AgentiCraft Foundation¶
Formally verified mathematical foundations for multi-agent AI coordination.
The core verification engine behind AgentiCraft — an enterprise-grade platform for building production-ready AI agents and multi-agent systems.
AgentiCraft Foundation provides 8 modules spanning CSP process algebra, multiparty session types, protocol-aware routing, spectral topology analysis, and formal specification -- all with minimal runtime dependencies (NumPy only). The library delivers the mathematical guarantees that production multi-agent systems need: deadlock freedom, trace refinement, protocol well-formedness, and topology resilience bounds.
Architecture¶
graph TB
subgraph algebra["algebra"]
csp["CSP Operators<br/><i>13 process primitives</i>"]
sem["Semantics<br/><i>LTS, traces, deadlock</i>"]
eq["Equivalence<br/><i>bisimulation, failures</i>"]
ref["Refinement<br/><i>trace, failures, FD</i>"]
pat["Patterns<br/><i>coordination templates</i>"]
csp --> sem
sem --> eq
sem --> ref
csp --> pat
end
subgraph mpst["mpst"]
gt["Global Types<br/><i>protocol specification</i>"]
lt["Local Types<br/><i>projected per-role</i>"]
proj["Projector<br/><i>global to local</i>"]
mon["Session Monitor<br/><i>runtime checking</i>"]
gt --> proj --> lt --> mon
end
subgraph topology["topology"]
lap["Laplacian Analysis<br/><i>spectral decomposition</i>"]
conn["Connectivity<br/><i>vertex/edge, bridges</i>"]
hyper["Hypergraph<br/><i>group coordination</i>"]
lap --- conn
lap --- hyper
end
subgraph protocols["protocols"]
pg["Protocol Graph<br/><i>G = (V, E, P, Φ, Γ)</i>"]
route["Routing<br/><i>Dijkstra, BFS, resilient</i>"]
semr["Semantic Routing<br/><i>capability embeddings</i>"]
compat_node["Compatibility<br/><i>translation costs</i>"]
wf["Workflows<br/><i>W = (T, ≺, ρ)</i>"]
tx["Transformers<br/><i>composable T: M → M'</i>"]
pg --> route
pg --> semr
compat_node --> route
compat_node --> tx
pg --> wf
end
subgraph verification["verification"]
inv["Invariant Checker<br/><i>runtime assertions</i>"]
ctl["CTL Model Checker<br/><i>AG, AF, EF, AU</i>"]
dtmc["Probabilistic (DTMC)<br/><i>reachability, steady-state</i>"]
cex["Counterexamples<br/><i>structured explanations</i>"]
inv --- ctl
ctl --- dtmc
ctl --- cex
end
subgraph specs["specifications"]
formal["Consensus Properties<br/><i>agreement, validity</i>"]
wcon["Weighted Consensus<br/><i>quality-weighted quorum</i>"]
mas["MAS Mappings<br/><i>BDI, Contract Net</i>"]
formal --- wcon
formal --- mas
end
subgraph complexity_mod["complexity"]
bounds["Complexity Bounds<br/><i>30+ theoretical limits</i>"]
faults["Fault Models<br/><i>classical + LLM-specific</i>"]
bounds --- faults
end
pat -.->|"coordination<br/>patterns"| gt
ref -.->|"property<br/>checking"| formal
lap -.->|"topology<br/>metrics"| pg
hyper -.->|"group<br/>structure"| wf
style algebra fill:#0d94881a,stroke:#0D9488
style mpst fill:#0d94881a,stroke:#0D9488
style topology fill:#0d94881a,stroke:#0D9488
style protocols fill:#0d94881a,stroke:#0D9488
style verification fill:#0d94881a,stroke:#0D9488
style specs fill:#0d94881a,stroke:#0D9488
style complexity_mod fill:#0d94881a,stroke:#0D9488
Modules at a Glance¶
| Module | Description | Tests |
|---|---|---|
| algebra | CSP process algebra -- 13 operators, LTS semantics, trace/failures refinement, deadlock detection | 219 |
| mpst | Multiparty session types -- global/local types, projection, session monitoring, well-formedness checking | 270 |
| protocols | Protocol-aware routing -- protocol graphs, Dijkstra/BFS/resilient routing, compatibility matrices, workflows | 259 |
| topology | Spectral topology analysis -- Laplacian decomposition, algebraic connectivity, hypergraph group coordination | 57 |
| specifications | Formal specifications -- consensus properties, weighted quorum, BDI and Contract Net mappings | 65 |
| complexity | Complexity theory -- 30+ theoretical bounds, classical and LLM-specific fault models | 44 |
| verification | Verification -- CTL temporal logic model checking, DTMC probabilistic analysis, invariant checking, counterexample generation | 199 |
| integration | Integration adapters -- MPST bridge for protocol session types, CSP orchestration for workflow verification | 52 |
Total: 8 modules, 1,300+ tests, ~20K LOC, minimal dependencies (NumPy only).
Quick Links¶
- Getting Started: Installation -- install the package and set up a development environment
- Getting Started: Quick Start -- four self-contained examples covering the core modules
- Getting Started: Why Formal Methods? -- when and why to use formal verification for multi-agent systems
- API Reference -- complete module and class reference
- Concepts -- detailed explanations of the mathematical foundations
- Tutorials -- step-by-step walkthroughs for common tasks