Machine Intelligence Runtime Implementation Guides
A guide map for building lifecycle, adapters, tools, context, recovery, evidence, testing, teleodynamic extensions, and operations around model proposals.
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A guide map for building lifecycle, adapters, tools, context, recovery, evidence, testing, teleodynamic extensions, and operations around model proposals.
Open resultA coherent conceptual C# quickstart for a reversible dependency-update run with lifecycle state, policy, checkpoint, tool execution, tests, and evidence.
Open resultExplicit run states, transition actors, invariants, optimistic concurrency, idempotency, stale-worker handling, and provider-independent persistence.
Open resultA provider-neutral model boundary for capabilities, streaming, usage, placement, safe retries, normalized errors, and deterministic fake adapters.
Open resultStable tool identity, action envelopes, policy outcomes, credential isolation, MCP boundaries, approvals, and conceptual C# ports.
Open resultAttributable context packages, governed memory records, assembly sequence, contamination controls, lineage, and provider-neutral C# ports.
Open resultDurable workflow styles, event resumption, retries, checkpoints, rerouting, compensation, idempotency, and conceptual recovery ports.
Open resultDistinguish operational telemetry from reviewer-facing evidence, define correlation identities and event requirements, redact sensitive data, and map to OpenTelemetry.
Open resultA testing model for deterministic contracts, stochastic behavior, security, recovery, evidence, load, deployment, repeated trials, and fault injection.
Open resultAn optional research-only extension profile for bounded goal systems, viability metrics, reflection policy, structural-edit proposals, and immutable constraints.
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