What can you delegate?
Agents & autonomous systems
Memory, orchestration, tools and the execution loops that turn an AI model into a working system.
20 topic maps Generated briefs under source review
Research briefs
Multi-Agent Swarm Orchestration & Consensus Protocols
Hierarchical supervisors, peer-to-peer gossip swarms, dynamic fanout, and consensus protocols
Agentic Memory Architectures: Episodic, Semantic & Procedural
Two-tier memory vaults, SQLite/vector hybrid stores, offline consolidation loops, and cognitive forgetting curves
Model Context Protocol (MCP) & Universal Tool Ecosystems
JSON-RPC 2.0 transport, lazy tool loading, dynamic resource URI multiplexing, and client-server tool decoupling
Self-Correction, Reflexion Loops & Tree-of-Thoughts
Iterative verbal reinforcement learning, dynamic back-tracking, self-debugging, and tree-of-thought search
Goal-Oriented Action Planning (GOAP) & Dynamic AI Planners
Symbolic state machines, forward/backward regression planning, cost heuristics, and neuro-symbolic hybrid planners
Agentic Evals, SWE-bench & Trajectory Benchmarking
Evaluating multi-step trajectories, step efficiency, SWE-bench Verified, and CI/CD quality gates
Agent Sovereignty, Sandboxing & Security Boundaries
Wasm sandboxing, seccomp filters, ephemeral MicroVMs, and cryptographic agent identity
Agent-to-Agent Protocols (A2A) & Interoperability Standards
FIPA standards, semantic message routing, decentralized agent registries, and cross-framework coordination
Intent Architecture & Deterministic Semantic Compilers
Semantic lexing, Abstract Syntax Trees (ASTs), dynamic model routing, and schema compilation
GraphRAG: Knowledge Graphs & Relational Reasoning
Graph databases, entity-relationship extraction, community detection, and multi-hop reasoning over complex corpora
Agent Skills Frameworks: Modular Packaging & L0–L5 Progression
Standardized SKILL.md packaging, dynamic tool binding, and organizational maturity progressions
Swarm Telemetry, OpenTelemetry & Distributed Agent Tracing
W3C trace context, token cost attribution, latency waterfall analysis, and agentic observability
Human-in-the-Loop (HITL) Governance & Verification Gates
Approval gates, escalation policies, asynchronous approval workflows, and ergonomic human-AI collaboration interfaces
Autonomous Coding Agents & Full-Stack Software Engineering
Context engineering, codebase indexing, AST refactoring, test-driven generative coding, and PR lifecycle automation
Computer Use, GUI Agents & Visual Grounding
OS-level automation, screen parsing, coordinate mouse/keyboard control, and multimodal visual grounding
Agentic Life Architecture
Life infrastructure beyond chatbot memory plugins
Agentic Memory
How context compounds across tools and sessions
Agentic Sovereignty
Ownership, export, privacy classes, and local-core authority
Agentic Evals
Trajectory receipts, swarm proof, and quality that can be replayed
Agentic Life Observatory
A living build, integrate, partner, compete, inspire, and watch map