Blog

Engineering notes on AI agents, automation, and the infrastructure behind them.

Claude API Pricing Tiers and Cost Optimization Playbook (2026)

Claude API Pricing Tiers and Cost Optimization Playbook (2026)

July 5, 2026 · 12 min read
Claude API and Fable 5 pricing, plus every lever to cut Anthropic API cost without losing quality: routing, caching, batching, effort tuning.
Claude Fable 5 Cost: What It Actually Costs and How to Control It (2026)

Claude Fable 5 Cost: What It Actually Costs and How to Control It (2026)

July 5, 2026 · 6 min read
Claude Fable 5 costs $10/$50 per million tokens, twice Opus 4.8. What drives the bill, when it pays for itself, and how to govern the spend.
Voice AI Agents for Small Business: What Actually Ships in 2026

Voice AI Agents for Small Business: What Actually Ships in 2026

June 7, 2026 · 4 min read
The voice AI that pays back for a small business is narrow and boring: after-hours triage, booking, order status. Here is what ships and what to skip.

Agent Memory From Your Task Manager: CLI + MCP, No Vector DB

May 30, 2026 · 5 min read
Turn your task manager into agent memory: an adapter-not-migration CLI and MCP server with hybrid RRF retrieval over TickTick or an Obsidian vault.
Pinecone vs RunPod for Vector Search: Managed vs Self-Hosted (2026)

Pinecone vs RunPod for Vector Search: Managed vs Self-Hosted (2026)

May 9, 2026 · 10 min read
Pinecone vs RunPod for vector search: managed serverless against self-hosted Qdrant on rented GPU. Break-even math, latency, and the hybrid most teams ship.
Pinecone vs RunPod: They're Not Competitors (2026)

Pinecone vs RunPod: They're Not Competitors (2026)

May 8, 2026 · 6 min read
Pinecone vs RunPod are not competitors: one is a vector database, one is GPU compute. What to actually compare, with break-even cost math.
Automate YouTube Shorts with CapCut: The CLI + Claude Pipeline

Automate YouTube Shorts with CapCut: The CLI + Claude Pipeline

May 7, 2026 · 7 min read
Automate YouTube Shorts end-to-end: pick segments, write hooks with Claude, build CapCut drafts via CLI. Open-source pipeline + my paid blueprint.
Claude Code with Local LLMs and ANTHROPIC_BASE_URL: Ollama, LM Studio, llama.cpp, vLLM

Claude Code with Local LLMs and ANTHROPIC_BASE_URL: Ollama, LM Studio, llama.cpp, vLLM

April 29, 2026 · 16 min read
Run Claude Code on a local LLM via ANTHROPIC_BASE_URL. Native Anthropic endpoints for Ollama, LM Studio, llama.cpp, vLLM. 32K context floor.
How to Choose an LLM for Production: 7 Criteria That Matter

How to Choose an LLM for Production: 7 Criteria That Matter

April 17, 2026 · 13 min read
How to choose an LLM for production workloads. 7 selection criteria, a decision tree, an evaluation process, and a requirements checklist from real deployments. Download the free AI Automation Checklist.
Self-Hosted LLM vs API Cost: Break-Even Analysis (2026)

Self-Hosted LLM vs API Cost: Break-Even Analysis (2026)

April 16, 2026 · 15 min read
Self-hosted LLM vs API cost analysis with break-even math. When to self-host, when to stay on Claude, and the hybrid pattern most production teams actually use. Download the free AI Automation Checklist.
LLM API Comparison 2026: Claude, OpenAI, Gemini for Production

LLM API Comparison 2026: Claude, OpenAI, Gemini for Production

April 15, 2026 · 19 min read
Feature matrix, pricing, reliability and EU hosting across major LLM APIs. Where Anthropic, OpenAI and Google win, and what to pick for production.
Zapier vs Make vs n8n (2026): Pricing, True Cost at Scale, and What Breaks in Production

Zapier vs Make vs n8n (2026): Pricing, True Cost at Scale, and What Breaks in Production

April 14, 2026 · 17 min read
Zapier (per-task), Make (per-operation), n8n (per-execution) at 10k / 100k / 1M runs — plus what breaks first in production and when to self-host.