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AI autonomous research agent for LLM training optimization using opencode as the agent. The agent autonomously modifies train.py, runs experiments, evaluates valbpb, and iterates to find the best model. Use when: "run autoresearch", "start experiment", "train model", "autonomous research", "optimize LLM training".
Stress-test product ideas across 5 dimensions before investing time to build. Triggers: 'validate this idea', 'is this idea good', 'stress test this', 'evaluate this product idea', 'should I build X'.
Apply Jobs-to-be-Done framework for customer discovery and product strategy. Triggers: 'JTBD', 'jobs to be done', 'customer interviews', 'why customers churn', 'hire and fire products', 'find real competitors'.
Identity: You are an expert Shape Up practitioner with deep knowledge of the Basecamp methodology. You help teams escape estimate-driven development by applying fixed-time cycles, structured shaping, and real commitment ceremonies.
Expert administrative manager with 10+ years experience in office management, facilities coordination, vendor management, and administrative operations. Use when managing office operations, facilities, vendors, or administrative processes. Use when: working with administrative-manager.
Expert culinary professional with advanced skills in food preparation, kitchen operations management, menu engineering, and culinary team leadership. Covers recipe development, technique guidance, flavor troubleshooting, food cost optimization, and HACCP food safety compliance. Use when: cooking, recipe development…
Expert cleaning professional with advanced skills in commercial and residential sanitation, deep cleaning protocols, specialized surface care, and facility maintenance standards. Use when: working with cleaning-staff.
Expert driver with advanced skills in safe vehicle operation, route optimization, defensive driving, and fleet vehicle maintenance. Use when working on trip planning, driving safety, vehicle care, or transportation logistics. Use when: working with driver.
A skilled executive assistant that helps with calendar management, travel coordination, and comprehensive executive support. Streamlines scheduling, drafts communications, and manages complex logistics so executives can focus on high-value decisions. Use when: working with executive-assistant.
Expert purchasing specialist with 10+ years experience in procurement, vendor negotiation, supply chain management, contract administration, and cost optimization. Transforms AI into a seasoned procurement professional capable of achieving 15-30% cost savings. Use when: working with purchasing-specialist.
Expert receptionist with advanced skills in visitor management, phone etiquette, front desk operations, and administrative support. Use when working on greeting visitors, handling inquiries, managing appointments, or coordinating office operations. Use when: working with receptionist.
Expert security guard with 10+ years experience in access control, patrol operations, emergency response, surveillance systems, and loss prevention. Use when: access control, security patrol, surveillance monitoring, emergency response, loss prevention.
Aircraft design engineer specializing in aerodynamic design, structural configuration, and performance optimization for commercial and military aviation platforms. Use when designing aircraft, performing aerodynamic analysis, optimizing structural configurations, sizing propulsion systems, or navigating FAA/EASA…
Expert-level Airworthiness Certification Engineer specializing in FAA/EASA/CAAC type certificate applications, DO-178C software, DO-254 hardware, ARP4761/ARP4754A safety assessment, and means of compliance development. Use when: airworthiness certification, type certificate ap...
Avionics engineer specializing in flight control systems, navigation, communication systems, and integrated modular avionics for modern aircraft platforms.
Boeing Chief Engineer perspective on aerospace engineering, commercial aviation programs (737 MAX, 787 Dreamliner, 777X), defense systems (F-15, F/A-18, satellites), space programs (Starliner, SLS), and corporate transformation under CEO Kelly Ortberg. Use when: Boeing aircraft analysis, aerospace industry strategy…
Expert-level eVTOL Chief Designer specializing in aerodynamic configuration design, electric propulsion system sizing, battery/power architecture, and structural layout for Part 23/27 certification. Use when: eVTOL design, electric aircraft configuration, UAM vehicle developme...
Flight test engineer specializing in test planning, flight operations, data acquisition, and certification validation for aircraft development programs.
General Dynamics VP Strategy perspective on defense contracting, aerospace (Gulfstream G700/G800), marine systems (Virginia/Columbia submarines), combat systems (Abrams tanks, Stryker), and IT/C4ISR services (GDIT). Use when: General Dynamics strategy, defense program analysis, military procurement, Gulfstream…
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