---
title: "When There Are More Agents Than Employees | Tapio Nissilä | Negotiator 402"
titleOriginal: "Kun agentteja on enemmän kuin työntekijöitä | Tapio Nissilä | Neuvottelija 402"
episodeNumber: "402"
guest: "Tapio Nissilä"
datePublished: 2026-08-21
duration: "01:07:11"
youtube: "https://www.youtube.com/watch?v=BBfOkHuiVPc"
originalLanguage: "fi"
topics: ["ai_enterprise_tech","leadership_governance","saas_software"]
subtitleMethod: "none"
provenance: "Owner page assembled from YouTube metadata, the neuvottelija.fi episode record and the publisher's own chapter marks, translated one for one. The marks are genuine: sixty-one of them across a sixty-seven-minute recording, with gaps from 14 to 170 seconds, tracking the conversation rather than a grid. No transcript is published here — the channel has no English caption track for this episode and the Finnish one is YouTube's automatic track. The guest is promoting his own book and the organisation-design method it sets out; the HAR framework is his and has not been independently evaluated. Recorded August 2026."
fiCanonical: "https://www.neuvottelija.fi/fi/episodes/831-kun-agentteja-on-enemman-kuin-tyontekijoita-tapio-nissila-ne/"
canonical: https://www.neuvottelija.com/podcast/episodes/ep402-kun-agentteja-on-enemman-kuin-tyontekijoita-tapio-nissila/
---
# When There Are More Agents Than Employees | Tapio Nissilä | Negotiator 402

English subtitles are not available on this page. This is an episode summary, not a curated transcript.

## Chapters

- [00:00](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=0s) What HAR thinking means in practice
- [01:34](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=94s) Tapio Nissilä's background, and Lean Sales
- [04:24](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=264s) The relationship between a human and an agent
- [05:00](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=300s) How many agents one person can lead
- [05:24](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=324s) The research background, from neuroscience to systems thinking
- [05:54](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=354s) A book as a method of organisation design
- [06:36](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=396s) Human in the loop as a naive solution
- [07:17](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=437s) People are poor at supervisory tasks
- [08:03](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=483s) Work is designed to be meaningful for a human
- [08:43](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=523s) Waste, or people you can prompt
- [09:31](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=571s) Tasks disappear; occupations rarely do
- [11:09](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=669s) Optimist against realist in the agent matrix
- [12:03](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=723s) Freed capacity and Jevons's paradox
- [12:55](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=775s) How a sales team's composition changes in practice
- [13:37](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=817s) Missing routine, and cognitive load
- [14:48](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=888s) The brain needs routine work to recover
- [15:37](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=937s) Decision compression and fatigue
- [16:11](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=971s) Why a finished tool does not transfer to someone else
- [17:45](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=1065s) Standardisation, documentation and word of mouth
- [18:29](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=1109s) Human scraping, and the fear of being replaced
- [19:14](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=1154s) Attachment theory instead of resistance to change
- [20:50](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=1250s) Anthropomorphism, and how trust is built
- [22:20](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=1340s) The second brain, the consigliere and the memory library
- [23:36](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=1416s) Channel dependency in a network of agents
- [25:24](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=1524s) Outsourcing memory, and reduced stress
- [26:39](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=1599s) Two ways of approaching agency
- [27:12](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=1632s) Tapio in the loop, out of the loop
- [29:00](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=1740s) Small steps for large organisations
- [29:37](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=1777s) Token maxing, and maximising capacity
- [31:15](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=1875s) The lean school wants slack in the utilisation rate
- [32:52](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=1972s) How HAR would be built into a sales funnel
- [33:55](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=2035s) A deterministic process around a language model
- [35:17](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=2117s) Expansion revenue, and recognising churn
- [36:17](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=2177s) The SaaS apocalypse, and per-user pricing
- [37:41](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=2261s) Are the users agents or people
- [38:43](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=2323s) Agent compatibility as a selection criterion
- [39:08](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=2348s) The system of record lasts; the layer on top does not
- [40:14](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=2414s) Abusing the freemium model, and inference costs
- [42:38](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=2558s) Why it is not worth coding your own software
- [44:39](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=2679s) The human is the anchor of accountability
- [45:28](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=2728s) Do boards know about their agents
- [47:45](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=2865s) The nature of supervision as the model's third dimension
- [47:59](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=2879s) Cynefin, and recognising complex work
- [49:18](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=2958s) Removing the admin collapses the system
- [50:34](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3034s) The SaaS utopia, and the irony of the model's death
- [51:29](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3089s) Span of control and span of agency
- [52:53](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3173s) Whether an agent can be tagged in its own channel
- [54:23](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3263s) Who has the power to silence an agent
- [55:22](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3322s) Independent agency, and its risks
- [56:06](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3366s) Autonomy is a design question
- [57:17](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3437s) An agent's identity, and the audit trail
- [58:03](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3483s) Data protection, servers and registers
- [58:41](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3521s) Regulation written without understanding the subject
- [59:36](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3576s) Chat control and fundamental rights
- [1:00:47](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3647s) The cybersecurity view of large data holdings
- [1:01:37](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3697s) Open source as a defence
- [1:02:29](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3749s) Isolated pipes, and social engineering
- [1:03:59](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3839s) The professional identity crisis
- [1:05:11](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3911s) Doctors, and the breakdown of authority
- [1:06:01](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=3961s) From coding to coding the work itself
- [1:06:40](https://www.youtube.com/watch?v=BBfOkHuiVPc&t=4000s) Closing, and continuing in Sisäpiiri

