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Notes from the team.
- Field notes6 min read
Approval-first AI: why Niyra asks before she acts
An AI assistant that acts on your behalf needs a clear line between what it does and what it asks about. Here's how Niyra draws it, and why.
AI assistant approvalsAI agent safetyhuman in the loop AI - Field notes4 min read
From chatbot to agent: the five shifts that actually matter
Everyone is calling their product an agent now. Most are not. Here are the five real shifts that separate an agent from a chatbot, and what to look for when you evaluate one.
AI agentchatbot vs agentagentic AIpersonal AI agent - Field notes7 min read
The Morning Brief That Actually Gets Read
Most people spend 40 minutes checking five apps every morning. A good AI daily brief solves that by coming to you. Here's how to set one up right.
AI daily briefAI morning briefing - Field notes4 min read
The AI executive assistant is here, and it still doesn't do the work
Most AI executive assistants draft emails and call it a day. The real job is running the operational layer of a life or a business. Here is what that takes, and why most products stop short.
AI executive assistantAI EApersonal AI assistantAI agent vs chatbot - Field notes7 min read
What Actually Changed in AI Executive Assistants
The model stopped being the bottleneck. Here is what genuinely advanced in AI executive assistants over two years, and what is still just a demo reel.
AI executive assistant 2026state of AI assistants - Field notes4 min read
Why your AI assistant forgets everything, and why that stops working in 2026
A chat that resets every session is not an assistant. It is a search box that talks. The case for durable, structured memory in personal AI, and why 2026 is the year it becomes non-negotiable.
AI memorypersonal AI memoryAI assistant forgetslong-term memory AI - Field notes3 min read
Why personal AI actually needs memory
A chat assistant that forgets is just a search box that talks. The case for durable, structured memory in personal AI, and the specific design choices behind Niyra's three-layer memory.
AI memorypersonal AIlong-term contextAI assistant design - Field notes3 min read
BYOK and the economics of personal AI
When BYOK pays off, when subscription credits do, and why bundling Opus-tier reasoning into a flat plan would price everyone out for the few hours of premium work they actually need.
BYOKAI pricingpersonal AI costClaude Opus pricing