{R}R Dev Notes

Found total of 109 articles.

Loop Engineering, Chapter 1: The Anatomy of an Agentic Loop

Chapter 1 of the Loop Engineering blog series. Every agentic system begins with a single loop. A teaser on the ReAct pattern, why a loop beats a fixed prompt chain, the arithmetic of per-step reliability, and the discipline of a verifiable stopping condition.
2026-06-15

The Forward Deployed Engineer, Chapter 19: The Future of Forward Deployment

Chapter 19 of The Forward Deployed Engineer blog series. The final chapter — the automation wave, what the AI FDE cannot do, the rise of FDE-as-a-Service, the talent market evolution, the customer wave, and the function's longer-term maturity. Plus a closing word, and the book.
2026-06-14

The Forward Deployed Engineer, Chapter 18: Hiring and Building the Bench

Chapter 18 of The Forward Deployed Engineer blog series. The FDE function is, in the end, a collection of people. A teaser on the hiring funnel, the four-round interview loop, compensation benchmarks ($170K–$600K+), onboarding, the career ladder, retention, and building a bench.
2026-06-13

The Forward Deployed Engineer, Chapter 17: Measuring Success with Outcome-Level Agreements

Chapter 17 of The Forward Deployed Engineer blog series. Standard SaaS metrics fail for the FDE function. A teaser on Outcome-Level Agreements (OLAs), the engagement dashboard, function-level metrics, building the dashboard, and the OLA as a strategic tool with customers.
2026-06-12

The Forward Deployed Engineer, Chapter 16: When Not to Build an FDE Function

Chapter 16 of The Forward Deployed Engineer blog series. The inverse case — when an FDE function is the wrong answer. A teaser on the five disqualifying conditions, the alternative models, the hybrid patterns, the premature-optimization trap, and what to build instead.
2026-06-11

The Forward Deployed Engineer, Chapter 13: When FDE Goes Wrong — Failure Modes and Lessons

Chapter 13 of The Forward Deployed Engineer blog series. Six named failure modes that kill FDE functions before they scale. A teaser on the Consulting Trap, the Snowflake-per-Customer trap, the Hero Engineer, the Demo-Debt Spiral, the Sponsor Collapse, and the Burnout Death Spiral.
2026-06-08

The Forward Deployed Engineer, Chapter 12: The New AI Wave — OpenAI, Anthropic, Runway, Greptile

Chapter 12 of The Forward Deployed Engineer blog series. The new wave rebuilds the FDE function for the agentic era. A teaser on how OpenAI, Anthropic, Runway, and Greptile each adapted the Palantir template — what's different, what's the same, and three patterns founders should watch.
2026-06-07

The Forward Deployed Engineer, Chapter 11: Palantir — The Original Playbook

Chapter 11 of The Forward Deployed Engineer blog series. The Palantir teardown — founding conditions, the Delta and Echo split, the long years of operational refinement, the AIP pivot, the AI FDE, and the three lessons for founders.
2026-06-06

The Forward Deployed Engineer, Chapter 9: The Outer Loop — Scaling Field Intelligence

Chapter 9 of The Forward Deployed Engineer blog series. The outer loop begins the moment a deployment goes into production. A teaser on gravel roads and paved superhighways, the productization decision, the platform commit, measuring leverage, and the two-team handshake.
2026-06-04

The Forward Deployed Engineer, Chapter 8: The Inner Loop — Prototype to Production

Chapter 8 of The Forward Deployed Engineer blog series. From the end of discovery to the first production milestone, the engagement runs on the inner loop. A teaser on the DARE framework, Minimum Viable Architectures, demo-driven development, the hardening phase, and when the customer wants to help.
2026-06-03

The Forward Deployed Engineer, Chapter 5: The AI and Agentic Frontier

Chapter 5 of The Forward Deployed Engineer blog series. The technical bar that the FDE shares with platform engineers — plus the AI-specific skills that separate the role in 2026. A teaser on agents beyond chatbots, RAG, multi-agent orchestration, evals as a discipline, and model-agnostic deployment.
2026-05-31

The Engineering of Intent, Chapter 39: Impressionistic Scanning — A Visual Heuristic Guide

Chapter 39 of The Engineering of Intent blog series. Shape matters before content — especially for AI-generated code, where the agent is often blind to global shape. A teaser cheat sheet of six visual code shapes (wide-flat, deep-nesting, high-import-churn, long-thin, jagged, suspicious-uniformity) and what each one means.
2026-05-25

