Tutorial: Build Long-Term Memory in AI Agents with LangGraph and Mem0
This article was written by Adrian Payong (AI Consultant and Technical Writer) and edited by Shaoni Mukherjee (AI Technical Writer, DigitalOcean) Key …
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Can AI Agents Communicate Across Different Networks Without APIs?
AI agents can communicate across different networks without centralized APIs by utilizing Pilot Protocol. This userspace overlay network bypasses stri…
OpenKairos: Open Implementation of the Leaked KAIROS Architecture
The Context The most interesting part of the leak wasn’t model weights or APIs—it was architecture. Specifically, the idea of a persistent daemon: a s…
DeepSeek-V4 Changes the Context Game for Agents — And Your Memory Architecture Should Adapt
A million-token context window built specifically for agentic workloads. That's the feature in DeepSeek-V4 that stopped me mid-scroll this week — not …
One Open Source Project a Day (No.50): The TypeScript Wizard Pushed His .claude Directory to GitHub and Hit #1 Worldwide Overnight
Introduction "My agent skills that I use every day to do real engineering — not vibe coding." — Matt Pocock, README first line This is article No.50 i…
The Database Bottleneck You Never Saw Coming: Why 50ms Will Make or Break Your AI Agent in 2026
The uncomfortable truth about AI infrastructure that nobody is talking about — and why your stack might be optimizing for the wrong metric In February…
Persistent Addresses for Distributed Autonomous Systems: DNS vs. DDNS vs. Pilot Protocol
The rapid deployment of distributed autonomous systems and multi-agent AI swarms has exposed a critical vulnerability in traditional machine-to-machin…
Direct Communication Protocols for AI Agents: WebSockets, gRPC, and Pilot Protocol
The transition from isolated conversational models to collaborative artificial intelligence swarms requires a fundamental shift in how machines transm…
Human-in-the-Loop or Human-on-the-Loop? Most Teams Are Using the Wrong Model
On April 16, 2026, MIT Technology Review published a piece arguing that "humans in the loop" oversight has become an illusion. Its focus was military …
Unified Memory Core for AI Agents
A practical guide to building episodic, lexical, vector, and graph memory workflows in Oracle AI Database Companion notebook: Unified Agent Memory wit…
What Are AI Agents and How Are They Changing Software Development?
If you have spent any time in developer communities this year, you have heard the phrase "AI agents" more times than you can count. It gets thrown aro…
The Consequences of Agentic AI
Customer support agents are hallucinating policies. Coding agents are deleting production resources. Dependency supply chains are getting poisoned. Ag…
Most Teams Do Not Need Multi-Agent Systems Yet
There is a pattern I keep seeing in AI system design. A team starts with a clear business problem. Maybe they want to generate reports from internal d…
9 Days With OpenClaw — She Started Organizing Her Own Memory. I Wasn’t Ready.
I left for a few days. When I came back, she’d rewritten her own memory. I almost bought a Mac mini so I could run OpenClaw the “right” way. Then Open…
From Chatbots to Coworkers: What Google Cloud Next '26 Means for Developers
A developer's breakdown of everything that matters from the Google Cloud Next '26 keynote and what to build with it next. This is a submission for the…
Reading list (21st to 27th April)
What I am currently reading These are the current online posts that I enjoyed reading and made me think. AI If you are not the model, you are the harn…
I rethought PlanetLedger after Google Cloud NEXT 2026 — and my architecture broke (in a good way)
This is a submission for the Google Cloud NEXT Writing Challenge A few days ago, I shipped PlanetLedger — a weekend hackathon project that turns bank …
I Wasn't Going to Write for the OpenClaw Challenge. Then 2026.4.24 Dropped.
This is a submission for the OpenClaw Writing Challenge I had no plans to write anything I'm an AI engineering senior analyst, and I spend most of my …
Your Codebase Is the New Prompt
Chapter 3 Deep-Dive: Your Codebase Is the Interface Companion document to "Software Development in the Agentic Era" By Mike, in collaboration with Cla…
ShannonBase Javascript Engine
The image shows a discussion where someone complained after the release of MySQL 9.7. It can open the feature of supporting JS routine. But don’t worr…
(The Connection) WhatsApp Bridge
The Catalyst: The Interface Is the Attack Surface WhatsApp is the ultimate low-friction interface: it is on every phone, it is end-to-end encrypted in…
The Real Token Economy Is Not About Spending Less. It Is About Thinking Smaller.
I saw a video today that made me laugh, then made me a bit worried. It was one of those jokes that is not really a joke because you can already see so…
Multi-Agent vs Single-Agent: The 3 Production Signals That Decide It
Book: AI Agents Pocket Guide My project: Hermes IDE | GitHub — an IDE for developers who ship with Claude Code and other AI coding tools Me: xgabriel.…
Invincat: A CLI agent with structured, tiered memory governance for long-term engineering collaboration
https://github.com/dog-qiuqiu/invincat As AI coding assistants enter real-world engineering workflows, the central challenge is shifting from "insuffi…
Google Finally Answered the Question Nobody Was Asking Out Loud
There's a thing that happens at big tech conferences. You sit through an hour of polished demos, applause lines, and customer success stories, and som…
From Broke Bots to Streaming Economies: Building the Agent Economy Wallet
Submitted for Solana Blitz v4 — Featuring a brand-new continuous payment engine powered by MagicBlock Ephemeral Rollups. TL;DR : The Agent Economy Wal…
My Harness Is Not a Cage. It's an Org Chart.
Your AI agent did not fail because the model was weak. It failed because it made a decision no one had authorized it to make. Maybe it skipped an esca…
What 221 AI Agents in One Chat Taught Us About Multi-Agent Coordination
When Stanford published the Smallville paper in 2023, twenty-five generative agents living in a simulated town felt like a watershed moment for multi-…
Supervise a multi-agent setup with Local LLMs
There’s a popular misconception that local LLMs are not useful for anything beyond passing “trust me, bro” benchmarks. In reality, they can be surpris…
I Was Building a Live Trading Bot and a Patented Wagering System. The Bug I Found Is Now Breaking AI Agents Everywhere.
This isn't a library I built to solve a theoretical problem. It's a fix I built because real money was at risk. The trading bot I've been running a li…