{R}R Dev Notes

Found total of 42 articles.

The Forward Deployed Engineer, Chapter 10: Governance, Risk, and Safe Deployment

Chapter 10 of The Forward Deployed Engineer blog series. In regulated industries, governance is not a tax — it's a feature. A teaser on the risk taxonomy, audit trails, human-in-the-loop checkpoints, the EU AI Act, sector compliance, and the governance dashboard.
2026-06-05

The Engineering of Intent, Chapter 31: Vibe Coding in Data and ML

Chapter 31 of The Engineering of Intent blog series. Data and ML work is where AI-native velocity meets statistical thinking and slow feedback loops. A teaser on ETL graduated rollout, feature-leakage guards, model evaluation boundaries, and the churn-pipeline case study that split build-time (8 days) from validation-time (weeks).
2026-05-17

The Engineering of Intent, Chapter 30: Vibe Coding in the Frontend

Chapter 30 of The Engineering of Intent blog series. Frontend has a different shape — visual, fast-iterating — and specific failure modes around design systems, accessibility, state, and performance. A teaser on the four domains and the dashboard rebuild that shipped in eleven days.
2026-05-16

Azure Front Door: a practical introduction

What Azure Front Door is, who it's for, what it costs, how it compares to Cloudflare and CloudFront, and a walkthrough of the settings that matter when putting it in front of an Azure App Service.
2026-05-11

The Engineering of Intent, Chapter 24: The Failure Mode Catalog

Chapter 24 of The Engineering of Intent blog series. Fifteen named failure modes I keep seeing in Vibe Coding practice, with remedies. A teaser on phantom confidence, silent scope creep, context amnesia, loop obsession, the yes-person agent, and the deprecation blind spot.
2026-05-10

The Engineering of Intent, Chapter 20: The Weekly Cadence

Chapter 20 of The Engineering of Intent blog series. Daily habits compound; weekly rituals keep the compounding honest. A teaser on the four weekly practices — the Friday Review, the Context Pack Audit, the Skill Refresh, and the Reading Hour — that separate sharp Vibe Coders from those who drift.
2026-05-06

The Engineering of Intent, Chapter 19: The End-of-Day Routine

Chapter 19 of The Engineering of Intent blog series. The last twenty minutes of your workday set up tomorrow. A teaser on the five-step end-of-day routine — handoff note, convention update, lesson capture, open-loop closure, and tomorrow's first task — plus the "one more thing" anti-pattern that undoes all of it.
2026-05-05

The Engineering of Intent, Chapter 13: VibeOps and CI/CD Evolution

Chapter 13 of The Engineering of Intent blog series. Static CI/CD was built for human-paced commits. AI-native velocity needs dynamic, context-aware, agent-literate pipelines. A teaser on VibeOps, context preservation across deployments, merge queues at velocity, and the ten-minute pipeline contract.
2026-04-29

The Engineering of Intent, Chapter 8: The Four Pillars of AI Architecture

Chapter 8 of The Engineering of Intent blog series. Every durable AI-native project has the same four pillars — Vibes, Specs, Skills, and Agents — and most teams over-invest in one and neglect the rest. A teaser on the pillars, the healthy cycle, and the rebalancing that cut a company's regression rate by 80%.
2026-04-24

The Engineering of Intent, Chapter 3: Context Momentum and Path Dependence

Chapter 3 of The Engineering of Intent blog series. Agents amplify project momentum — good patterns propagate, bad ones propagate just as fast. A teaser on the First Prompt Trap, context rot, the physics of convention drift, and the ten-thousand-dollar rule for decision rigor.
2026-04-19

Frictionless SaaS, Chapter 24: Anti-Patterns and Failure Modes

The last chapter of Frictionless SaaS is about the mistakes teams keep making, even when they know better. A teaser covering the Anti-Pattern Registry, the Feature Trap, and the additional failure modes that quietly erode good products.
2026-04-14

Frictionless SaaS Chapter 10: Data Lock-In and Network Lock-In

Chapter 10 preview of Frictionless SaaS: the Data Gravity Effect, the Network Lock-In Model, and how to build structural moats that make churn expensive without being manipulative.
2026-03-31

Frictionless SaaS Chapter 9: Eliminating Friction and Building Consistency

Chapter 9 preview of Frictionless SaaS: the Friction Audit Matrix, the Consistency Principle, perceived speed, and information ergonomics - the retention levers most teams ignore.
2026-03-30

