The AI Cynefin Decider skill for Claude
Most decisions do not go wrong because someone came up with a bad plan, but because the plan fitted a different kind of problem. This free skill has Claude first work out what kind of problem you actually have, using Dave Snowden's cynefin framework, and only then which approach fits it. Five domains, five working steps, and a warning for where your issue can tip over into another domain. What the skill does not do is tell you what the answer is.
the rules above come from the zip on this page · SKILL.md is 8,539 bytes
Problem in, domain out
reg. C.001This is the first worked example from the SKILL.md itself, shown here in shortened form. Notice what does not happen: no plan comes out of it, what comes out is a problem type plus the working method that fits it. That difference is the whole framework.
What the cynefin framework is
The cynefin framework was developed in 1999 by Dave Snowden at IBM Global Services. Cynefin is Welsh and means something like habitat or dwelling place, and you pronounce it kuh-NEV-in. That name is not decoration: the framework is about the environment a problem lives in, not the problem itself. The SKILL.md you download here makes that point in its very first paragraph: this is a sense making framework, not a categorisation system. It helps you understand what type of problem you have and what behaviour fits that type. It does not deliver an answer, it delivers a way of working.
That distinction sounds academic until you see what goes wrong in practice without it. The file states the problem itself in one sentence, and that sentence is the core of this whole page: the biggest mistake in decision making is applying a Clear approach to a Complex problem. A project plan with milestones, a business case with a payback period and a steering group that checks progress every month: those are excellent instruments for an issue where the right answer exists and only has to be found. On an issue where the answer only takes shape while you are working on it, they are expensive instruments measuring exactly the wrong thing.
Cynefin distinguishes five domains. In Clear, also called Obvious or Simple, cause and effect are clear and known, and best practices exist. Processing an invoice, carrying out standard maintenance. In Complicated, cause and effect do exist, but you need analysis or expertise to see them, and several good answers are possible: good practices rather than best practices. Repairing an engine, drawing up a legal contract.
In Complex, cause and effect are only visible afterwards. No best practices exist there, only emergent practice: what works only becomes clear once you have tried it. Culture change, a product launch, education.
In Chaotic there is no visible link between cause and effect, and there is a crisis: a fire, a hack, the sudden departure of someone everything depended on. And the fifth domain, Confusion, is the honest admission that you do not know which domain you are in. The file also calls this Disorder or Aporetic, and the instruction for it is simple: split it into sub-problems first, and place those sub-problems in domains separately.
What sets the framework apart from analysis models such as SWOT or PESTEL is that it does not look at the content of your issue but at the kind of issue it is. SWOT fills four boxes with what you know. Cynefin first works out whether what you know is even enough to plan with, or whether you are better off running an experiment. That makes it a layer above the other models rather than a competitor to them.
Four boxes, four working methods
reg. C.002The table from the SKILL.md, shown here as a quadrant. For each domain it states the relationship between cause and effect, which decision method fits it, who should decide, which tools fit and which risk lurks in that box. In the middle sits the fifth domain, because that is where anyone honest starts.
- Method
- probe sense respond
- Decided by
- a diverse group
- Tools
- safe to fail experiments, narratives
- Risk
- standardisation, jumping to conclusions too early
- Method
- sense analyze respond
- Decided by
- the expert
- Tools
- frameworks, models, analysis
- Risk
- analysis paralysis, expert lock in
- Method
- act sense respond
- Decided by
- someone with authority, now
- Tools
- direct intervention, communication
- Risk
- looking weak by giving up control
- Method
- sense categorize respond
- Decided by
- the process operator
- Tools
- checklists, standard procedures
- Risk
- complacency, missing change
Why good plans fail on the wrong problem
Almost every failed project I have seen had a plan that was sound in itself. The mistake sat a layer earlier: someone had decided to plan at a moment when there was nothing yet to plan. It is exactly that mistake the cynefin framework makes visible, and it is the mistake the SKILL.md names in its opening paragraph.