The Engineering of Intent, Chapter 37: Context Scaling — Just-In-Time Retrieval for Million-Line Codebases

Chapter 37 of The Engineering of Intent blog series. Hand-authored Context Packs don't scale past a million lines. A teaser on Just-In-Time Context, retrieval via MCP, the three governors that prevent runaway retrieval, and a concrete pipeline from a 3.8M-line codebase.
2026-05-23

The Engineering of Intent, Chapter 34: Language-Specific Field Notes

Chapter 34 of The Engineering of Intent blog series. Every programming language produces its own Vibe Coding texture. A teaser with field notes on TypeScript, Python, Go, Rust, Java/Kotlin, Ruby, C#, and Shell — including the cross-language pattern that fixes agent default-to-stale-idiom in any language.
2026-05-20

The Engineering of Intent, Chapter 33: Building Your Personal Vibe Coding Operating System

Chapter 33 of The Engineering of Intent blog series. Every sustainable Vibe Coder has a personal operating system — tools, files, conventions, and habits that turn the practices in this book into your own durable system. A teaser on the five files, the three models, the two editors, the one discipline, and the wonder to keep.
2026-05-19

The Engineering of Intent, Chapter 32: Vibe Coding in Platform and Infrastructure

Chapter 32 of The Engineering of Intent blog series. Platform work is slow-moving by nature, but every improvement compounds across the whole engineering org. A teaser on infrastructure-as-code, CI evolution, internal-tool velocity, and the deployment-tool rebuild that dropped deploys from 40 minutes to 12.
2026-05-18

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 28: The Tips Archive — 100 Notes from Daily Practice

Chapter 28 of The Engineering of Intent blog series. One hundred numbered tips from daily practice, collected over years. A teaser with twelve of the most-quoted — from "if you're repeating it three times, put it in agents.md" through "do not estimate in hours for agent-assisted work; estimate in cycles."
2026-05-14

The Engineering of Intent, Chapter 27: Anti-Patterns — What Not to Do

Chapter 27 of The Engineering of Intent blog series. Twenty-five named anti-patterns — the tempting shortcuts that look like speed and cost you the quarter. A teaser on ten of the worst, including Let-the-Agent-Decide, Rewrite-From-Scratch, Forever Pilot, and the Plan-Free Zone that pairs with One-Prompt-Solves-Everything to wreck AI-native rollouts.
2026-05-13

The Engineering of Intent, Chapter 26: Checklists for the Working Engineer

Chapter 26 of The Engineering of Intent blog series. Six one-page checklists I reach for mid-task — new feature, PR, deploy, post-incident, Context Pack health, and interview. A teaser on why checklists are most valuable when you're most confident you don't need them.
2026-05-12

The Engineering of Intent, Chapter 25: The Debugging Playbook

Chapter 25 of The Engineering of Intent blog series. A flipbook of the ten classes of bug in the AI-native regime, each with investigation pattern and worked example. A teaser on deterministic-but-wrong, intermittent, regression-after-refactor, concurrency, configuration, and the "it cannot happen" bug.
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 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 22: A Day in the Life — A Narrated Session

Chapter 22 of The Engineering of Intent blog series. A narrated recreation of a real, medium-complex working day — hour by hour — because average days are where practice gets tested. A teaser of the hourly shape, and the single rule behind all of it: agents are leverage on thinking you've done.
2026-05-08

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 18: The Prompt Patterns Catalog

Chapter 18 of The Engineering of Intent blog series. Ten prompt patterns I use every day, with the design moves behind them. A teaser on Planning, Targeted Diff, Adversarial Review, Bug-Hypothesis, Scoping-Down, Consistency-Check, Teach-Back, Written-Down-Rule, Test-First, and One-Page-Design prompts.
2026-05-04

The Engineering of Intent, Chapter 17: The Flow Loop

Chapter 17 of The Engineering of Intent blog series. Flow with an agent in the loop is different from classical flow, but just as performance-defining. A teaser on the two-minute rule, the three-strike rule, the flow killers, and the checkout refactor that shipped in one afternoon instead of two days.
2026-05-03

