TL;DR

Thorsten Meyer AI has released Outcome-First Decisions, an open-source decision framework for reviewing active initiatives by current outcomes and ongoing cost. The framework returns three verdicts: keep, change or kill, with a stated bias toward making stalled work easier to end.

Thorsten Meyer AI has released Outcome-First Decisions, an open-source framework meant to help operators decide whether active projects should be kept, changed or killed, according to the site’s Day 8 Built in Public dispatch.

The framework centers on what Thorsten Meyer AI calls the Worth Filter: a forward-looking test that asks whether an initiative’s current or expected outcome is worth the cost of continuing it. The dispatch says past effort, sunk cost and identity are excluded from the decision.

Outcome-First Decisions produces one of three verdicts. Keep means the outcome justifies the cost. Change means the underlying idea may still have value, but the current form is not working. Kill means the outcome does not justify further upkeep and the work should be ended cleanly.

The project is described by Thorsten Meyer AI as local-first, provider-agnostic and open source under the AGPL-3.0 license. The source material also states that it is provided without warranty and that its verdicts are decision support rather than final decisions.

Built in Public · Day 8 / 19 ThorstenMeyerAI.com · the operator portfolio
The Decision Layer · Day 08 Dispatch

Outcome-First Decisions — keep, change, or kill

The hardest decision isn’t what to start — it’s what to stop. Judge every initiative by the outcome it produces now, not the effort already spent.

01 The Worth Filter
The Worth Filter
is the outcome worth the ongoing cost?
judged forward (outcome) — not backward. Ignored: sunk cost · effort spent · identity
✓ Keep
Affiliate cluster A
compounding revenue
Channel E
reach still growing
↻ Change
Product C
right problem, wrong shape
alter deliberately — don’t drift
✕ Kill
Experiment B
flat · high upkeep
Side project D
zero traction · sunk cost
3verdicts: keep · change · kill outcomesthe only input that counts AGPLopen source · local-first
02 Why stopping is the leverage
kill
the verdict everything in human nature avoids — made normal, not a failure.
forward
judge what it will produce next, not what you’ve already spent. Sunk cost is gone either way.
capacity
killing dead work reclaims the focus and capital trapped in it — the cheapest growth there is.
03 The thesis the whole series inherits
01
Local-first
Reviews run on owned compute — cheap enough to run as often as honesty requires.
02
Provider-agnostic
The reasoning isn’t welded to one model. Swap freely; no lock-in.
03
Non-developer build
A small, opinionated framework — AGPL-3.0, open so the method stays inspectable.
04
Edit by subtraction
The whole product is subtraction — killing what no longer earns its place.
04 The operator constellation
18 products · one foundation
Today: Outcome-First lit — the keep/change/kill review that closes the loop. The Decision layer is complete: validate → plan → review.
Content
DojoClaw
RoundupForge
Stenvrik
ChannelHelm
IdeaNavigator
Decision
IdeaClyst
Threlmark
Outcome-First
Platform
Grimfaste
Delvasta
Open / Reg
Glasspane
QAtrial
Markets
Polybot
TradingAgents
Defense / Intel
Argus
VigilSAR
VigilSAR-Bench
Diagnostic
World Model Readiness
Local-first · Provider-agnostic foundation

Independent commentary, produced with AI assistance under human editorial oversight. The views are the author’s own and may change. Outcome-First Decisions is open source under AGPL-3.0, provided “as is” without warranty; see the repository LICENSE. The framework’s verdicts are reasoning aids based on the inputs given and may be wrong — decision support, not decisions; verify independently before acting. Product and company names are trademarks of their respective owners; mention does not imply endorsement.

ThorstenMeyerAI.com · Built in Public · Day 8 of 19 · © 2026 Thorsten Meyer

Stopping Becomes A Formal Verdict

The release matters because many portfolios accumulate projects that continue by default even after their value is no longer clear. Thorsten Meyer AI frames that as a capacity problem: stalled initiatives can consume attention, maintenance time and capital that could be used elsewhere.

The framework’s main intervention is procedural rather than technical. By reducing a review to keep, change or kill, it gives teams and solo operators a direct way to discuss ending work without treating the decision as a failure. That could be useful for product portfolios, content operations, experiments and side projects where the cost of continuing is diffuse.

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Day 8 In The Decision Layer

Outcome-First Decisions is part of Thorsten Meyer AI’s Built in Public series, labeled Day 8 of 19 in the source material. The dispatch places it inside a broader “Decision layer,” following tools or concepts described as validate, plan and review.

The site also ties the framework to an operator portfolio of 18 products. In that setting, the stated purpose is to close the review loop by deciding which initiatives still earn their place and which should stop consuming capacity.

“The hardest decision isn’t what to start — it’s what to stop.”

— Thorsten Meyer AI dispatch

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Program Management for Open Source Projects: How to Guide Your Community-Driven, Open Source Project

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Adoption And Results Remain Open

It is not yet clear from the supplied source material how many users have adopted the framework, whether the GitHub repository has outside contributors, or how the tool performs across different types of organizations.

The source also does not provide case results, benchmarks or examples showing how often reviews lead to keep, change or kill outcomes. Any claims about business impact would need separate evidence.

Evidence-Guided Practice

Evidence-Guided Practice

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Repository Use Is The Next Test

The next milestone is likely practical use: whether operators apply the framework to real portfolios, report decisions publicly, or contribute changes through the AGPL-3.0 repository. Readers evaluating the method should verify the repository, review the license and treat outputs as inputs to judgment rather than automated decisions.

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project kill or continue decision tools

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Key Questions

What is Outcome-First Decisions?

It is a decision framework from Thorsten Meyer AI for reviewing whether initiatives should be kept, changed or killed based on current outcomes and ongoing cost.

What is the Worth Filter?

The Worth Filter is the framework’s main test. It asks whether the outcome an initiative is producing now, or is likely to produce next, is worth the cost of continuing it.

Is this a final decision-making system?

No. The source material describes the verdicts as reasoning aids and decision support, not final decisions. Users are told to verify independently before acting.

What license applies to the project?

Thorsten Meyer AI says Outcome-First Decisions is open source under the AGPL-3.0 license and available on GitHub.

Source: Thorsten Meyer AI

This content is for general information only and is not financial, tax or legal advice. Consult a qualified professional for decisions about your money.
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