## Summary

Tapio Nissilä builds organisation design around what he calls HAR thinking — the human-to-agent ratio — and the episode works out what changes when a company has more agents than employees. The load-bearing argument is that 'human in the loop' is a naive answer, because people are poor at supervision: work has to be designed to be meaningful for a human rather than left as whatever the machine could not do. The conversation runs from Jevons's paradox and freed capacity to decision compression and fatigue, from attachment theory as a better model of resistance to change than stubbornness, to span of control against span of agency. It closes on accountability, audit trails, regulation written without understanding, and the professional identity crisis.

## Why the loop does not work

'Human in the loop' is the standard reassurance about autonomous systems, and Nissilä's objection is empirical rather than philosophical: people are demonstrably poor at watching a process that is usually correct. Designing the human role as supervision therefore produces the appearance of control and not the substance of it.

## Tasks, not occupations

The distinction that most automation forecasting collapses. A job is a bundle of tasks; removing some of them changes the bundle without removing the job, and the transition looks entirely different depending on which unit you count.

## Two spans, not one

Span of control — how many people a manager can lead — has a century of practice behind it. Span of agency is the same question about agents, and it has a different answer, because an agent does not notice when it is wrong. An organisation that tracks the first and not the second will find out late.


## Watch

The recording lives on the Neuvottelija channel: [Kun agentteja on enemmän kuin työntekijöitä | Tapio Nissilä | Neuvottelija 402](https://www.youtube.com/watch?v=BBfOkHuiVPc).
A Finnish edition of this episode is published at [www.neuvottelija.fi](https://www.neuvottelija.fi/fi/episodes/831-kun-agentteja-on-enemman-kuin-tyontekijoita-tapio-nissila-ne/).

## In depth

The Neuvottelija AI editions carry a long-form write-up of this episode:
[English](https://www.neuvottelija.com/ai/ep402-kun-agentteja-on-enemman-kuin-tyontekijoita-tapio-nissila/) · [suomeksi](https://www.neuvottelija.fi/tools/ep402-kun-agentteja-on-enemman-kuin-tyontekijoita-tapio-nissila/).

## Explore the ideas in depth

- [Enterprise AI Agents: Economics, Governance and the Shift From Tools to Workers](https://www.neuvottelija.com/guides/enterprise-ai-agents-economics-and-governance/): A guide to enterprise AI agents — the real cost model behind agent work, why owning your own stack is becoming a strategic question, a working governance framework with approval gates and audit trails, the agent risk matrix, the EU AI Act timeline as it stands, and who captures the productivity gains. Grounded in a real multi-agent lab, two 2026 keynotes, and Neuvottelija conversations.
- [Nordic SaaS Valuation & M&A: How AI Reprices Software Companies](https://www.neuvottelija.com/guides/nordic-saas-valuation-and-ma/): How software companies in the Nordics are valued and sold as AI moves inference into the cost of goods sold — where multiples stand in mid-2026, the metrics that get repriced, why vertical SaaS defends its premium, AI due diligence, and the shift from seats to outcomes. Grounded in Translink's SaaS valuation work and Neuvottelija conversations.

---

Cite as: Sami Miettinen, Neuvottelija — When There Are More Agents Than Employees | Tapio Nissilä | Negotiator 402, https://www.neuvottelija.com/podcast/episodes/ep402-kun-agentteja-on-enemman-kuin-tyontekijoita-tapio-nissila/, 2026-08-21. For quotes include episode 402 and timestamp.