The Engineering of Intent, Chapter 16: The Morning Routine

Chapter 16 of The Engineering of Intent blog series. The first thirty minutes of your workday set the upper bound on how much you will accomplish. A teaser on the five-step morning routine — reload, sync Specs, review memory bank, warm up, launch — and the anti-routine that destroys more productive days than any other pattern.
2026-05-02

The Engineering of Intent, Chapter 15: The Future of the Human Engineer

Chapter 15 of The Engineering of Intent blog series. Am I going to be replaced? The honest answer, after five years of watching the discipline evolve. A teaser on intent architecture, staying relevant, the economic reshaping of the senior-to-junior ratio, and craft in a craftless era.
2026-05-01

The Engineering of Intent, Chapter 14: The 30-Day Pilot Framework

Chapter 14 of The Engineering of Intent blog series. Every successful AI-native transformation starts as a thirty-day pilot on a single well-scoped project. A teaser on how to scope the first project, the week-by-week playbook, the five-question graduation rubric, and the three pilots that show what works and what doesn't.
2026-04-30

The Engineering of Intent, Chapter 12: The GenDD Pod

Chapter 12 of The Engineering of Intent blog series. Three people, continuous flow, almost no ceremony — the team structure that actually ships AI-native work sustainably. A teaser on the Agentic Product Lead, Engineer, and QA roles, the transition from Agile, and the case study where a SaaS company went from 72 engineers to 24.
2026-04-28

The Engineering of Intent, Chapter 11: The Art of Agentic Debugging

Chapter 11 of The Engineering of Intent blog series. Debugging in the AI-native regime is archaeology — the code may have been written by an agent you supervised loosely. A teaser on the self-correction loop, control-flow visualization, bisection under velocity, and the caching heisenbug that took hours manually but fifteen minutes with the agent.
2026-04-27

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 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 5: Agentic Editors and Flow States

Chapter 5 of The Engineering of Intent blog series. The editor is where the wiring meets your hands. A teaser on the three generations of editor, how semantic search amplifies your codebase's virtues and vices, the flow killers that destroy productivity, and the shortcut rebind that doubled a team lead's output.
2026-04-21

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

The Engineering of Intent, Chapter 2: Cognitive Load and Material Disengagement

Chapter 2 of The Engineering of Intent blog series. When the agent does most of the typing, the real failure mode is the engineer who has stopped engaging. A teaser on material disengagement, impressionistic scanning, the autocomplete trap, decision fatigue, and the seven habits of engaged engineers.
2026-04-18

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 23: Pattern Libraries and Proven Approaches

Frameworks are nice. Patterns are what you actually ship. A teaser for Chapter 23 of Frictionless SaaS, introducing the Fast Activation Pattern Library, the Frictionless Onboarding Catalog, and a set of high-performing product patterns borrowed from the SaaS companies that get activation right.
2026-04-13

Frictionless SaaS, Chapter 20: Organizational Design for Frictionless Delivery

The Experience Ownership Model and the Behavior Design Canvas — two reorganizations that stop user experience from falling through the cracks between departments.
2026-04-10

Frictionless SaaS, Chapter 18: Building Knowledge Into Your Product

The Zero-Support Design Model, Contextual Help Architecture, and four AI Assistant Design Patterns that turn your product into its own best documentation.
2026-04-08

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

Frictionless SaaS Chapter 16: The Power of Self-Service

Chapter 16 preview of Frictionless SaaS: the Self-Serve Maturity Model, the Independence Principle, and how self-serve billing and account management turn scalability into a competitive moat.
2026-04-06

Frictionless SaaS Chapter 15: Continuous Optimization and the Data-Intuition Balance

Chapter 15 preview of Frictionless SaaS: the Experiment-Learn-Ship cycle, the Data-Intuition Balance, staged rollouts, and the retention operating model that turns improvement into a flywheel.
2026-04-05

Frictionless SaaS Chapter 12: Detecting Disengagement and Structured Win-Back

Chapter 12 preview of Frictionless SaaS: the Disengagement Detection System, the four-touch Win-Back Sequence, and why value rediscovery beats discount offers every time.
2026-04-02

Frictionless SaaS Chapter 11: Lifecycle Messaging and Engagement

Chapter 11 preview of Frictionless SaaS: the Lifecycle Messaging Architecture, the Message-Moment Fit Principle, and the Customer Feedback Loop Framework for turning communication into a retention engine.
2026-04-01

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

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