A Complicated approach to a Complex problem. This is the most common version. You set up a programme with workstreams, milestones and SMART goals for an issue whose answer only takes shape through interaction. The result is not that nothing happens, the result is that progress gets neatly reported for twelve months on indicators that say nothing. Against that the skill sets three small, reversible experiments running in parallel, with the explicit instruction to measure change in language and stories rather than output.
A Complex approach to a Clear problem. The reverse mistake happens less often but is just as costly. You start experimenting with something a working procedure has existed for all along. The skill refuses that explicitly, because probe sense respond in Clear is on its list of things it does not do, with the reason attached that it is wasteful.
Analysis during a crisis. In Chaotic the instruction is act sense respond, in that order. Act first, understand afterwards. In the second example in the SKILL.md, a data breach where the press is already calling, step one is bringing in a crisis team within thirty minutes and step three is technically sealing the leak. The deep analysis only comes once the leak is closed, and then explicitly in Complicated mode. The pitfall the file names alongside it: do not try to understand everything first, and do not ignore the press, because that only grows the chaos.
A domain classification without reasoning. The last refusal in the file is subtle but important: never give a domain classification without explaining why. A label with no reasoning is just an opinion wearing an English word in front of it. Because the skill always includes two sentences of diagnosis, you can disagree with the classification and argue your case. That is the difference between a tool and an oracle.
What that looks like in language, shown as a diff. On the left the kind of wording most plans start with, on the right what the skill turns it into once the domain turns out to be Complex.
The cliff between clear and chaos
reg. C.003Step 5 of the skill is called boundary warning: where can this issue tip over. One boundary deserves more attention than the others. In the HBR article the skill names as its first source, Snowden and Boone describe the shift from Clear to Chaotic not as a slope but as a cliff: you notice nothing, until you fall. The SKILL.md sums up that same boundary briefly as the risk of the Clear domain, complacency and missing change. Below is what that means.
What is actually in the SKILL.md
A skill is only as good as its instructions, so we simply describe them here. The zip is 4.0 KB and contains one folder, ai-cynefin-beslisser, with one file inside it: SKILL.md, 1,223 words, version 1.0.0, MIT licence. No scripts, no integrations, no assets. It is a text file that tells Claude how to think about an issue.
The file opens with a frontmatter that states when the skill should trigger. Not only on the word cynefin or the name Snowden, but also on ordinary sentences: which approach fits here, how should I approach this, is this complex or just complicated, what type of problem is this. The frontmatter also explicitly names chaotic crisis situations, transformation projects and innovation questions, plus the situation where someone gets stuck by applying the wrong approach to the wrong type of problem. Say something like that to Claude while the skill is loaded, and it triggers automatically.
After that comes the role description: senior strategist trained in Dave Snowden's cynefin framework, with Cognitive Edge, IBM Research and the Cynefin Centre named as its origin. Then follows the theoretical basis with the five domains, each with the status of cause and effect, the matching decision method and an example.
The working method has five steps, each with its own heading in the file. Step 1 is clarifying the problem: with vague input the skill asks at most three clarifying questions, otherwise it moves straight on. Step 2 is determining the domain using five diagnostic questions, with the note that a problem can have parts in different domains and that you then have to split it up.
Step 3 is the domain specific approach, and that is the table you see in FIG.02 above: a decision method, a decider, tools and the typical risk for each domain. Step 4 is three to five concrete next steps that fit the domain. Step 5 is the boundary warning: where this can tip over, and the two movements the file names specifically are an ignored Complex problem falling towards Chaotic, and a working Complicated solution that migrates towards Clear over time.
The output is fixed in five blocks: classification with domain and two sentences of diagnosis, fitting approach with decision method, decider and tools, concrete steps, domain pitfalls, and boundary warning. Below that are two fully worked examples, culture change and a data breach, both with the complete output attached. Then follows the list of five things the skill does not do, and finally the source list with five titles.
What is not in it is just as relevant. There is no prioritisation method, no calculation model, no project plan template and no implementation advice. You get a classification and a working method, nothing more. What you do after that is your own work, and if you are looking for structure there, the MECE Problem Structure Coach is the logical next step, because it does the splitting step 2 asks for neatly and without overlap.
