InfoQ - AI Development

Article: Systemic Approach to Memory, Knowledge, and Context in Agentic AI Architectures

Adi Polak — Mon, 02 Nov 2026 11:00:00 GMT

The article argues that reliable agentic AI architecture depends on a context engine that selects, injects, compresses, and expires information before it reaches the model. It separates context, memory, and knowledge, and recommends tiered memory, curated knowledge, and token budgeting. It also covers common anti-patterns, such as context stuffing and stale data loops, with mitigations.

By Adi Polak

Article: InfoQ AI, ML and Data Engineering Trends Report - 2026

Srini Penchikala, Chip Huyen, Daniel Dominguez, Hien Luu, Arthur Casals — Fri, 30 Oct 2026 09:00:00 GMT

This InfoQ Trends Report offers readers a comprehensive overview of emerging trends and technologies in the areas of AI, ML, and Data Engineering. This report summarizes the InfoQ editorial team’s and external guests' view on the current trends in AI and ML technologies and what to look out for in the next 12 months.

By Srini Penchikala, Chip Huyen, Daniel Dominguez, Hien Luu, Arthur Casals

Podcast: AI, ML, and Data Engineering InfoQ Trends Report 2026

Chip Huyen, Daniel Dominguez, Hien Luu, Arthur Casals — Fri, 30 Oct 2026 09:00:00 GMT

In this episode, members of the InfoQ AI and ML editorial staff and friends of InfoQ discuss the current trends in the domain of AI, ML and Data Engineering. One of the regular features of InfoQ are the trends reports, which each focus on a different aspect of software dev. These reports provide the InfoQ readers and listeners with a high-level overview of the topics to pay attention to this year.

By Chip Huyen, Daniel Dominguez, Hien Luu, Arthur Casals

How Anthropic Redesigned Source Control for AI-Driven Development

Eran Stiller — Tue, 27 Oct 2026 11:25:00 GMT

Anthropic recently detailed how it migrated its monorepo from Git to Scion. Scion is a source control system that moves repository operations to the server side and uses content-addressed storage and tiered caches for agent and CI workloads. The design sacrifices offline independence for less local data and shared infrastructure.

By Eran Stiller

Presentation: Move Fast, Don’t Break Trust: Shipping Constantly with Humans and beyond

Suhail Patel — Fri, 23 Oct 2026 11:00:00 GMT

Suhail Patel discusses how Monzo structures its software engineering organization and technical stack to ship safely hundreds of times a day. He shares insights into opinionated microservice abstractions, tenancy-based staging, static analysis checks, continuous profiling, demonstrating how a strong internal platform enables engineers and LLMs to iterate rapidly without sacrificing reliability.

By Suhail Patel