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When AI Agents Touch Your Codebase: Designing Safe Autonomy on AWS
Designing Safe Guardrails, Permission Boundaries, and Identity Controls for Autonomous AI Coding…
Harness Engineering: Human edition
Harness Engineering, Human EditionWhat if everything we call “me” is just the scaffolding?Image…
Prompt Engineering Is Dead. Schemas Killed It.
Structured outputs replaced one of prompting’s most fragile jobs, shifting the real work to contracts,…
LLM Gateways Explained: Why You Need One and How to Configure LiteLLM (End-to-End Guide)
Unify providers, control spending, protect API keys, and configure reliable model routing through one…
Your Client’s AI Revenue Is Probably Coming From a Rival’s Budget
Why AI growth is increasingly a substitution fight, not the market expansion most forecasts assume.There is a…
Is Local AI Even Worth It? Let’s See What It Really Takes
Before buying an expensive AI machine, understand what local models actually cost, and when ownership is…
What Building Agents for Physical Systems Taught Me About LLM Design
A practitioner’s notes on the constraints you don’t feel until the AI can break something real.Most of…
I Made My AI Coding Agent Forget on Purpose.
Why persistent memory needs deletion, not just better organization.Gemini generated image _ robot organizes…
Open-Weight Models Don’t Need to Beat GPT-5
They only need to become cheaper, customizable, and good enough for the workloads companies actually…
AI Can Give Us the Answer. It Can’t Give Us the Journey.
We’re approaching a world where human knowledge is available almost instantly. But knowledge and judgment…
The Robot Data Business May Arrive Before Household Robots
Why synchronized movement, touch, context, and consent could become the real infrastructure of…
I Studied Semrush’s Report on 126 Million AI Search Prompts. Here’s What the Data Reveals.
Why visibility increasingly depends on being cited, not just ranking or earning clicks.I have been running…
The model proposes; the code disposes.
How deterministic code turns five years of messy filings into one traceable, verifiable knowledge…
I Want to Speak to the Manager. Your AI Doesn’t Have One.
When your AI starts delegating, you’re not managing a tool anymore. You’re managing an org, and nobody…
Learn the AI deck tools and keep your PowerPoint, because this was never an either-or.
The durable advantage is knowing how to structure, generate, and improve a deck across both worlds.Should…
Procurement Automation Is Not Enough. Enterprises Need Decision Intelligence.
How enterprise AI turns fragmented spend data into governed decisions and measurable savings.Image generated…
The Retrieval Toolkit That’s Quietly Deciding Whether Your RAG Pipeline Works.
A practical guide to building retrieval that finds the right evidence before your LLM starts answering.If…
If Your AI Wrote the Code. What Proves It’s Safe to Ship?
Continue reading on Generative AI »
When the Plugin Is a Prompt, Knowing Figma Is No Longer Enough
As AI makes tool fluency cheap, judgment becomes the skill that still matters.For about fifteen years,…
Six Months of RubyLLM in Production
What Actually Broke When We Upgraded.Continue reading on Generative AI »
How to Measure AI ROI Properly
A four-step test for turning time savings into a business result.source：photo by Picas Joe from pexelsThe…
Can Your Agent Search for MCPs?
How one line of configuration lets your agent find the right tool mid-task.From source of truth to the search…
Your Obsidian Vault Is Already a Knowledge Graph. I Turned On the Lights.
Your Notes Were a Knowledge Graph All AlongMarkdown plus [[links]] is the format every LLM now reads and…
Please believe me, politeness DOES improve AI output.
There’s a logical reason why good manners get better answers.Continue reading on Generative AI »