What the skill refuses
reg. C.004The SKILL.md contains a list of five things the skill never does, under the heading What NOT to do. With this kind of skill, that list matters more than the list of what it does do, because a thinking framework that says yes to everything is not a thinking framework. Each rule is a request you might make, with the response the file says belongs to it.
The sources the file names itself
At the back of the SKILL.md is a source list of five titles. That is deliberate: you can read them yourself and decide whether you agree. We go through them here, with what each source adds to the framework.
Snowden and Boone, 2007, Harvard Business Review. A Leader's Framework for Decision Making is the article that made cynefin known outside the knowledge management world. It contains the idea that leaders have to adapt their style to the domain rather than the other way round, and it also contains the description of the boundary between Clear and Chaotic as a cliff, which section 03 above is about.
Snowden, 2002, Journal of Knowledge Management. Complex Acts of Knowing is about paradox and self-awareness in description. This is the theoretical grounding under the claim that you cannot know a complex system by breaking it into parts, because its behaviour arises from the interaction between the parts.
Kurtz and Snowden, 2003, IBM Systems Journal. The new dynamics of strategy is the article that sharpens the domains and makes the idea of sense making versus categorisation explicit. If you read only one academic source, read this one.
Cognitive Edge and The Cynefin Co. The two organisations Snowden set up, named in the file as the place where the material is maintained. The framework is not finished, after all: the naming of the first domain has itself changed, from Simple to Obvious to Clear, and you come across all three names in the literature.
If you want to broaden this thinking, three logical neighbours are close by. The First Principles Thinker tackles the assumptions under your issue before you classify it. The Pre-Mortem Analyst NL lets you look ahead to the plan you just chose failing, which is especially useful in the Complicated domain, where the right answer exists but is not found on its own. And the Red Team Analyst sets targeted pushback against it, which fits exactly the risk the file attaches to Complicated: expert lock in.
Installing in Claude Code, Claude.ai or Codex
The zip contains one folder, ai-cynefin-beslisser, with the SKILL.md inside it. Installing it is a matter of putting that file in the right place, and that place differs per environment. SKILL.md has been an open standard since December 2025, so the same skill also works in Codex, Cursor and Gemini CLI. So you are not downloading a Claude file but a working instruction that any modern AI assistant can read.
- Unzip it into
~/.claude/skills/(or.claude/skills/in your project). - Claude then picks the skill up by itself as soon as you start talking about an approach, a problem type or a crisis.
- Calling it directly works too, with
/ai-cynefin-beslisser.
- Go to Customize and then Skills.
- Upload the zip there as a skill.
- Or paste the contents of SKILL.md into the project instructions of a Project.
- Open
AGENTS.mdin your repo. - Paste the contents of SKILL.md into it, or place SKILL.md next to it as a separate file and refer to it from
AGENTS.md. - Codex reads that at the start of every session.
After that, using it is simple: describe your problem in plain language and ask how you should approach it. The more concrete your situation, the sharper the classification. New to this kind of file? Read what Claude skills are NL first, and then how to install Claude skills NL. Want to write one yourself, for instance for the decisions that keep coming back in your line of work? Writing a SKILL.md NL explains how to go about it.
When to use it and when not to
It works best shortly before a decision about the approach, and not earlier. You have an issue, opinions are on the table, and the discussion is about which method to apply to it. Then asking about the problem type is the shortest way out of the deadlock, because the disagreement often does not sit in the solution but in the picture people have of the problem. Transformation projects, product launches, innovation questions and crisis situations are named in the file. Personal decisions work too, as long as you state the question concretely.
There are also situations where you are better off leaving it alone. The first is when you are looking for a worked out solution: you will not get one. Cynefin delivers a problem type and a working method, and that is deliberate. Anyone expecting a plan ends up disappointed and never uses the framework again, when it simply does something different from what they expected.
The second is genuine routine. If you are sure a working procedure exists, the classification has already been made and the skill mostly delivers a confirmation. That costs time without adding anything. The third is a live crisis where action is genuinely needed right now. In that case it correctly points you to act sense respond, but it does not replace a crisis playbook or a person with a mandate. The file itself is clear about that: in Chaotic, someone with authority decides, now.
