Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backend).
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Design edge computing solutions with CDN integration, edge functions, IoT device management, and latency-optimized deployment patterns.
Design, build, and maintain comprehensive knowledge bases. Bridges document-based (RAG) and entity-based (graph) knowledge systems. Use when building knowledge-intensive applications, managing...
Build recommendation systems using collaborative filtering, content-based filtering, matrix factorization, and neural network approaches
Design Azure solutions across compute, storage, networking, and serverless with cost optimization, security hardening, and Framework alignment.
Compare AWS, GCP, and Azure to select the best cloud provider based on workload requirements, cost, compliance, and migration complexity.
Design zero-trust architectures with identity-centric security, micro-segmentation, continuous verification, and CISA ZTMM maturity assessment.
Design data pipelines with quality checks, orchestration, and governance using modern data stack patterns for robust ELT/ETL workflows.
Design AWS solutions across compute, storage, networking, and serverless with cost optimization, security hardening, and Well-Architected Framework alignment.
create-design-doc
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Transform requirements into software architecture documentation. Use when user has requirements specs, user stories, or business cases and needs design documents, architecture documentation, or...
Local-first backlog workflow. Use when planning work, creating/updating backlog items, writing ADRs, enforcing Ready gate, generating views, or maintaining derived indexes (SQLite/FTS/embeddings).
openrlhf-training
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High-performance RLHF framework with Ray+vLLM acceleration. Use for PPO, GRPO, RLOO, DPO training of large models (7B-70B+). Built on Ray, vLLM, ZeRO-3. 2Γ faster than DeepSpeedChat with...
openrlhf-training
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High-performance RLHF framework with Ray+vLLM acceleration. Use for PPO, GRPO, RLOO, DPO training of large models (7B-70B+). Built on Ray, vLLM, ZeRO-3. 2Γ faster than DeepSpeedChat with...
panel
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Host interactive expert panel discussions on any topic. Dynamically generates master-level expert personas, facilitates structured debate using Hegelian dialectic patterns, and synthesizes...
Design and build knowledge graphs. Use when modeling complex relationships, building semantic search, or creating knowledge bases. Covers schema design, entity relationships, and graph database selection.
Design GCP solutions across compute, storage, networking, and serverless with cost optimization, security hardening, and Framework alignment.
wolf-adr
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Architecture Decision Records index with searchable topics and phase-based organization (120+ ADRs from 50+ phases)
infra-engineer
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Comprehensive infrastructure engineering covering DevOps, cloud platforms, FinOps, and DevSecOps. Platforms: AWS (EC2, Lambda, S3, ECS, EKS, RDS, CloudFormation), Azure basics, Cloudflare...
rag-architect
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Use when building RAG systems, vector databases, or knowledge-grounded AI applications requiring semantic search, document retrieval, or context augmentation.
rag-architect
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Use when building RAG systems, vector databases, or knowledge-grounded AI applications requiring semantic search, document retrieval, or context augmentation.