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Lab Notes

Updates on Agentic AI, AgentOS Platform, Industry context and more.

FeaturedAI Strategy

What Is an Agent Harness? An Explanation Without the Jargon

An agent harness is the body around the AI brain. It is all the software that lets the brain see, act, remember, stay safe and finish real work.

Vivek Satasiya

Oct 14, 2026 · 15 min read

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Technical Analysis

Bill of Lading VIN Extraction with LLMs: Check Digits Beat Confidence Scores

Vivek Satasiya

Oct 12, 2026

Avesta Labs becomes a Select Services Partner in the Claude Partner Network

Vivek Satasiya

Oct 3, 2026

AI-Native Services Firms: Sell the Work, Not the Software

Vivek Satasiya

Sep 29, 2026

AI Responsible AI

Implementing Australia's Responsible AI Guidance: The 6 Practices

Vivek Satasiya

Aug 14, 2026

Avesta Labs named an OpenAI Select Partner

Vivek Satasiya

Aug 8, 2026

Technical Analysis

Context Rot in AI Agents: How Compaction Cut Input Tokens 38%

Vinay Bhinde

Jan 8, 2026

Technical Design Strategy

AI Agent Skills: How to Build Agents with Modular Skills

Naresh Tank

Dec 29, 2025

Engineering Practices Continuous Delivery

How Incremental Delivery Saved My Database Refactor

Kishan Chandravadia

Nov 4, 2025

Technical Analysis

Context Engineering Techniques: A Checklist for Reliable AI Agents

Vivek Satasiya

Oct 28, 2025

Technical Design

When Not to Build an AI Agent: A Lesson in Persona-Driven Design

Vinay Bhinde

Oct 11, 2025

Technical Analysis

How to Make AI Agents Say "I Don't Know" (and Why It Matters)

Krunal Ambaliya

Oct 8, 2025

Product Management Analysis

Sentiment Analysis for AI Agents: Why Green KPIs Can Mislead

Gaurav Soni

Sep 30, 2025