Another honest limit worth naming. The classification you get is a language model's judgement of your description, not a measurement. Describe your issue in the language of a project plan, and there is a good chance it gets read as Complicated. Describe the same issue in the language of people who cannot agree, and Complex comes out.
That is not a bug in this skill but a property of the framework: cynefin works on the basis of how you describe something. That is why the file demands those two sentences of diagnosis, so you can see what the classification rests on and can push back on it. Anyone who wants to be sharper on that point can have the classification made twice from two different descriptions, or have it challenged by the Inversion Thinker.
Run it yourself or have it run
reg. C.005This skill is the free do-it-yourself version of work we also deliver as a service. It is complete, and entirely without catches, but be clear about what a skill is: it teaches your AI how to do something, while every new session starts empty. It is not the engine, and it is not the memory either. You prompt, you supply the context again every time, you check the result. Want that differently, and there are two next steps: hand the engine over, or sort out the memory.
where you are now The skill: you are the engine You run the AI Cynefin Decider yourself, in Claude, Codex or Cursor. Costs nothing, works today, and stays entirely in your own hands: no trial period, no locked parts. The limit is your own time: it only happens when you prompt, and the skill knows nothing about the decision you made last month.
have it prepared The AI employee: it is ready without you prompting Want work like this ready every day without you sitting down behind Claude for it yourself? That is the AI employee: a digital colleague that prepares and delivers, with human final approval. Output stays a draft until a person approves it. We deliver this through Mansotti, the company TheSEO trades as, which builds the Quote employee, the Sales employee and the Reporting employee. For decision questions like this one there is no ready made employee in that row: this becomes a bespoke role, and we only set that up once the process is repeatable and checkable.
everything from one source Jarvis: all your AI tools work from the same company knowledge The skill teaches the AI, the brain is where the memory lives. If you want all your AI tools working from the same company knowledge, that is Jarvis, the organisation brain. It connects ChatGPT, Claude, Codex and your people to the same projects, core knowledge and decisions, so your next AI session does not start over. With this skill in particular that matters: a domain classification you made last month and agreed with is context for the next one. What that delivers in practice is at Jarvis itself.
What Jarvis actually delivers
reg. C.006Rung 3 deserves more than a paragraph, because this is the difference between a clever chat and a system you can build on. Jarvis is the organisation brain: it remembers what your AI tools need to know, splits up the work and keeps a record of what happened. With a decision skill you notice that fastest, because a decision from last month is this month's context. Below is what a session gets back.
We have been running on this system ourselves for months, with the same classification. Every agent session, every task and every decision is logged in it and can be read back. A new session therefore does not start blank: it first fetches the recorded decisions, the running projects and the latest changes, and carries on where the previous one stopped. So this is not a promise we are describing but the way we work every day.
See all four plans at jarvis/prijzen NL. Through the waiting list NL you only pass on your preferred plan, without obligation. That does not yet create an account, an order or a payment obligation. For business bespoke work we talk first.
The skills around it
reg. C.007Cynefin determines the kind of problem. What you do after that calls for different tools, and that differs per domain. These skills from the same library each take a different piece of the chain.
For the classification
steps 1 and 2Step 2 calls for splitting up when an issue has parts in several domains. These two do that work.
MECE Problem Structure CoachSplits a problem apart with no overlap and no gaps, exactly what step 2 needs in Confusion.SKILL First Principles ThinkerStrips away the assumptions under your problem before you classify it, so you place the real problem.SKILLFor the Complicated domain
analysis and challengeHere a right answer exists and expert lock in is the risk. Pushback is then the most valuable thing you can organise.
Red Team AnalystSets targeted pushback against your analysis, against exactly the risk the file attaches to Complicated.SKILL 5 Whys AnalystDigs down to the cause, which only makes sense where a chain of cause and effect exists.SKILLFor the Complex domain
experimenting and reframingNo best practices, but ways to find your own blind spot before the experiment goes off the rails.
