Skip to content

New — Introducing Yaju Software Factory — Try the tool for free

Explore now
Yaju AS
  • ProductProduct
  • SolutionsSolutions
  • ResourcesResources
  • BlogBlog
  • CompanyCompany
Sign in
Book demo

Platform

  • Agent Orchestration System

    Building agents is easy. Operating should be too.

  • Software Factory

    Turn your backlog into review-ready code

  • Agent Hub

    Browse, run, and share agents

Functionalities

  • AI Governance

    Policy enforced at the moment of action

  • AI Observability

    Observe and trust every agent

  • Token Monitoring

    Make every token count

  • Optimizer

    Same outcomes, lower cost

  • AI Spend Explorer

    Find overspend in two minutes

Product

  • MCP Gateway

  • CLI

  • Pricing

  • Versions

Featured

Choosing a model is an operations decision, not a benchmark decision

Use Cases

  • Cost Control

    Know what agents cost. Prove what they deliver.

  • AI Transformation

    Turn AI adoption into business transformation

Deployment

  • Credential Vault

    Org-level secrets, resolved at runtime

  • Self-hosted

    Run agents in your own environment

By Industry

  • IT & Developers

  • Financial Services

  • Public Sector

  • Engineering

  • Telecommunications

  • Healthcare and Life Sciences

  • Manufacturing

Featured

Running agents on hardware you own

Discover

  • Customer Stories

  • Partners

  • Yaju Labs

    Yaju Agent Systems research lab

For Learners

  • Versions

  • Agent Academy

Featured

Support triage is the best first agent most teams never build

Content

  • Blog

    The latest from Yaju, launches, and insights

Explorations

  • Future(s) of Work

    How will AI change the way we work?

  • Oran Models

    The generation teams run today

Initiatives

  • Scholars Program

    Finding the next generation of agent builders

  • Open Development Community

    Building agent tooling in the open

  • Catalyst Grants

    Backing ambitious work on agents

Featured

The future of work debate has an evidence problem
  • About

  • Careers

  • Newsroom

Yaju AS
Sign in
Book demo

Platform

  • Agent Orchestration System

    Building agents is easy. Operating should be too.

  • Software Factory

    Turn your backlog into review-ready code

  • Agent Hub

    Browse, run, and share agents


Functionalities

  • AI Governance

    Policy enforced at the moment of action

  • AI Observability

    Observe and trust every agent

  • Token Monitoring

    Make every token count

  • Optimizer

    Same outcomes, lower cost

  • AI Spend Explorer

    Find overspend in two minutes


Product

  • MCP Gateway

  • CLI

  • Pricing

  • Versions


Featured

Choosing a model is an operations decision, not a benchmark decision

Use Cases

  • Cost Control

    Know what agents cost. Prove what they deliver.

  • AI Transformation

    Turn AI adoption into business transformation


Deployment

  • Credential Vault

    Org-level secrets, resolved at runtime

  • Self-hosted

    Run agents in your own environment


By Industry

  • IT & Developers

  • Financial Services

  • Public Sector

  • Engineering

  • Telecommunications

  • Healthcare and Life Sciences

  • Manufacturing


Featured

Running agents on hardware you own

Discover

  • Customer Stories

  • Partners

  • Yaju Labs

    Yaju Agent Systems research lab


For Learners

  • Versions

  • Agent Academy


Featured

Support triage is the best first agent most teams never build

Content

  • Blog

    The latest from Yaju, launches, and insights


Explorations

  • Future(s) of Work

    How will AI change the way we work?

