Agentic governance

Agents with autonomy. Decisions with an owner.

How we govern a factory of agents: what they do on their own, what a person decides, and how we prove it with our own log.

The problem · agent washing

Many say “agents”. Few can show how they govern them.

40%+

of agentic AI projects will be canceled by the end of 2027 due to costs, unclear value or weak risk controls, according to Gartner.

~130

of the thousands of vendors calling themselves “agentic” are real, Gartner estimates. It calls the rest agent washing: chatbots and RPA renamed.

Our answer

We don't ask you to take our word for it. We publish the cycle, the gates and our own factory's numbers, failure rate included.

Source: Gartner, 25 jun 2025

The cycle · 5 steps · 2 human gates

Agents research, rank and cost. A person decides what to build.

It's the agentic product cycle Endgame proposes, applied to our factory: every step has a named agent and every decision has a human owner.

Done by agentsDecided by a person- - - every release feeds the next cycle
  1. Step 01 · Agents, 24/7

    Gather every signal

    Oráculo · market and pricingMentor · voice of the customerAtenea · portfolio and betsHefesto · tech debtArgos · usage and drop-offsMetrics · what the last release did
  2. Step 02 · Agents turn signals into one list

    Rank the backlog

    Strategic betCustomer requestTech debtData finding
  3. Step 03 · Cost · weeks · expected impact

    Cost every option

    Option A · MXN · wk · ΔOption B · MXN · wk · ΔOption C · MXN · wk · Δ
  4. Step 04 · Gate A · human decision

    One person picks one

    One-page spec approved (G0)
Step 05 · Agents build and measure; your team reviews
Atenea + Dédalo

Shape the slice

Epic · stories · acceptance criteria as tests

Hefesto + cells

Build and ship

Tests first (G1) and automated review (G2) · Minos gate · your approval on high risk (G4)

Argos tracks · you review

Measure the outcome

Usage · retention · margin → Gate B

Gate B checks whether the release moved the outcome, and that feeds step 1. Without Gate B, a factory measures how it builds, not what it achieves.

How every option is scored before anyone decides

Priority = (V × F × C) ÷ (K × (1 + T/4))

V expected value (1–5) · F feasibility (1–5) · C confidence in the data (0–1) · K cost to build and run (1–5) · T weeks until users see it. Every month of waiting counts.

See a sample Decision Brief →

Quality before release

5 reviews before production

Nothing reaches production without passing these five reviews. A person makes two of the calls.

  1. 1 Idea approved (G0) A person approves the one-page spec: what gets built and how it is measured. Human in the loop
  2. 2 Tests first (G1) Tests are written before the code, from the acceptance criteria. Reviewed by agents
  3. 3 Automated quality, security and privacy review (G2) Quality, architecture, UX, accessibility, privacy and security. Reviewed by agents
  4. 4 Final review, the Minos gate An independent review before release. If it says STOP, nothing ships. Reviewed by agents
  5. 5 Your approval (G4) A person approves the move to production, with a rollback plan. Human in the loop
7 pillars · Gartner agentic AI governance framework (2026)

Every pillar has an owner and a status. No makeup.

PillarHow we cover itStatus
01 · Agent identityEvery agent has least privilege; one writer of main; only Atlas writes migrations.Partial
02 · Runtime guardrailsSecurity, privacy and isolation are never feature flags. Per-agent circuit breaker.In progress
03 · Observability and auditA log of every deploy, small traceable commits, external audit by Mentor.Running
04 · Agentic FinOpsWhich model for which task; cost per delivered unit measured per agent.In progress
05 · Autonomy levels10 decisions reserved for a person: production, money, legal, data, brand, deletion, secrets.Running
06 · Gates and containment5 reviews before production (G0–G4): if the Minos gate says STOP, nothing ships. A rollback plan with every release.Running
07 · Data perimetersOne database per client. In SERENA, only averages of 5 or more people.Running

Underneath it all: entity governance. A person signs architecture decisions (ADRs) and contracts; agents propose.

The proof · SERENA log, Nov 3–8, 2026

Our log is the evidence.

576

commits in 6 days

101

logged deployments

27

to production, each with rollback

1

Minos STOP honored

6

reserved human decisions

35

written lessons

Read the SERENA Studio caseBook 15 min