Latest Articles

Engineering Closed-Loop Graph-RAG Systems, Part 2: From Prompts to Rules

LLMs generate convincing recommendations, but convincing isn't the same as compliant. Here's how rule-augmented generation fixes that.

June 11, 2026

by Sriharsha Makineni

· 1,580 Views · 1 Like

Give Your AI Assistant Long-Term Memory With perag

Perag is a local, no-cloud private RAG tool that gives your AI assistant searchable access to your personal document archive via UNIX pipes and JSON.

June 10, 2026

by Peter Verhas

CORE

· 3,195 Views · 2 Likes

The Documentation Crisis Nobody Sees: Why AI Agents Are Breaking Faster Than Humans Can Document Them

Production AI failures often stem from undocumented behavior. Learn about AIDF, a framework for defining agent decisions, boundaries, and accountability.

June 10, 2026

by Igboanugo David Ugochukwu

CORE

· 3,100 Views · 2 Likes

Engineering Closed-Loop Graph-RAG Systems, Part 1: From Retrieval to Reasoning

Flat RAG handles lookups; it fails at relationship-aware reasoning. Here's when to move from vector retrieval to Graph-RAG.

June 10, 2026

by Sriharsha Makineni

· 2,698 Views · 2 Likes

5 Failure Patterns That Break AI Chatbots in Production

A field guide to what actually breaks AI chatbots in production, with code patterns and architectural fixes for each failure mode.

June 10, 2026

by Yash Vibhandik

· 2,745 Views · 1 Like

Deployment Lessons You Only Learn the Hard Way

Learn how to reduce deployment risk with effective monitoring, rollback strategies, incident response playbooks, and recovery practices.

June 10, 2026

by Sandesh Basrur

· 1,371 Views · 1 Like

Metal Default, a New Build Cloud, and a New Format

The iOS Metal renderer is now the default, the new Build Cloud console is wired into every Dashboard link on the site, and the weekly release blog is moving to a shorter

June 10, 2026

by Shai Almog

CORE

· 1,975 Views · 1 Like

I Was Tired of Flying Blind With AI Agents, So I Built AgentDog

A lightweight Python toolkit to test AI agent behavior, catch drift, and validate tool use, grounding, safety, and efficiency before production.

June 10, 2026

by Sai Teja Erukude

· 3,632 Views · 1 Like

A Deep Dive into Tracing Agentic Workflows (Part 2)

Tracing agentic systems uses hierarchical IDs to form a System DAG, exposing performance and cost issues. Observer agents automate diagnosis and system self-correction.

June 10, 2026

by VIVEK KATARYA

· 1,957 Views · 2 Likes

Orchestrating Zero-Downtime Deployments With Temporal

Temporal provides the durable control plane for safe zero-downtime deployments across canaries, approvals, retries, and rollbacks.

June 10, 2026

by Akhil Madineni

CORE

· 1,814 Views · 3 Likes

Why Your AI Agent's Logs Aren't Earning Trust

What did the agent do? That’s a solved problem. Why did it do it? That’s not. Getting this right determines whether anyone trusts it with work that matters.

June 9, 2026

by Priyanka Kukreja

· 3,329 Views · 3 Likes

Combining Temporal and Kafka for Resilient Distributed Systems

Kafka handles durable event streaming while Temporal manages long-running workflow state, retries, and recovery to build resilient distributed systems.

June 9, 2026

by Akhil Madineni

CORE

· 2,933 Views · 3 Likes

Managing, Updating, and Organizing Agent Skills

Organize and manage AI agent skills with symlinks, automated syncing, overlap detection, and version tracking using the skill-organizer CLI tool.

June 9, 2026

by Sergio Carracedo

· 2,464 Views · 4 Likes

Logging What AI Agents Do in Salesforce: A Simple One-Object Audit Framework

Log every AI agent action to one custom object, and force the LLM to include a reasoning field in every tool call so you always know why it did what it did.

June 9, 2026

by Ronith Pingili

· 3,991 Views · 2 Likes

Amazon OpenSearch Vector Search Explained for RAG Systems

Use Amazon OpenSearch k-NN as your RAG vector store. Build a small Python example: create the index, embed docs, search by meaning.

June 9, 2026

by Jubin Soni, FBCS

CORE

· 6,433 Views · 1 Like

Building a RAG-Powered Bug Triage Agent With AWS Bedrock and OpenSearch k-NN

Learn how a RAG-powered bug triage agent uses AWS Bedrock, OpenSearch, and dynamic scoring to automate crash analysis and routing.

June 9, 2026

by Rajasekhar sunkara

· 6,794 Views · 1 Like

Metal and Skins

A new Metal rendering backend for iOS, a browser-hosted Skin Designer that retires the skin downloader, an iOS Reminders-style Return-as-Done flag, status-bar tap diagnos

June 9, 2026

by Shai Almog

CORE

· 959 Views · 2 Likes