  • Oran Models

    The generation teams run today


Initiatives

  • Scholars Program

    Finding the next generation of agent builders

  • Open Development Community

    Building agent tooling in the open

  • Catalyst Grants

    Backing ambitious work on agents


Featured

The future of work debate has an evidence problem
  • About

  • Careers

  • Newsroom

Yaju AS
  • Agent Orchestration System

    Software Factory

    Agent Hub

  • MCP Gateway

    CLI

    Pricing

    Versions

  • AI Governance

    AI Observability

    Token Monitoring

    Optimizer

    AI Spend Explorer

  • Cost Control

    AI Transformation

    Solutions Overview

  • IT & Developers

    Financial Services

    Public Sector

    Engineering

    Telecommunications

    Healthcare and Life Sciences

    Manufacturing

  • Credential Vault

    Self-hosted

    Deployment Options

  • Blog

    Customer Stories

    Partners

    Agent Academy

    Yaju Labs

  • About

    Careers

    Newsroom

  • Legal Center

    Security

    Privacy Policy

    Terms of Use

Platform

  • Agent Orchestration System

  • Software Factory

  • Agent Hub

Product

  • MCP Gateway

  • CLI

  • Pricing

  • Versions

Functionalities

  • AI Governance

  • AI Observability

  • Token Monitoring

  • Optimizer

  • AI Spend Explorer

Solutions

  • Cost Control

  • AI Transformation

  • Solutions Overview

By Industry

  • IT & Developers

  • Financial Services

  • Public Sector

  • Engineering

  • Telecommunications

  • Healthcare and Life Sciences

  • Manufacturing

Deployment

  • Credential Vault

  • Self-hosted

  • Deployment Options

Resources

  • Blog

  • Customer Stories

  • Partners

  • Agent Academy

  • Yaju Labs

Company

  • About

  • Careers

  • Newsroom

Legal

  • Legal Center

  • Security

  • Privacy Policy

  • Terms of Use

Platform

  • Agent Orchestration System

  • Software Factory

  • Agent Hub

Product

  • MCP Gateway

  • CLI

  • Pricing

  • Versions

Functionalities

  • AI Governance

  • AI Observability

  • Token Monitoring

  • Optimizer

  • AI Spend Explorer

Solutions

  • Cost Control

  • AI Transformation

  • Solutions Overview

By Industry

  • IT & Developers

  • Financial Services

  • Public Sector

  • Engineering

  • Telecommunications

  • Healthcare and Life Sciences

  • Manufacturing

Deployment

  • Credential Vault

  • Self-hosted

  • Deployment Options

Resources

  • Blog

  • Customer Stories

  • Partners

  • Agent Academy

  • Yaju Labs

Company

  • About

  • Careers

  • Newsroom

Legal

  • Legal Center

  • Security

  • Privacy Policy

  • Terms of Use

LinkedInInstagramEmail

Yaju AS ©2026

  • English

Company

What we talked about at Connect

Our community gathering ran for two days and the most useful sessions were not the ones we scheduled. A short account of what people actually wanted to discuss.

Yaju Team · 30 October 2025

We prepared an agenda for Connect. The agenda was fine. The sessions people stayed in afterwards were not the ones on it, which is worth recording.

The question that came up in every room

Not how to build an agent. Nobody asked that. The recurring question was some version of: we have thirty of these now and I cannot tell you what they do.

That is the sprawl problem, and hearing it from teams in unrelated sectors on the same afternoon was clarifying. It is not a symptom of doing something wrong. It is what happens when building becomes cheap and operating has not caught up.

The unscheduled session that ran longest

Someone asked how other people write evaluation criteria, and a scheduled thirty minutes became most of an afternoon.

The interesting disagreement was about when to write them. The textbook answer is before building. Almost everyone in the room had written their first eval after an agent produced something wrong, working backwards from the failure.

The consensus that emerged was that the backwards version is fine and possibly better, because criteria derived from a real failure are sharper than criteria imagined in advance. What matters is that they exist and run on every execution rather than being consulted once.

The disagreement we did not resolve

How much human review is enough. One group argued for review of everything until an agent has earned trust. Another argued that reviewing everything guarantees the programme never scales and produces inattentive review anyway.

Nobody changed their mind. Both positions are defensible and the answer clearly depends on what the agent touches, which is a less satisfying conclusion than either side wanted.

What we took away

Three things went straight into how we talk about the platform. That ownership per agent is the first thing to install, not the last. That evals written after a failure are legitimate. That "what are we running" is the question underneath most others.

Thank you

To everyone who came, and particularly to the people who described something that had not worked. Those were the useful sessions.

Next

The Open Development Community is free to join and is where most of this continues between gatherings. Yaju Labs covers the research programme.

Loading...
What we talked about at Connect | Yaju