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Notes from the context frontier.

Engineering write-ups on context graphs, coding agents, evals and everything we learn shipping AI-native teams.

Cover art for “What Does It Actually Mean for an AI Agent to Understand Your Task?”
EngineeringJul 2, 2026

What Does It Actually Mean for an AI Agent to Understand Your Task?

Build task-oriented custom agents for your codebase that perform engineering tasks with high precision powered by intelligence and context from your data. Build agents for use cases like system design, debugging, integration testing, onboarding etc.

Bharath Kumar
Cover art for “Why Your AI Coding Agent Needs Its Own Sandbox”
EngineeringJul 2, 2026

Why Your AI Coding Agent Needs Its Own Sandbox

Shambhavi Shinde
Cover art for “Evaluating AI Coding Agents in the Real World”
EngineeringMay 25, 2026

Evaluating AI Coding Agents in the Real World

Kshitij Mishra
Cover art for “Compliance Is Architecture: Why Your AI Agent Needs a Context Graph”
ComplianceApr 8, 2026

Compliance Is Architecture: Why Your AI Agent Needs a Context Graph

Yash Krishnan

All posts

Cover art for “What Does It Actually Mean for an AI Agent to Understand Your Task?”
EngineeringJul 2, 2026

What Does It Actually Mean for an AI Agent to Understand Your Task?

Bharath Kumar
Cover art for “Why Your AI Coding Agent Needs Its Own Sandbox”
EngineeringJul 2, 2026

Why Your AI Coding Agent Needs Its Own Sandbox

Shambhavi Shinde
Cover art for “Evaluating AI Coding Agents in the Real World”
EngineeringMay 25, 2026

Evaluating AI Coding Agents in the Real World

Kshitij Mishra
Cover art for “Compliance Is Architecture: Why Your AI Agent Needs a Context Graph”
ComplianceApr 8, 2026

Compliance Is Architecture: Why Your AI Agent Needs a Context Graph

Yash Krishnan
Cover art for “Kiro vs Potpie”
ProductApr 8, 2026

Kiro vs Potpie

PTPotpie Team
Cover art for “Compliance as Architecture: Building Trustworthy AI from the Ground Up”
ComplianceMar 29, 2026

Compliance as Architecture: Building Trustworthy AI from the Ground Up

Yash Krishnan
Cover art for “Building a Distributed Knowledge Graph Pipeline”
EngineeringMar 17, 2026

Building a Distributed Knowledge Graph Pipeline

Dhiren Mathur
Cover art for “Repository Intelligence: Building the Next Generation of Agent Evaluation Data”
EngineeringMar 15, 2026

Repository Intelligence: Building the Next Generation of Agent Evaluation Data

Deeptendu
Cover art for “AI Memory is Broken: we need brains, not hard drives”
EngineeringFeb 26, 2026

AI Memory is Broken: we need brains, not hard drives

Deepesh Genani
Cover art for “Behind the scenes : Potpie SWE Bench Agent”
EngineeringFeb 3, 2026

Behind the scenes : Potpie SWE Bench Agent

Nandan
Cover art for “How Customer Onboarding Works at Potpie”
CompanyFeb 1, 2026

How Customer Onboarding Works at Potpie

Kshitij Mishra
Cover art for “Agentic COSS 2025”
CompanyJan 28, 2026

Agentic COSS 2025

PTPotpie Team