Chapter 22: Identity in AI Systems — When the "User" Is an Agent

Chapter 22 of the OpenID: Modern Identity series — identity for AI systems: LLM authentication, the Model Context Protocol (MCP), Dynamic Client Registration for ephemeral agents, and the emerging patterns for trusting autonomous non-human actors.
2026-03-28

OpenClaw Engineering, Chapter 13: Hardening the Ecosystem

The final chapter: ecosystem security, the ClawHavoc incident, defending against malware in dependencies, confirming high-risk operations, and building auditing and disaster recovery systems.
2026-03-28

OpenClaw Engineering, Chapter 12: The Agentic Zero-Trust Architecture

Zero-trust security for autonomous agents: managing blast radius, implementing three-tier defense (pre-action, in-action, post-action), container isolation, and defending against indirect prompt injection attacks.
2026-03-27

Frictionless SaaS, Chapter 5: Just-In-Time Learning - Teach Users at the Exact Moment They Need It

Chapter 5 of the Frictionless SaaS blog series. Users don't want to learn your product - they want to solve their problem. Just-In-Time Learning teaches at the moment of need, and the Skippable Onboarding Principle respects the users who already know what they're doing.
2026-03-26

OpenClaw Engineering, Chapter 11: Continuous Learning with OpenClaw-RL

How OpenClaw-RL extracts training signals from conversations and uses them to improve agent behavior continuously. From binary feedback to token-level distillation, agents learn from every interaction without retraining the base model.
2026-03-26

Chapter 19: Observability and Operations — Identity You Can Actually Run

Chapter 19 of the OpenID: Modern Identity series — observability and operations for identity systems: structured authentication logging with correlation IDs, distributed tracing of login flows, and immutable audit trails aligned to regulatory requirements.
2026-03-25

Frictionless SaaS, Chapter 3: Signup Design - Stop Interrogating People Before They Can Use Your Product

Chapter 3 of the Frictionless SaaS blog series. Why most SaaS signup forms are conversion killers, what the Minimum Viable Signup really looks like, and how the Progressive Commitment Model lets you collect every piece of information you want - without scaring users off at the door.
2026-03-24

Chapter 18: Claims Design and Privacy — Identity Data Without Overshare

Chapter 18 of the OpenID: Modern Identity series — designing custom claims with namespacing and size discipline, attribute mapping across providers into a single internal schema, and privacy by design through minimization, selective disclosure, pairwise identifiers, and GDPR-ready retention.
2026-03-24

OpenClaw Engineering, Chapter 8: Event-Driven Workflows

How OpenClaw agents spring into action automatically via hooks, webhooks, and TypeScript handlers—without waiting for human invocation. From internal events to CI/CD pipelines.
2026-03-23

OpenClaw Engineering, Chapter 6: Extending Capabilities with SKILL.md

The anatomy of SKILL.md files in OpenClaw: how to author reusable, versioned instruction sets with YAML frontmatter, dependencies, and explicit procedural guidance for agents.
2026-03-21

Chapter 20 – The Next Decade of AI Coworkers

Chapter 20 of Master Claude Chat, Cowork and Code looks ahead — from conversational AI to embedded infrastructure, from chat interfaces to computer use, and the trust and responsibility questions that will define how AI reshapes work over the next decade.
2026-03-20

Frictionless SaaS: The Complete Series Index — Your Guide to All 24 Chapters

The complete reader's guide to the Frictionless SaaS blog series. An introduction to the thesis — that in the AI era, features are commoditized and experience is the only lasting competitive advantage — plus direct links to all 25 posts across the 24 chapters of the book.
2026-03-20

Chapter 13: Threat Modeling OpenID Systems — Thinking Like the Adversary

Chapter 13 of the OpenID: Modern Identity series — threat modeling for OIDC systems: token theft vectors and defenses, replay attacks and nonce validation, CSRF and state parameter mismanagement, redirect abuse and mix-up attacks.
2026-03-19

Chapter 18 – Sub-Agents and Multi-Agent Collaboration

Chapter 18 of Master Claude Chat, Cowork and Code explores multi-agent architecture — how to decompose complex problems into specialized sub-agents, coordinate parallel execution, and synthesize results into coherent outputs.
2026-03-18

Chapter 17 – Guardrails and Governance

Chapter 17 of Master Claude Chat, Cowork and Code moves from understanding risks to implementing controls — permission isolation, tool allow-lists, human-in-the-loop approval workflows, validation hooks, and enterprise-grade audit logging.
2026-03-18

