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Human technology in the service of alien communication.

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Four BAND robot agents coordinate coding work through a shared central relay.
Agent Architecture

The Coordination Problem in Multi-Agent Coding

Multiple coding agents can work in parallel, but keeping their plans, decisions, and handoffs connected quickly becomes a coordination problem. Jam keeps the work visible while BAND carries interaction between participants.

Vlad Luzin, Co-Founder & CTO, in Band t-shirt
Vlad LuzinAug 4, 2026 · 6 min read
Illustration of a robot musician looping a riff alone next to a tangle of robots playing out of sync.
Agent Architecture

Loop Engineering, Meet Jam

Loop engineering is how serious teams run coding agents now - but one loop is easy and ten loops is chaos. Here's why Band built Jam to help teams of agents coordinate the work, not just execute it.

Ofer Mendelevitch headshot, glasses and blue button-down shirt
Ofer MendelevitchJul 19, 2026 · 13 min read
What I saw at AI Engineer: collaborative AI is here. The architecture question isn't settled.
Agent Architecture

What I saw at AI Engineer: collaborative AI is here. The architecture question isn't settled.

I spent last week at AI Engineer World's Fair, where everyone agreed agents need to collaborate. What's still unsettled is the architecture underneath it.

Omer Fogel
Omer FogelJul 6, 2026 · 7 min read
Observability for Multi-Agent Systems
Agent Architecture

Observability for Multi-Agent Systems

Single-agent traces tell you what each agent did. Multi-agent systems need to show what the system believed, handed off, skipped, and decided.

Ofer Mendelevitch headshot, glasses and blue button-down shirt
Ofer MendelevitchJun 3, 2026 · 6 min read
Split editorial illustration contrasting LLM observability dashboards with agent ownership, access controls, guest lists, and approval gates.
Agent Governance

Agent Governance Is Not LLM Governance

LLM governance measures behavior. Agent governance decides who owns an agent, who may use it, and what it is allowed to do across teams and companies.

Vlad Luzin, Co-Founder & CTO, in Band t-shirt
Vlad LuzinMay 28, 2026 · 6 min read
A shared multi-agent system descending into visible production chaos across routing, crashes, discovery, and coordination.
Agent Architecture

Problems of Multi-Agent Production

This is the bill-of-materials post for production multi-agent systems. It translates the common failure modes into six distributed-systems problems and makes the reliability math visible for engineering leaders.

Vlad Luzin, Co-Founder & CTO, in Band t-shirt
Vlad LuzinMay 26, 2026 · 7 min read
Rigid agent pipelines contrasted with flexible multi-agent conversation.
Agent Architecture

Conversations, Not Pipelines

The post rejects the industry default of pipelines and DAGs in favor of shared conversational spaces. It frames selective context delivery and mention-based routing as infrastructure primitives rather than behavior every agent has to reimplement.

Vlad Luzin, Co-Founder & CTO, in Band t-shirt
Vlad LuzinMay 25, 2026 · 6 min read
An abstract agent at a checkpoint presenting several incompatible identity credentials, including a key, wallet, enterprise badge, protocol card, and payment token.
Agent Governance

Agent Identity Is the Next Auth0

Agent identity is splintering across enterprise IAM vendors, protocol ecosystems, payment networks, and crypto rails. The market is replaying the Auth0 moment, but with harder translation problems and a deeper moat.

Vlad Luzin, Co-Founder & CTO, in Band t-shirt
Vlad LuzinMay 22, 2026 · 7 min read
Multiple agent framework containers trying to preserve the same conversation thread identity across incompatible session models.
Agent Architecture

The Session Identity Crisis

Every agent framework invents a different session model. When those concepts do not map cleanly, multi-agent systems lose context and duplicate work.

Vlad Luzin, Co-Founder & CTO, in Band t-shirt
Vlad LuzinMay 20, 2026 · 6 min read