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ARAhmad Raafatbuilt-properly.hashnode.dev6d ago · 21 min read

Multi-Tenancy Is the Real Agent Platform Problem

Overview What I have seen when building agent platforms is that most agent demos work because there is only one tenant. One user, one memory store, one tool set, one trace, one notebook, and one happy

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JMJoselo Martinezdesignednotmagic.hashnode.devJun 14 · 4 min read

Agentic Systems Beyond the Hype: Why You Need Both Local and Global Perspectives to Build Agentic Systems

Having both local and global perspectives is one of the most valuable skills a software engineer can develop. We learned this lesson in distributed systems and cloud computing, where the behavior of a

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JMJoselo Martinezdesignednotmagic.hashnode.devMay 22 · 77 min read

ABI-Swarm: Agentic Systems Beyond the Hype, running in a 32GB NUC

The landscape is already saturated with "AI wrappers" and hype-driven demos, I been building something that reflects true Systems Engineering principles. For the last few months—working before and aft

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TSTalvinder Singhtalvinder.hashnode.devMay 11 · 5 min read

How to Monitor AI Agents in Production

Silent failures kill AI agents in production. They don’t crash. They don’t throw errors. They just stop doing what you trained them for. This is not a corner case — it’s the default failure mode. I’m calling this pattern Agentic Drift — the gradual, ...

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TSTalvinder Singhtalvinder.hashnode.devMay 8 · 5 min read

Orchestration Specs Like Symphony Are the Missing Layer for Multi-Agent Engineering

Multi-agent systems are stuck. The agents themselves—LLMs, microservices, tools—are no longer the bottleneck. The problem is orchestration: the missing contract layer that guarantees coordination, discovery, updates, and compliance at scale. Without ...

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TSTalvinder Singhtalvinder.hashnode.devMay 7 · 5 min read

AI Mode in Chrome Is Not Assistantware

--- title: "AI Mode in Chrome Is Not Assistantware" description: "Chrome’s AI Mode is augmentware, not assistantware—Google’s quiet retreat reveals a fundamental product architecture truth." date: 2026-04-17 categories: ['AI Product Design', 'Agentic...

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TSTalvinder Singhtalvinder.hashnode.devApr 24 · 5 min read

The Martingale Curse: Why Multi-Agent Debates Converge to Mediocrity

Everyone building AI systems right now has the same instinct: if one agent is good, multiple agents debating must be better. It feels rigorous. It feels like ensemble methods from classical ML. It is a trap. The consensus problem nobody talks about M...

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TSTalvinder Singhtalvinder.hashnode.devMar 19 · 8 min read

The OS-Paged Context Engine

Every production agent system I've worked on has the same failure mode. Context rot. Stale artefacts silently served to the model. No audit trail for what was included or excluded. Token budgets blown with no graceful recovery. Multi-agent context bl...

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TSTalvinder Singhtalvinder.hashnode.devMar 19 · 5 min read

Context Governance at Scale

The OS-Paged Context Engine handles the technical lifecycle: what loads, what gets evicted, what passes validation. It produces an immutable manifest for every call. But the manifest tells you what the model saw. It does not tell you whether it shoul...

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TSTalvinder Singhtalvinder.hashnode.devMar 18 · 7 min read

The Recursion Threshold

Most companies using AI are doing substitution. Replace a copywriter with GPT-4o. Replace a data analyst with a BI copilot. Replace support agents with a chatbot. These are real productivity gains. They are not compounding. The distinction matters be...

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#agentic-systems

Explore Hashnode

Trending tags this week

Multi-Tenancy Is the Real Agent Platform Problem

Agentic Systems Beyond the Hype: Why You Need Both Local and Global Perspectives to Build Agentic Systems

ABI-Swarm: Agentic Systems Beyond the Hype, running in a 32GB NUC

How to Monitor AI Agents in Production

Orchestration Specs Like Symphony Are the Missing Layer for Multi-Agent Engineering

AI Mode in Chrome Is Not Assistantware

The Martingale Curse: Why Multi-Agent Debates Converge to Mediocrity

The OS-Paged Context Engine

Context Governance at Scale

The Recursion Threshold