Latest Articles

Engineering Closed-Loop Graph-RAG Systems, Part 3: Closing the Loop in Graph-RAG Systems

Closed-loop RAG needs feedback routing, not blind learning. Route signals carefully so the system improves without reinforcing bad answers.

June 12, 2026

by Sriharsha Makineni

· 1,371 Views

How to Build a Local LLM Agent to Automate Work List Generation from Monthly Reports (With Jira Integration)

Learn how a local LLM agent automates work list generation from reports, enriches tasks from Jira, detects duplicates, and keeps enterprise data secure.

June 11, 2026

by Sergey Laptick

· 2,707 Views · 2 Likes

Native SQL in Java Without JDBC Boilerplate — Meet Ujorm3

Ujorm3 eliminates JDBC boilerplate without a full ORM. Write native SQL with named parameters, get objects back — including nested relations.

June 11, 2026

by Pavel Ponec

· 2,330 Views · 4 Likes

From "Vibe Coding" to Production: Setting Up an Evals Loop for Claude Agents

Replacing unreliable “vibe coding” with a rigorous automated evaluation loop using curated datasets, Claude judge agents, and metric tracking for production AI agents.

June 11, 2026

by Nikita Kothari

· 2,284 Views · 1 Like

If You Can Survive a Toddler, You Can Ship LLMs in Production

A silent provider update once invalidated months of LLM scores in a pipeline I owned. Here is what I changed after, and how parenting taught me the same lesson twice.

June 11, 2026

by Scarlett Attensil

· 1,444 Views

Rust-Native Alternatives to Spark SQL and DataFrame Workloads

Sail is an open-source computation framework that serves as a drop-in replacement for Apache Spark (SQL and DataFrame API) in both single-host and distributed settings.

June 11, 2026

by Srinivasarao Rayankula

· 2,040 Views · 2 Likes

The AI Autonomy Spectrum: 7 Architecture Patterns for Intelligent Applications

AI integration is more than agents and prompts. Explore seven architectural patterns to choose the right level of autonomy for enterprise applications.

June 11, 2026

by Otavio Santana

CORE

· 1,394 Views · 1 Like

Can We Build Elite Search Agents Without Massive Industrial RL Pipelines?

OpenSeeker-v2 is intended to push the limits of search agents working with informative and also high-difficulty trajectories.

June 11, 2026

by mike labs

· 1,490 Views

The Repo Tracker: Automating My Daily GitHub Catch-Up

Automate GitHub repo tracking with a local agent using Python, SQLite, and cron. Learn how to build a lightweight monitoring system for open-source projects.

June 11, 2026

by Alain Airom (Ayrom)

· 1,731 Views

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

· 1,241 Views

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

· 2,295 Views · 1 Like

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

· 2,380 Views · 1 Like

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

· 1,470 Views · 1 Like

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

· 1,260 Views

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

· 1,137 Views

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

· 1,582 Views

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

· 3,022 Views

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

· 1,305 Views

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

· 1,139 Views

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

· 2,898 Views · 2 Likes

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