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Technical whitepapers from iSimplifyMe — AI infrastructure on AWS Bedrock, reliability engineering, multi-tenant platforms, AEO. Verbatim mirrors; canonical editions at isimplifyme.com/whitepapers.

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iSimplifyMe Whitepapers

Technical whitepapers from iSimplifyMe — reference architectures for production AI on AWS Bedrock, reliability engineering for regulated deployments, multi-tenant platform design, and Answer Engine Optimization.

The papers in this repository are verbatim mirrors, published here so engineers, teams, and AI systems can read, index, and cite them where they already work. The canonical, living editions are at isimplifyme.com/whitepapers — a paper revises there first, and this mirror follows.

The papers

Paper Published Read Canonical
Layer 2: The Detector Sets the Precision 2026-10-19 36 min ↗
Layer 1: The Model Is a Dependency With a Retirement Date 2026-10-02 27 min ↗
The Rulebook Is Not the Guardrail: Microsoft's Code of Conduct, Read From the Harness 2026-09-15 31 min ↗
The Routing Table: Where Each Enterprise AI Workload Actually Belongs 2026-08-31 27 min ↗
The Same Model, Five Doors: OpenAI's Flagship Through Two Vendors' Serving Stacks 2026-08-23 23 min ↗
The Tokenizer Is a Fingerprint: Identifying the Lab Behind a Stealth Model from Token Counts Alone 2026-08-22 15 min ↗
The Ceiling Is Not the Model: How Harness Configuration Fabricates Local LLM Benchmark Results 2026-08-11 18 min ↗
The Layers Review Cannot See: Fork Residue and Mechanical Guardrails for Template Fleets 2026-08-05 20 min ↗
The Same State, The Same Bytes: State Mixture Masquerading as Nondeterminism Under Full Control 2026-07-31 17 min ↗
The Same Object, Different Bytes: What a Deterministic Validator Catches — and What It Cannot See 2026-07-30 16 min ↗
The Same Weights, Two Machines: The Control Ceiling for LLM Reproducibility 2026-07-30 17 min ↗
The Same Model, Three Doors: Attributing Inference Reproducibility to the Serving Path 2026-07-29 20 min ↗
The Same Request Twice: Inference Reproducibility on Models With No Sampling Controls 2026-07-28 21 min ↗
The Blind Panel: Position Bias and Agreement as Preconditions for a Win Rate 2026-07-26 19 min ↗
The Finite Chain: Bounding Multi-Agent Autonomy by Construction 2026-07-25 15 min ↗
The Trust Ladder: Supervised Autonomy for AI Code Review 2026-07-23 22 min ↗
The AEO Standard 2026-07-10 14 min ↗
Keeping AI Spend Flat While Token Usage Grows: Caching and Model Routing on AWS Bedrock 2026-06-28 17 min ↗
Private LLM Architecture for Mid-Market Healthcare on AWS Bedrock 2026-05-05 22 min ↗
Layer 3: Data + Retrieval 2026-05-06 28 min ↗
Layer 4: Reliability Engineering for Regulated AI 2026-06-28 18 min ↗
Layer 5: Multi-Tenant Business Integration 2026-06-28 17 min ↗

The AEO Standard itself — the 100-point rubric the paper above packages — is maintained as a versioned standards document in its own repository: iSimplifyMe/aeo-standard (CC BY 4.0), canonical at isimplifyme.com/labs/aeo-standard.

More from the Lab

Shorter engineering dossiers — production write-ups behind these papers — are published at isimplifyme.com/labs. A machine-readable index of everything iSimplifyMe publishes is at isimplifyme.com/llms.txt.

License and citing

The papers are licensed CC BY 4.0: share, redistribute, and adapt, in any medium, with attribution. The canonical, versioned editions live at isimplifyme.com/whitepapers — treat them as the reference when a copy and the canon disagree. Cite as:

Elstner, Joseph W. "[Paper title]." iSimplifyMe, [year]. https://isimplifyme.com/whitepapers/[slug]

Questions, corrections, or evidence against a specific claim: open an issue, or write to ai@isimplifyme.com.


Maintained by iSimplifyMe — AI orchestration infrastructure and answer-engine optimization.

About

Technical whitepapers from iSimplifyMe — AI infrastructure on AWS Bedrock, reliability engineering, multi-tenant platforms, AEO. Verbatim mirrors; canonical editions at isimplifyme.com/whitepapers.

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