Feb 2026
MLNavigator and adapterOS
Company and product overview: market need, product scope, validation status, and business model.
companyadapterOSgovernancebusiness model
Research Notes
A structured reading list and technical notes from MLNavigator. If you’re new here, start with the short list below.
Start here
Recommended reading order for understanding adapterOS, offline deployment, and auditable execution.
Jan 2026
Compliance Roadmap
Target frameworks and current status for CMMC, AS9100, and ITAR compliance.
complianceCMMCAS9100ITAR
Oct 2025
Offline AI Architecture Without Third-Party Dependencies
Most AI stacks assume external services. Building reliable offline systems requires controlled dependencies across artifacts, packages, telemetry, and licensing.
offlinearchitecturedependencies
Jan 2026
Execution Receipts and the Problem of Citable AI
AI citations are failing because they lack verifiable provenance. Execution receipts offer a path toward AI outputs that can be meaningfully cited.
provenancecitationsreproducibilityreceiptsacademic integrity
Blog: Industry insights and roadmap
Industry context, compliance positioning, and deployment planning.
Field observations informing this work:
- "Multiple departments handle compliance, and teams adhere once rules are set." — Program manager, enterprise integrator
- "Unified memory changes on-device AI efficiency." — Senior software engineer, platform ecosystem
- "More members join the AI division every month." — Meetings director, defense association
11
Feb 2026
Verification Scope
What adapterOS verification covers, what it does not cover, and where human oversight applies.
verificationreceiptsscopecompliance
27
Jan 2026
Why Stop Conditions Belong in the Receipt
How generation ends is as important as how it begins. Recording the termination reason in the cryptographic receipt makes stop conditions an auditable decision.
stop conditionsreceiptsauditinferencedeterminismcompliancegeneration
08
Jan 2026
Nondeterminism as a Governance Failure
A technical governance study examining how nondeterminism in AI systems creates audit, compliance, and operational control failures across regulated industries.
governancecomplianceauditdeterminismrisk management
20
Dec 2025
Token Billing Disputes Are Real Money Now
Token usage variance is a measurable financial loss. Verifiable token accounting closes this gap.
tokensbillingauditcomplianceenterprise
Security and isolation
09
Feb 2026
When to Reuse the KV Cache Safely with Adapters
KV-cache reuse is one of the largest inference speedups available, but adapters change the attention weights that produced the cache. A per-layer state hash turns this from a gamble into a verifiable policy.
kv-cacheadaptersLoRAinferenceperformancedeterminismcachingverificationmulti-tenant
31
Jan 2026
Sealed Adapters and the Geometry of Multi-Tenant Inference
Running multiple tenants on shared inference hardware requires more than access control. Sealed adapter containers and cryptographic isolation make tenant boundaries provable.
adaptersmulti-tenantisolationsecurityITARinferencecryptographysealed
29
Jan 2026
Threat Model: Offline-by-Default
What changes when you remove the network. Risks eliminated and risks amplified by offline-first architecture.
securitythreat-modelofflinearchitecture
Blog: Tech deep-dives
Detailed engineering notes on repeatable runs, offline operation, receipts, and artifact formats.
11
Feb 2026
GPU Determinism: What Is Guaranteed, What Is Not, and What to Control
A practical guide to GPU nondeterminism for regulated deployments: where variance comes from, what controls work, and how to document deterministic scope honestly.
determinismGPUCUDAcuDNNreproducibilityoperations
06
Feb 2026
Cache Credits: Cryptographic Proof You Were Not Overcharged
When an inference provider reuses cached computation, the customer should pay less. Verifiable cache credits make this cryptographically provable, moving beyond contractual assurance.
cachingtokensbillingreceiptsverificationmeteringauditenterprise
03
Feb 2026
Unified Memory Options
Apple M3 Ultra vs NVIDIA Grace-Blackwell on CPU-GPU data movement and the business tradeoffs of unified memory.
hardwarememoryinference
03
Feb 2026
Equipment Profiles: When Hardware Identity Becomes Evidence
Binding chip version, neural engine revision, and framework version into the cryptographic receipt makes hardware identity part of the audit trail.
hardwareequipment profilereceiptsApple SiliconANEMLXdeterminismaudit
23
Jan 2026
Why Unified Memory Architecture Matters for adapterOS
A research case for hardware-level unified memory to make deterministic heterogeneous execution viable in adapterOS.
adapterOSUMAmemorydeterminismhardware
22
Jan 2026
Kernel Allow-Lists: Determinism as Configurable Policy
Most systems treat determinism as a binary switch. Configurable kernel allow-lists let you choose which operations must be reproducible and which can trade reproducibility for speed.
determinismGPUkernelspolicyinferenceperformanceconfiguration
18
Jan 2026
Q15 Fixed-Point Quantization as a Determinism Boundary
Floating-point computation does not need to be deterministic if you quantize before committing. The commit boundary is where reproducibility actually lives.
determinismquantizationfixed-pointQ15inferencereproducibilityrouting
28
Dec 2025
Mixture-of-Experts Systems Quietly Amplify Nondeterminism
MoE architectures add a discrete routing layer that amplifies the floating-point nondeterminism already present in GPU execution.
determinismMoEinferencereproducibilityrouting
19
Nov 2025
Joules Per Token: A Practical Metric
Measuring inference efficiency in Joules per token, and how to do it repeatably on macOS.
energymeasurementmethodology
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