Assemble Agent Loadout

Microsoft 365 business workflow patterns for the IronClaw agent. Covers Outlook email, Excel data operations, Teams channel communication, Word and PowerPoint document generation, and SharePoint and OneDrive file management via Microsoft Graph.

Document chunking strategies, embedding models, vector databases, hybrid search, re-ranking, RAGAS evaluation, and RAG pipeline design.

Multi-agent design patterns including hierarchical, sequential, parallel fan-out, swarm, context isolation, and cost optimization strategies.

Experiment tracking, model serving, CI/CD for ML, drift detection, feature stores, and containerized ML deployment on Kubernetes.

Select, evaluate, and tune ML models with rigorous cross-validation, metric design matched to business objectives, and production readiness assessment.

Model selection, LoRA/QLoRA configuration, training data preparation, evaluation benchmarks, quantization, and local deployment for LLM fine-tuning.

System prompt architecture, few-shot patterns, chain-of-thought reasoning, context window management, prompt defense, and tool-use orchestration for LLMs.

Output evaluation, hallucination detection, bias assessment, red-teaming, guardrails, content filtering, and EU AI Act compliance for AI systems.

Logo construction, brand systems, multi-platform guidelines, asset specifications, and visual identity refresh strategies.

Video scripting frameworks, podcast episode planning, show notes, guest research, multimedia repurposing, and content calendar management.

API documentation, user guides, READMEs, SOPs, knowledge base articles, release notes, and docs-as-code workflows.

Master audience-specific communication strategies for stakeholders across organizational levels including mapping, status reporting, executive summaries, RACI matrices, and difficult conversations.

Build platform-native social content strategies with algorithmic optimization, cross-platform repurposing, engagement-driven distribution, and paid amplification across Twitter/X, LinkedIn, Instagram, TikTok, and YouTube.

Build organic visibility through data-driven keyword research, technical SEO optimization, content strategy, link building, and measurable organic growth.

Narrative arc structure, one-idea-per-slide principles, speaker notes, visual storytelling, and delivery coaching for presentations.

Create investor-ready pitch decks with problem-solution narrative, market sizing, traction metrics, and stage-specific formatting for pre-seed through Series B fundraising.

Principled negotiation, BATNA analysis, framing techniques, diplomatic language, conflict de-escalation, and stakeholder communication.

Architect high-performing email campaigns with list segmentation, subject line optimization, drip sequence design, A/B testing, automation workflows, deliverability management, and CAN-SPAM/GDPR compliance.

Apply persuasive copywriting frameworks like AIDA, PAS, and BAB with conversion-focused strategies for landing pages, email sequences, ad campaigns, and CTAs.

Brand voice documentation including tone attributes, vocabulary guidelines, audience personas, messaging pillars, and voice consistency audits.

Master pandas, NumPy, and data wrangling at scale covering I/O optimization, dtype strategy, cleaning workflows, EDA patterns, aggregations, joins, and memory-efficient pipelines for large datasets.

Production TypeScript guidance covering strict type system, advanced generics, discriminated unions, type narrowing, Zod validation, and type-safe database access.

Docker Compose stacks, media servers, home automation, monitoring, backup strategies, and privacy-focused self-hosted services.

Production Rust development guidance covering ownership, borrowing, error handling, async Tokio, trait design, unsafe code, and performance optimization.