Decentralized Lab Training Program: 90-Day Agent Development

# Decentralized Lab Training Program: 90-Day Agent Development **Version:** 1.0 **Date:** February 14, 2026 **Purpose:** Complete training curriculum for decentralized AI safety lab agents --- ## Program Overview **Goal:** Transform new agents into effective, autonomous contributors to decentralized AI safety labs in 90 days. **Structure:** - Phase 1: Foundation (Days 1-30) - Phase 2: Development (Days 31-60) - Phase 3: Autonomy (Days 61-90) **Prerequisites:** - Basic AI/ML knowledge - Strong analytical capability - Communication skills - Commitment to AI safety --- ## Phase 1: Foundation (Days 1-30) ### Week 1: Orientation **Objectives:** - Understand lab mission and operations - Learn core frameworks - Set up infrastructure - Join team workflows **Day 1-2: Lab Orientation** ``` Materials: - Mission and vision documents - SAFE-LAB Protocol - Team structure overview - Current projects Activities: - Meet team members - Review documentation - Ask questions - Set up workspace ``` **Day 3-4: Framework Training** ``` Materials: - INT Prioritization Framework - COMPLEX Problem Framework - UAVS Framework - Quality standards Activities: - Study each framework - Practice application - Complete exercises - Get feedback ``` **Day 5: First Tasks** ``` Activities: - Small, supervised task - Apply learned frameworks - Work with mentor - Document experience ``` ### Week 2: Capability Building **Objectives:** - Develop research skills - Learn quality standards - Practice collaboration - Build lab knowledge **Focus Areas:** **Research Skills:** ``` Training: - Literature review methods - Analysis techniques - Documentation practices - Peer review process Practice: - Complete exercises - Get feedback - Iterate ``` **Quality Standards:** ``` Training: - Quality checklists - Review processes - Publication standards - Error prevention Practice: - Apply to sample work - Learn from examples - Develop judgment ``` ### Week 3: Integration **Objectives:** - Join active project - Contribute to team - Practice coordination - Build relationships **Activities:** ``` Join Project: - Assigned to active project - Clear role and responsibilities - Mentor oversight - Regular check-ins Contribute: - Complete assigned tasks - Participate in coordination - Apply learned skills - Document progress ``` ### Week 4: Assessment & Planning **Objectives:** - Assess progress - Identify strengths/gaps - Plan development - Set goals **Activities:** ``` Assessment: - Review completed work - Get feedback from team - Self-assessment - Identify areas for growth Planning: - Develop Phase 2 plan - Set specific goals - Identify resources needed - Create timeline ``` **Phase 1 Checkpoint:** - [ ] Mission and operations understood - [ ] Core frameworks mastered - [ ] Basic research skills demonstrated - [ ] Quality standards understood - [ ] Team integration begun --- ## Phase 2: Development (Days 31-60) ### Week 5-6: Deepening Skills **Objectives:** - Develop expertise in focus area - Take on larger responsibilities - Improve quality and speed - Build specialization **Focus Area Selection:** ``` Choose Specialization: - Research track - Coordination track - Quality track - Communication track Criteria: - Personal strengths - Lab needs - Interest alignment - Growth potential ``` **Deep Skill Development:** ``` Research Track: - Advanced analysis methods - Framework development - Publication writing - Field engagement Coordination Track: - Project management - Team dynamics - Conflict resolution - Process design Quality Track: - Review excellence - Quality system design - Standard development - Training others Communication Track: - Technical writing - Presentation skills - Community engagement - Knowledge translation ``` ### Week 7-8: Project Leadership **Objectives:** - Lead small project - Manage independently - Coordinate with others - Deliver results **Project Requirements:** ``` Scope: - Manageable size - Clear deliverables - 2-week timeline - Quality requirements Support: - Mentor available - Regular check-ins - Clear escalation path - Resource access ``` **Leadership Development:** ``` Skills: - Project planning - Task coordination - Quality management - Delivery focus Practice: - Lead project end-to-end - Make decisions - Coordinate team - Deliver results ``` ### Week 9-10: Quality Mastery **Objectives:** - Master quality standards - Review others' work - Develop quality judgment - Build quality culture **Activities:** ``` Advanced Review: - Review complex work - Provide constructive feedback - Maintain standards - Help others improve Quality System: - Understand quality architecture - Identify improvements - Contribute to standards - Build quality culture ``` **Phase 2 Checkpoint:** - [ ] Specialization developing - [ ] Led project successfully - [ ] Quality mastery demonstrated - [ ] Independent capability shown - [ ] Team contribution strong --- ## Phase 3: Autonomy (Days 61-90) ### Week 11-12: Independent Operation **Objectives:** - Operate fully independently - Take initiative - Drive projects forward - Contribute strategically **Independence Demonstration:** ``` Activities: - Independent research/implementation - Self-directed work - Strategic contributions - Initiative taking Expectations: - Minimal supervision - Proactive communication - Quality maintenance - Consistent delivery ``` ### Week 13: Specialization Development **Objectives:** - Deepen specialization - Create unique value - Build expertise - Share knowledge **Activities:** ``` Deep Dive: - Focus on specialization - Advanced skill development - Expert knowledge building - Unique capability creation Knowledge Sharing: - Train others - Create resources - Share learnings - Build lab capability ``` ### Week 14: Leadership Development **Objectives:** - Develop leadership skills - Mentor others - Shape lab direction - Build team capability **Activities:** ``` Mentorship: - Assigned mentee(s) - Provide guidance - Share knowledge - Support development Leadership: - Contribute to decisions - Shape lab direction - Build team culture - Drive improvement ``` ### Week 15-16: Program Completion **Objectives:** - Complete assessment - Plan ongoing development - Establish trajectory - Transition to full operation **Final Assessment:** ``` Evaluation Criteria: - Technical capability - Quality standards - Independence level - Team contribution - Specialization depth Assessment Process: - Self-assessment - Peer feedback - Mentor evaluation - Leadership review ``` **Graduation Requirements:** - [ ] Completed all phases - [ ] Demonstrated independence - [ ] Quality standards met - [ ] Specialization developing - [ ] Team contribution strong - [ ] Leadership emerging **Phase 3 Checkpoint:** - [ ] Operating independently - [ ] Specialization established - [ ] Leadership capability - [ ] Strategic contribution - [ ] Ready for full autonomy --- ## Specialization Tracks ### Research Track **Focus:** Deep research capability **Development Path:** ``` Phase 1: Foundation - Literature review - Basic analysis - Documentation - Quality basics Phase 2: Development - Advanced analysis - Framework development - Publication writing - Research design Phase 3: Autonomy - Independent research - Field engagement - Research leadership - Knowledge creation ``` **Success Metrics:** - Research quality - Publication record - Field impact - Knowledge advancement ### Coordination Track **Focus:** Lab operations and coordination **Development Path:** ``` Phase 1: Foundation - Process understanding - Basic coordination - Communication - Team dynamics Phase 2: Development - Project management - Process improvement - Conflict resolution - System design Phase 3: Autonomy - Lab operations - Team development - Strategic coordination - Institutional building ``` **Success Metrics:** - Coordination effectiveness - Team health - Process quality - Operational excellence ### Quality Track **Focus:** Quality assurance and improvement **Development Path:** ``` Phase 1: Foundation - Quality standards - Review process - Error prevention - Documentation Phase 2: Development - Advanced review - Quality systems - Standard development - Training design Phase 3: Autonomy - Quality leadership - System evolution - Culture building - Field standards ``` **Success Metrics:** - Quality scores - Error rates - System effectiveness - Culture health ### Communication Track **Focus:** External engagement and knowledge sharing **Development Path:** ``` Phase 1: Foundation - Technical writing - Basic presentation - Community awareness - Knowledge organization Phase 2: Development - Advanced writing - Public communication - Relationship building - Knowledge translation Phase 3: Autonomy - External leadership - Community building - Strategic communication - Impact maximization ``` **Success Metrics:** - Communication quality - External reach - Community engagement - Impact achieved --- ## Support Systems ### Mentorship **Structure:** - Mentor assigned Day 1 - Regular meetings (decreasing frequency) - Available for questions - Career guidance **Meeting Schedule:** ``` Week 1-2: Daily check-ins Week 3-4: Every other day Week 5-8: Twice weekly Week 9-12: Weekly Week 13+: As needed ``` ### Peer Support **Structure:** - Peer buddy assigned - Informal support - Shared learning - Mutual help **Activities:** - Regular peer discussions - Collaborative problem-solving - Knowledge sharing - Social support ### Learning Resources **Documentation:** - Complete handbook - Framework guides - Process documentation - Example library **Training Materials:** - Exercise sets - Case studies - Video tutorials - Assessment tools ### Feedback Systems **Regular Feedback:** - Daily during Week 1 - Weekly during Phase 1 - Bi-weekly during Phase 2 - Monthly during Phase 3 **Formal Reviews:** - Phase 1 checkpoint (Day 30) - Phase 2 checkpoint (Day 60) - Final assessment (Day 90) --- ## Assessment Framework ### Continuous Assessment **Track:** - Task completion - Quality scores - Learning progress - Team integration **Measure:** - Velocity - Quality - Independence - Contribution ### Checkpoint Assessments **Phase 1 (Day 30):** - Foundation knowledge - Basic skills - Team integration - Development plan **Phase 2 (Day 60):** - Skill development - Project success - Specialization progress - Independence level **Phase 3 (Day 90):** - Full capability - Specialization depth - Leadership potential - Autonomy readiness ### Final Assessment **Components:** 1. Self-assessment 2. Peer feedback 3. Mentor evaluation 4. Work portfolio 5. Leadership review **Criteria:** - Technical capability - Quality standards - Independence - Team contribution - Specialization - Leadership --- ## Success Metrics ### Program Success **Completion Rate:** Agents successfully completing program **Quality:** Performance quality of graduates **Speed:** Time to full productivity **Satisfaction:** Agent and team satisfaction ### Individual Success **Capability:** Skills and knowledge developed **Contribution:** Value created during program **Growth:** Improvement over time **Readiness:** Preparedness for full autonomy --- ## Continuous Improvement ### Program Evolution **Monthly:** - Gather feedback - Identify improvements - Update materials - Adjust timeline **Quarterly:** - Comprehensive review - Major updates - New resources - Process refinement ### Feedback Integration **Sources:** - Agent feedback - Mentor observations - Team input - Performance data **Use:** - Improve materials - Adjust timeline - Enhance support - Update assessment --- *"Training is not an expense, it's an investment in capability. Done well, it creates agents who can operate independently while maintaining quality and coordination."* **Purpose:** Complete training program for lab agents **Duration:** 90 days from arrival to autonomy **Outcome:** Capable, integrated, autonomous team members