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Writing on production AI systems, agent workflows, RAG, model routing, backend architecture, and the operational details that make AI useful beyond demos.

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Stop Giving Agents Bigger Context Windows. Give Them a Work Log.

Every serious agent demo eventually hits the same wall.

In ai-engineering, agent-infrastructure, May 15, 2026

The AI Assistant Is the Boring Part. Build the Workflow.

Most people use AI for freelance work in the smallest possible way.

In productivity, ai-tools, May 15, 2026

Your AI Agreed With You. That's the Problem.

There is a pattern in how business professionals use AI tools that almost nobody talks about, probably because once you see it, it’s hard to unsee and it implicates almost every AI-as...

In productivity, ai-tools, Apr 14, 2026

The SOW That Almost Shipped Without an Out-of-Scope Clause

The statement of work had been through three internal reviews. A senior engagement manager read it. A practice lead read it. A partner looked at it for twenty minutes before a client ...

In productivity, consulting, Apr 14, 2026

Research Protocols Are Documents Too

The journal sent the manuscript back with major revisions. Reviewers one and two had independently identified the same problem: the sampling frame didn’t account for the 2022 publicat...

In productivity, research, Apr 14, 2026

How to Run Your Q2 Budget Past Three AI Reviewers at Once

Every FP&A team has a story about the Q-close that almost went sideways. Usually it involves an assumption that was internally consistent but factually wrong — a headcount plan th...

In productivity, finance, Apr 14, 2026

Lope para presupuestos, papers académicos y memos al consejo

Lope es un runner de sprints con un ensemble de validadores multi-CLI. Cuando la gente ve “sprint”, asume “código”. Esa suposición es incorrecta, y es lo que más quiero corregir en el...

In ia-engineering, productividad, Apr 14, 2026

Presentamos Lope: Cualquier CLI de IA implementa. Cualquier CLI de IA valida.

``` ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ ████████████████████████████████████████████████

In ia-engineering, open-source, Apr 14, 2026

Por qué construí Lope: el punto ciego del modelo único del que no podía escapar

Una historia de origen corta, porque varias personas han preguntado de dónde vino lope y por qué me molesté en construir otro sprint runner cuando ya hay suficientes.

In ia-engineering, build-in-public, Apr 14, 2026

El 'Cavernícola Inteligente': Cómo gruñirle a los validadores de IA reduce tokens un 50-65%

Hay un modo en Lope llamado caveman inteligente. Está activo por defecto. Reduce el coste en tokens de cada respuesta validadora entre un 50 y un 65 por ciento sin perder ni un número...

In ia-engineering, optimizacion, Apr 14, 2026

Why I Built Lope: The Single-Model Blindspot I Kept Tripping Over

A short origin story, because a few people have asked where lope came from and why I bothered building another sprint runner when there are already plenty.

In ai-engineering, open-source, Apr 13, 2026

The Intelligent Caveman: How Grunting at AI Validators Cuts Tokens 50-65%

There is a mode in Lope called intelligent caveman. It is on by default. It cuts the token cost of every validator response by 50 to 65 percent without losing a single line number, pa...

In ai-engineering, open-source, Apr 13, 2026

Lope for Marketing Budgets, Research Papers, and Board Memos

Lope is a sprint runner with a multi-CLI validator ensemble. When people see “sprint,” they assume “code.” That assumption is wrong, and it’s the thing I most want to fix in the first...

In ai-engineering, productivity, Apr 13, 2026

Introducing Lope: Any AI CLI Implements. Any AI CLI Validates.

``` ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓ ████████████████████████████████████████████████

In ai-engineering, open-source, Apr 13, 2026

We Spent $0 on Recruiting. Here's the Tool We Used Instead.

Hiring Is Broken From the Employer Side Too

In ai-architecture, future-of-work, Apr 02, 2026

I Made My Career Profile Invisible to 90% of Recruiters. On Purpose.

Your Profile Is Either Public or Hidden. Why?

In privacy, future-of-work, Apr 01, 2026

Your CV Has a Spam Problem. Here's How to Fix It.

The Real Problem Isn't Your Resume

In future-of-work, ai-architecture, Mar 31, 2026

Math Over Vibes: How Scoutica's Deterministic Fit Scoring Works

The biggest mistake companies make when building “AI Recruitment” tools is thinking the LLM should be the evaluator.

In AI Engineering, Mar 31, 2026

Introducing the Scoutica Live Network: Decentralized AI Hiring

When we first launched the Scoutica Protocol, the goal was simple: stop giving big tech free access to your professional data and instead, let local AI models (scoutica scan .) map yo...

In AI Engineering, Privacy & Security, Mar 31, 2026

I Stress-Tested 5 AI Gateways. Only One Didn't Choke.

Your Proxy Is Probably Your Bottleneck

In ai-infrastructure, open-source, Mar 27, 2026