Notes from the workshop.
Technical writing on AI agents, systems, and software — from Sattvic Systems.
- Aug 7, 2026
I gave my coding agent a canvas
I built climax — a local browser + MCP surface that lets any coding agent render real UI in a sandboxed iframe. Multi-agent tabs, live pty, hosted frontend that talks to your local backend over CORS + PNA. MIT.
aiagentsmcpcoding - Mar 6, 2026↗ tidyscripts.com
From 70% to 95% Accuracy: Embedding Similarity Beats Zero-Shot NLI for Client-Side Classification
We replaced our NLI zero-shot classifier with embedding similarity using all-MiniLM-L6-v2. The result: 95% accuracy at 21ms — a 40x latency reduction and 25-point accuracy gain, achieved by scaling exemplars instead of engineering labels.
aiclassificationembeddingsnlp - Mar 5, 2026↗ tidyscripts.com
Client-Side Text Classification for Instant Voice Acknowledgements
We tried to classify user intent on the client to play acknowledgement audio before the LLM responds. Here's what we learned about zero-shot NLI in the browser, and why we're pivoting to embeddings.
aiclassificationnlpvoice - Feb 19, 2026↗ tidyscripts.com
From Tool Calls to Code Generation: Upgrading the Cortex Agent Execution Engine
How we replaced structured function calling with a JavaScript sandbox execution model — and why it made our AI agent fundamentally more capable.
aiagentstypescriptarchitecture - Feb 19, 2026↗ tidyscripts.com
Is Vercel Slowing Down Your AI Agent? A Data-Driven Latency Study
We ran 50 LLM calls through a Vercel serverless function and measured every millisecond. The results surprised us.
aiperformancevercellatency - Dec 21, 2024↗ tidyscripts.com
Cortex: A Composable Agent Architecture for AI Applications
Deep dive into Cortex — an agentic AI architecture with composable functions, knowledge graphs, and provider-agnostic design.
aiagentstypescriptsurrealdb