The Security Architecture Behind Reliable AI Agents
A practical guide to AI agent security architecture: least privilege, untrusted input handling, sandboxing, tool gating, observability…Continue reading on Towards AI »
Towards AI1 min read
software-architecture
26 stories
A Scaffold at the Gate: Building AI Applications That Can Evolve
A technical reflection on why data scientists need software engineering principles when AI agents write code. The post A Scaffold at the Gate: Building AI Applications That Can Evolve appeared first on Towards Data Science.
Towards Data Science11 min read
When Architecture Decisions Actually Apply
In my previous Radar article, “Architectural Guardrails for AI-Generated Code,” I argued that AI coding agents need a layer that can hold architectural decisions in a structured corpus, retrieve the relevant ones, put them into the agent’s context before it writes code, and enforce explicit…
O'Reilly Radar - AI/ML9 min read
How to Measure Conformance Between an Operational Specification and Its Execution
In my previous article, I explored executor independence: the idea that different execution mechanisms should be able to satisfy the same operational specification. By executor independence, I mean th
freeCodeCamp — Artificial Intelligence15 min read
The Context Bleed: Why LLMs Fail at Patient Privacy
The Context Bleed: Why LLMs Fail at Patient Privacy When multi-tenant agent runtimes share memory buffers across concurrent clinic sessions, a routine ear infection summary leaks another patient’s …
Towards AI6 min readThe $80,000 Hallucination: Why RAG Fails at Healthcare Eligibility Verification
The $80,000 Hallucination: Why RAG Fails at Healthcare Eligibility Verification Reading comprehension is not transactional verification. When an autonomous intake bot checks a static PDF brochure …
Towards AI6 min readReducing Guardrail Code With a Shared Jev Decision Layer
A phased agentic workflow that centralizes interpretation while preserving execution authorityContinue reading on Towards AI »
Towards AI1 min read
How to think like an Architect
In this video, I walk through how a good architect handles a vague business problem: running business discovery, turning vague words into measurable numbers, defining success criteria, finding the real problem the client never mentioned, doing technical discovery (replatform vs refactor vs…
Applied with AIThe 25mg Refill: Why Language Models Cannot Handle Clinical Math
The 25mg Refill: Why Language Models Cannot Handle Clinical Math When an autonomous portal bot parses informal patient language to clear an inbox ticket, an ambiguous message becomes a five-fold …
Towards AI6 min read
How Architects Think - Finding the Real Problem Before Designing
A bank spent six months building a beautiful new UI to fix its flat loan book. Nothing changed. Drop-off stayed at 35%. What went wrong? The problem was solved before it was understood.
Applied with AI
How to Separate Operational Intent from the Executor
In my previous article, I argued that software automation needs a layer between operational intent and execution. The reason is simple: the specification should describe what success means, and the ex
freeCodeCamp — Artificial Intelligence15 min readMulti-tenancy != Distributed System: The Common Pitfall of AI and Software Engineering Practices
Two ideas get welded together in a lot of engineering rooms, and the weld is wrong. Someone says “we’re going multi-tenant,” and within a…Continue reading on Towards AI »
Towards AI1 min read
Your Agent’s Memory Is a Liability: Track State, Not History
Your Agent’s Memory Is a Liability: Track State, Not History There is a French draft in one of my test apps that I keep like a fossil. Article 96924661: a title, a slug, zero paragraphs. A June …
Towards AI11 min readMaking Intent Routing Explainable
Making Intent Routing Explainable: Calibrated Probabilities, Decision Records and a Four-Tier Cascade
Towards AI34 min readThe Anatomy of Clinical Triage Drift: Why Conversational AI Cannot Guard the Front Door
When an autonomous receptionist schedules an acute myocardial infarction for next Tuesday, the failure isn’t conversational intelligence — it’s architectural negligence. Here is how to engineer deterministic triage interceptors.
Towards AI6 min read
SoPhi Harness— Hands that Don’t Freeze: A Tool Interface Built For a Future it Hadn’t Earned Yet
SoPhi Harness— Hands that Don’t Freeze: A Tool Interface Built For a Future it Hadn’t Earned Yet Series: Building SoPhi — a Kotlin Agent Harness — Article 06 A line cook working a busy pass …
Towards AI13 min read
AgenticSystemCore: a folder of Markdown texts that people and agents can use in multiple ways
AgenticSystemCore: a folder of Markdown texts that people and agents can use in multiple ways Existing technologies for future simpler combined understanding and use An open format that turns plain …
Towards AI7 min read
The Agentic Data Science Playbook
The following article originally appeared on Vanishing Gradients and is being republished here with the authors’ permission When an AI agent can explore a dataset, choose a modeling approach, run the analysis, and explain its findings, what should the data scientist do?
O'Reilly Radar - AI/ML19 min read
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