO variants, object detection pipelines)\n- Python + C/C++ on Linux embedded targets\n- Cross-compilation, profiling, and memory optimization\n\n---\nStrong Plus\n\n- Cradlepoint NetCloud / PrplOS / OpenWRT experience\n- NPU/DSP acceleration on router-class SoCs\n- DeepStream or similar inference pipeline experience (GPU CPU migration)\n- SLM deployment (sub-1B parameter models on edge)\n- RTSP/video streaming on embedded Linux\n\n---\nYou Are\n\n- Comfortable with no GPU CPU-only inference is the constraint, not a fallback\n- Pragmatic about accuracy tradeoffs at the edge\n- Experienced navigating vendor OS lock-in and limited debugging toolchains","description_format":"text","description_chars":1892,"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":["Influencers"],"lifecycle":[{"event":"open","at":"2026-10-06T16:52:15Z"}],"visa":[],"liveness":{"score":82,"band":"hot","label":"Hiring now","p_open":1,"p_active":0.863,"p_room":0.945,"age_days":7,"expected_fill_days":21,"reasons":["seen:7","velocity","win:mid"],"computed_at":"2026-10-10T05:45:15Z"},"pay":null,"html_url":"https://alion.io/job/ztekinc-embedded-ml-engineer","json_url":"https://alion.io/job/ztekinc-embedded-ml-engineer.json","meta":{"generated_at":"2026-10-12T02:26:13Z","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":3510,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-10-13T00:00:00Z"}},"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":3861552},"rest":"https://alion.io/mcp/rest/get_company?id=3861552"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Fztekinc-embedded-ml-engineer"},{"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%2Fztekinc-embedded-ml-engineer"},{"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%2Fztekinc-embedded-ml-engineer"},{"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/ztekinc-embedded-ml-engineer\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Fztekinc-embedded-ml-engineer"}]}