Formal graph theory, static Python 3.12+ AST compilation, and zero-trust runtime isolation for regulated enterprise AI.
How Blockstate enforces a decidable Declarative Control Grammar via ast.parse ([Blockstate E014]) and runs the Lengauer-Tarjan dominator tree algorithm in under 50ms to prove compliance safety invariants.
How Blockstate eliminates OWASP LLM01 and LLM06 tool-invocation vulnerabilities using ephemeral stage-scoped types.MappingProxyType dispatch tables, deep-frozen ReadOnlySessionView contexts, and Detokenise[T].
Why flat directed graphs explode into O(N x M) edges when users ask off-topic questions mid-form, and how Blockstate uses a bounded LIFO pushdown automaton (TaskStack) to isolate and resume conversations cleanly.
How Blockstate synthesises recursive PartialSlotModel schemas with a singleton UNSET sentinel, validates leaf paths individually (BLK-VAL-002), locks validated leaves (BLK-SEC-002), and halts immediately on DisqualifyingBreachError (BLK-VAL-003).
Inside Blockstate's PIIVault: checksum-verified Luhn modulo-10 and NHS Modulus-11 detectors, keyed HMAC-SHA256 deduplication, AES-256-GCM revision-bound AAD encryption, and volatile Detokenise[T] unwrapping.
How to mount a compile-time verified Blockstate statechart enclave inside LangGraph, Microsoft Semantic Kernel, AutoGen, or AWS Bedrock via as_tool() using the frozen discriminated union wire protocol.