Pre-Mortem AnalystLets you look ahead to your approach failing, while you can still do something about it.SKILL NL Inversion ThinkerTurns the question around: how do you guarantee this goes wrong. A good counterpart when you doubt a classification.SKILLLooking further
the contextWhere this skill comes from and what else there is.
Bayesian Thinking CoachOnce you have the classification and new evidence comes in: how far do you adjust your assumption.SKILL SWOT AnalysisThe content model underneath the layer that cynefin decides, useful as soon as the domain is fixed.SKILL The whole skill library100 free skills in one place, sorted by topic.HUB NL AI and automationThe service behind it: from single skills to automation that runs in your business.SRV AI trainingIf your team wants to learn how to set this kind of work up themselves.SRV NL Knowledge baseArticles on SEO, AI and online visibility, searchable.DOCFrequently asked questions
What is the Cynefin framework in short?
Cynefin is a sense making framework Dave Snowden developed in 1999 at IBM Global Services. The word is Welsh for habitat and is pronounced kuh-NEV-in. It splits issues into five domains: Clear, Complicated, Complex, Chaotic and Confusion. Each domain calls for a different way of deciding, because the relationship between cause and effect differs per domain. So the framework does not choose your solution, it first works out what type of problem you actually have.
What does the AI Cynefin Decider skill cost?
Nothing. The skill is free, the frontmatter of the file states the MIT licence, and you do not have to create an account or leave an email address. You download a 4.0 KB zip containing the folder ai-cynefin-beslisser and a single file, SKILL.md of 1,223 words. That is the complete skill. There is no paid version.
Does this skill also work in Codex, Cursor or Gemini CLI?
Yes. SKILL.md has been an open standard since December 2025, so the same file also works in Codex, Cursor, Gemini CLI and other tools that follow the standard. In Codex you unzip it into .agents/skills/ in your project, or into ~/.agents/skills/ for all your projects; Codex has supported SKILL.md directly since the open standard of December 2025. Pasting the contents of SKILL.md into your AGENTS.md still works too. The instructions are simply readable text, so any assistant that accepts instruction files can handle it.
What is the difference between Complicated and Complex?
In Complicated a right answer exists, but you need analysis or expertise to find it. Repairing an engine or drawing up a legal contract falls under that. In Complex that right answer does not exist beforehand: cause and effect are only visible afterwards. Culture change, a product launch and education are the examples the skill file names. The difference determines your approach: in Complicated you analyse first, in Complex you run a small reversible experiment first.
How many steps does the skill run through?
Five. Clarify the problem with at most three clarifying questions, determine the domain using diagnostic questions, give the domain specific approach with decision method and decider, deliver three to five concrete steps, and warn where the problem can tip over into another domain. Those five steps appear as separate headings in the SKILL.md and the output follows them one for one.
What does the skill refuse?
The file has a list of five things the skill never does. No one size fits all advice, because the whole point is that the approach has to fit the domain. No best practices in the Complex domain, because there they are theoretically impossible and practically harmful. No analysis paralysis in Chaotic, there you act first. No probe sense respond in Clear, that is wasteful. And no domain classification without explaining why.
Who is this skill not meant for?
For anyone looking for a ready made solution. Cynefin delivers a problem type and a fitting working method, not a worked out plan. It is also not useful for routine jobs you are sure a procedure exists for, because then the classification has already been made. And it does not replace a crisis playbook: in the Chaotic domain the file itself says someone with authority has to act now, and that is a person.
The problem type first, the plan second
If you take one thing away from this page, let it be the question you ask from now on before the discussion about the approach breaks out: do we actually know what kind of problem this is. In a surprising number of meetings it turns out the participants are talking about different problems, and then any discussion about method is pointless. This skill makes that question explicit, and it does so for free.
If this kind of thinking works for you, take a look at what else is ready in the library of 100 free skills NL we make available with no account needed. And if you want to talk further about what else AI can do for your business, from single skills to full automation, we simply do that in a conversation. Want to know first where you stand online: the free SEO scan shows that in a few seconds. In the guide eight decision models compared NL you can see how this model relates to the others.