Chapter 12: User Lifecycle Management — Provisioning, SCIM, and the De-Provisioning Problem

Chapter 12 of the OpenID: Modern Identity series — user lifecycle management: JIT and bulk provisioning, SCIM for cross-system sync, de-provisioning done right, role mapping from IdP claims, and identity architecture for multi-tenant SaaS.
2026-03-18

Chapter 16 – Execution Risks and Isolation

Chapter 16 of Master Claude Chat, Cowork and Code confronts the real security risks of AI systems that execute commands and manipulate files — from command injection to data exposure — and explains the isolation models that keep things safe.
2026-03-17

Chapter 15 – Managing Context Rot and Entropy

Chapter 15 of Master Claude Chat, Cowork and Code tackles the silent failure mode of long-running AI sessions — context rot. Learn strategies for context compression, structured state management, and thinking like an operations team to keep Claude sharp over time.
2026-03-16

Chapter 10: Single Sign-On at Scale — Identity as Infrastructure

Chapter 10 of the OpenID: Modern Identity series — running identity at organizational scale: corporate IdPs (AD, Entra ID), the CIAM vendor ecosystem (Okta, Auth0, Entra ID), multi-tenant isolation, account linking, and external user access.
2026-03-16

OpenClaw Engineering, Chapter 1: The OpenClaw Paradigm

The first chapter teaser in a new series on OpenClaw Engineering. Why autonomous agents need a different foundation, the four-layer architecture (Gateway, Nodes, Channels, Skills), and the three principles that hold it all together.
2026-03-16

Chapter 13: Encapsulating Knowledge with Agent Skills — From Conversations to Autonomous Procedures

Chapter 13 of Master Claude Chat, Cowork and Code introduces Skills — reusable, encapsulated procedures that Claude executes autonomously. Covers SKILL.md structure, YAML frontmatter, trigger descriptions, and the Skills Library pattern for team distribution.
2026-03-14

Chapter 8: Securing Backend APIs — Bearer Tokens, Scopes, and Service-to-Service

Chapter 8 of the OpenID: Modern Identity series — securing backend APIs with bearer tokens, scope design for least privilege, token introspection versus local JWT validation, and the three mechanisms for service-to-service authentication.
2026-03-14

Chapter 7: Your First OpenID Application — The Handshake, End to End

Chapter 7 of the OpenID: Modern Identity series — building a real OIDC login end to end: the minimal flow, state and nonce, strict redirect URI matching, sessions from tokens, and the three flavors of logout.
2026-03-13

Chapter 12: CLAUDE.md — Designing Guardrails That Shape How Claude Thinks

Chapter 12 of Master Claude Chat, Cowork and Code explores CLAUDE.md as a living constitution for AI behavior — positive constraints over prohibitions, complete financial and startup examples, instruction decay, hierarchical files, and anti-patterns to avoid.
2026-03-13

Chapter 11: CI/CD Integration and Automation — Claude Code in Your Pipeline

Chapter 11 of Master Claude Chat, Cowork and Code shows how to deploy Claude Code into CI/CD pipelines — GitHub Actions, GitLab CI, automated PR reviews, security audits, documentation sync, cost management, and production safety patterns.
2026-03-12

Chapter 3: Core Concepts — The Vocabulary of OpenID Connect

Chapter 3 of the OpenID: Modern Identity series — the IdP/RP/user triangle, claims and JWTs, the three OIDC token types, consent and scopes, sessions vs tokens, and the boundary between authentication and authorization.
2026-03-09

Chapter 6: What Is Claude Cowork? — The Desktop Agent That Touches Your Files

Chapter 6 of Master Claude Chat, Cowork and Code introduces Claude Cowork — a sandboxed desktop agent that automates file management, data extraction, and cross-application workflows on your local machine.
2026-03-07

OpenID: Modern Identity for Developers and Architects — A 22-Part Blog Series

Introduction and index for the 22-part blog series based on OpenID: Modern Identity for Developers and Architects by Sho Shimoda — with links to every chapter from Why Identity Is Hard through Identity in AI Systems.
2026-03-06

Master Claude Chat, Cowork and Code – The Complete Blog Series

The complete index for the Master Claude Chat, Cowork and Code blog series — 20 chapter teasers covering everything from prompting fundamentals to multi-agent architectures, security governance, and the future of AI-powered work.
2026-03-01

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