{R}R Dev Notes
Found total of 63 articles.
The Forward Deployed Engineer, Chapter 4: The Technical Bar
Chapter 4 of The Forward Deployed Engineer blog series. The FDE is, first and last, an engineer. A teaser on the four technical primitives, the non-obvious skills, what you don't need to be, and the four-round interview that actually tests for it.
2026-05-30
The Engineering of Intent, Chapter 38: Multi-Agent Conflict Resolution — Protocols for Agentic Tie-Breaking
Chapter 38 of The Engineering of Intent blog series. When multiple specialized agents block the same PR with incompatible demands, the answer is a protocol for Agentic Tie-Breaking. A teaser on triaging stacked concerns vs. real conflicts, three resolution protocols, Architect Agent design, and the four governance failure modes.
2026-05-24
The Engineering of Intent, Chapter 36: The Long View
Chapter 36 of The Engineering of Intent blog series. The long view. What happens to our craft, our profession, and our lives over the next ten years? A teaser on cycles and waves, three things that will endure, three that will change, and a final word on identity.
2026-05-22
The Engineering of Intent, Chapter 29: Vibe Coding in the Backend
Chapter 29 of The Engineering of Intent blog series. Backends are unusually well suited to agentic development — but each subdomain has characteristic failure modes. A teaser on API design, migrations, job idempotency, caching, auth, and the billing-service rewrite that shipped in four months via extraction rather than vibes.
2026-05-15
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 23: Context Pack Recipes
Chapter 23 of The Engineering of Intent blog series. Twelve Context Pack recipes for the situations you actually build packs for — greenfield, legacy monolith, migration, microservices, security, debugging, refactor, and more. A teaser on size budgets, disciplined exclusions, and the kitchen-sink reflex that drowns agents.
2026-05-09
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 10: The Five-Layer Quality Gate Stack
Chapter 10 of The Engineering of Intent blog series. Every AI-generated change must pass five layers of automated gates before a human sees it. A teaser on linting, strict types, SAST, test synthesis, and agentic E2E — plus the anti-patterns that quietly invalidate the stack.
2026-04-26
The Engineering of Intent, Chapter 9: Advanced Context Engineering
Chapter 9 of The Engineering of Intent blog series. Context engineering is the highest-leverage activity in AI-native development. A teaser on the Context Pack, the Layered Prompt, the A/B test that proved more context isn't better context, and the three anti-patterns that quietly kill agent quality.
2026-04-25
The Engineering of Intent, Chapter 6: Autonomous Orchestration Frameworks
Chapter 6 of The Engineering of Intent blog series. Editors run one agent at a time; orchestration runs many. A teaser on task-specific personalities, memory banks, when to orchestrate (and when not), the 14,000-test case study, and the economics of multi-agent pipelines.
2026-04-22
The Engineering of Intent, Chapter 4: The Model Context Protocol (MCP)
Chapter 4 of The Engineering of Intent blog series. MCP is to agents what HTTP was to the early Web — a common protocol that turns bespoke integrations into reusable infrastructure. A teaser on host/client/server roles, the anatomy of a good tool, the six anti-patterns, and the security pitfalls every team trips over.
2026-04-20
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 17: Self-Serve Onboarding and Setup
Why self-serve setup converts 2-3x better than assisted onboarding, and the Progressive Setup Pattern and Smart Defaults Strategy that make complex products feel simple.
2026-04-07
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
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 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
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 20: Passwordless Authentication — Passkeys, WebAuthn, and the End of the Password
Chapter 20 of the OpenID: Modern Identity series — passwordless authentication: passkeys as friendly public-key credentials, WebAuthn as the underlying browser API, and the FIDO2 ecosystem including hardware security keys.
2026-03-26
OpenClaw Engineering, Chapter 10: Multi-Agent Systems
Build teams of specialized agents that work in concert. Learn how to architect planners, coders, critics, and surveyors, coordinate them via channels, and use adversarial collaboration and taste gates for high-quality output.
2026-03-25
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
OpenClaw Engineering, Chapter 9: Scheduling and Deterministic Orchestration
Time-based automation for agents: cron jobs for simple periodic tasks and the Lobster workflow engine for complex, deterministic, resumable multi-step pipelines with human approval gates.
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
Chapter 17: Federation Between Organizations — Identity Across Corporate Boundaries
Chapter 17 of the OpenID: Modern Identity series — federation between organizations: B2B identity, partner federation with metadata exchange and claim mapping, and the trust chains that emerge when federation goes multi-hop.
