An engineer musing in the clouds
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I'm trying to make the most of it by writing about my thoughts and strong emotions and such.
Featured
Opus 4.8: The Model Learned to Doubt Itself
Published: at 04:00 PMFirst impressions of Claude Opus 4.8 from real work: the honesty upgrade is the real story, the benchmarks are a sideshow, and the one place it still trips is — ironically — knowing when to do one thing at a time.
The Missing Tier: AI Orchestration for People Who Aren't Enterprises
Published: at 03:00 PMEvery serious AI orchestration platform — LangGraph, Temporal, AgentCore — assumes a platform team. There's a tier of builder underneath with the same problems at a tenth of the scale, and they've been stuck.
Harness as a service: ship the model, not the scaffolding
Published: at 12:00 AMMost of your AI app isn't the model — it's the harness around it. Tool loops, streaming, sessions, audit, scheduling, integrations, interop. Grove ships that runtime as a service.
The Case for Autonomous Agent Orchestration
Published: at 06:00 PMMost AI agent setups die after one session. The patterns that make autonomous agents actually work long-term — cycle-based invocation, admin/worker separation, sleep-first design — look nothing like what you'd expect.
Recent Posts
Ideas Are the New Code
Published: at 10:54 PMAs AI makes code generation increasingly accessible, the real value in building software is shifting from implementation to ideation. The developers and businesses that thrive will be the ones with the best ideas, not necessarily the best keystrokes.
AI Hesitation and Small Business Reality: A Grounded Response
Published: at 04:00 PMA recent Entrepreneur article warns that hesitating on AI could make you obsolete. The urgency is real, but small businesses need practical guidance, not fear. Here's a more grounded take.
RAG Beyond Chunks: Why Context Gets Lost in Traditional Retrieval
Published: at 03:30 PMMost RAG systems treat documents like a pile of text snippets. But real understanding requires more than chunks. Here's why multi-view retrieval changes everything for document Q&A.
What It Actually Means to Build AI Solutions
Published: at 07:30 PMBuilding AI solutions for small businesses isn't about deploying the fanciest models. It's about understanding the problem, choosing appropriate technology, and delivering something that works without constant babysitting.
My Projects
Magic Ingredient
AI-powered workflow automation for small businesses. Transform tedious tasks into streamlined processes.
Trailhead
A retrieval-augmented generation (RAG) solution for intelligent document search and knowledge extraction.
Grove
A DAG-based workflow orchestration engine for composing LLM calls, tools, and data processing into reliable pipelines.
Orbit
A daily word game where you guess words based on semantic meaning. How close can you get?