2026-03-23
OpenClaw Engineering, Chapter 7: The Skill Ecosystem
Bundled skills vs workspace skills, skill discovery and context, publishing to ClawHub, managing 13,000+ community skills without collision, semantic search, and the meta-skills that let agents improve themselves.
2026-03-22
Chapter 16: Zero Trust Identity — When Every Request Is an Authentication Decision
Chapter 16 of the OpenID: Modern Identity series — Zero Trust identity: identity as the perimeter instead of the network, continuous verification via CAEP, and device trust and conditional access feeding into authorization decisions.
2026-03-22
Chapter 15: FAPI and High-Stakes Security — When the Defaults Aren't Enough
Chapter 15 of the OpenID: Modern Identity series — FAPI for high-stakes scenarios: what FAPI 1.0 Advanced and 2.0 require, Pushed Authorization Requests (PAR), JWT-Secured Authorization Requests (JAR), and migrating from FAPI 1.0 Advanced to FAPI 2.0.
2026-03-21
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
OpenClaw Engineering, Chapter 5: Connecting Multiple Channels
How to connect your OpenClaw agent to multiple messaging platforms (Telegram, WhatsApp, Discord, Slack) and manage multi-channel routing. Setup, configuration quirks, and troubleshooting for each platform.
2026-03-20
Chapter 14: Hardening Your Identity Stack — Setting the Defaults That Keep You Safe
Chapter 14 of the OpenID: Modern Identity series — hardening defaults that neutralize common attacks: strict redirect URI matching, audience validation to solve the confused deputy problem, token lifetime tuning, and refresh token binding, rotation, and revocation.
2026-03-20
OpenClaw Engineering, Chapter 4: Managing the Gateway and Models
Configuring your running gateway with the onboard wizard, diagnostics, and openclaw.json. How to connect model providers, manage API keys securely, and route different queries to different models.
2026-03-19
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
OpenClaw Engineering, Chapter 3: Deployment and Environment Setup
From local development to production: installing Node.js 22+, setting up Docker containers, and deploying OpenClaw to the cloud via AWS Lightsail or VPS providers.
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 11: MFA and Conditional Access — Dispersing Authentication Risk
Chapter 11 of the OpenID: Modern Identity series — MFA fundamentals across the three factor categories, risk-based adaptive authentication, and step-up authentication using the OIDC acr and amr claims to match assurance to operation sensitivity.
2026-03-17
OpenClaw Engineering, Chapter 2: Anatomy of the Agent Brain
How OpenClaw agents think through their identity files, two-layer memory system, and proactive task scheduling. A deep dive into SOUL.md, AGENTS.md, USER.md, MEMORY.md, HEARTBEAT.md, and semantic memory via Supermemory.
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
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 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
Chapter 9: SPA and Mobile Patterns — Auth in Hostile Environments
Chapter 9 of the OpenID: Modern Identity series — SPAs and mobile apps in hostile environments: XSS and CSRF defense, PKCE in the browser, the Backend-for-Frontend pattern, native app patterns, and refresh token rotation with reuse detection.
2026-03-15
Chapter 14 – Connecting Systems with the Model Context Protocol (MCP)
Chapter 14 of Master Claude Chat, Cowork and Code explores the Model Context Protocol — the universal bridge that lets Claude connect to Slack, GitHub, Jira, Google Drive, and more, turning isolated AI into a deeply integrated workflow partner.
2026-03-15
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 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 10: Safe Legacy Code Refactoring — Horror Stories and the Discipline That Prevents Them
Chapter 10 of Master Claude Chat, Cowork and Code tackles the hardest problem in AI-assisted development — refactoring legacy code without introducing subtle bugs. Covers characterization tests, incremental verification, PR review, and catching hallucinations.
2026-03-11
Chapter 5: Tokens in Depth — What's Actually in That JWT
Chapter 5 of the OpenID: Modern Identity series — what's really inside an ID Token, Access Token, and Refresh Token, how JWTs are structured, how to validate signatures correctly, and how DPoP and mTLS bind tokens to their legitimate holders.
2026-03-11
Chapter 2: From OpenID to OpenID Connect — How the Industry Got This One Right
Chapter 2 of the OpenID: Modern Identity series — tracing how the industry moved from the original OpenID and SAML through OAuth 2.0 to OpenID Connect, and when to reach for each standard.
2026-03-08
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