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Ambiguity about "Agile"

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Robert Snyder Founder & President| Innovation Elegance, LLC Chicago, Il, United States

Over the past 25 or years, "Agile" has meant different things to different people, companies, associations, etc. This high variability dilutes the clarity and the value for whatever "agile" is trying to be and trying to avoid. Does anyone agree that there are numerous interpretations of agile? Does anyone agree that this variability renders the term "agile" to slowly be less meaningful? The list of what agile might mean feels long! Care to add to it? 😊

Frequency

Speed

Scope size

Predictability/Adaptability

Continuous

Pivoting

Working software, but no, now MORE than working software.

Do agile versus BE Agile

"Agile" is a mindset ... a "vibe"

Absent from most agile conversations includes: upfront cost, marginal cost, VUCA, and trustworthiness.

Broadly speaking, Agile (nor any software methodology) does not solve trustworthiness problems.

"Agile" tolerates untrustworthiness (problems related to competence, honesty, dependability, benevolence).

What am I missing? What else has tried to fit under the crowded umbrella of "agile?"

I know that "agile" solved the problem from the mid and late 1990s about frequency of go-live events. Webpages needed the structure to update webpages frequently.

Are there 2026 problems that remain unsolved?

Is agility the solution to these problems?

To what degree is ambiguity about "agile" relevant?

Is "agile" an invincible / bulletproof term?

Does "agile" simply mean that 1) I'm not rigid, and 2) "Get off my back?"

If few organizations are purely "agile" (so many of us are simply "hybrid"), what constitutes discipline, trustworthiness, and cost effectiveness? "Hybrid seems to simply avoid the most rigorous aspects of what it inherits from its components / predecessors.

The "ambiguity" of agile is clearly bothering me. 😊

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Thomas Walenta Global Project Economy Expert Hackenheim, Germany
Hi Robert,

Good for you that you have experienced the artist side of life, I am not as lucky.

From reading about Jazz jam sessions, from attending one of Aga Gasperini's Leader Tango demonstrations, from looking at Mona Lisa's smile, from watching the teams in the World Cup, I think I see a lot of ambiguity and agility in art, even or especially when collaborating. Isn't feeling the flow the best way to be creative when there is no focus on discipline and clarity?
...
1 reply by Robert Snyder
Jul 20, 2026 10:24 AM
Robert Snyder
...
Thank you, Thomas.
I *do* feel fortunate to have been able to participate in the performing arts so much. Improv, partner dance, theater, and music have all been fun and useful metaphors for collaboration and teamwork in business. The benefits of growing up in a small town with little else to do. 😊

Regarding your question about flow, ā€œAbsolutely.ā€
Teams have many moving parts. Flow doesn't magically happen. Flow has predecessors.

Thoughtful predecessors.

The predecessors of flow require discipline in the ensemble’s mechanics.
Modularity, boundaries, shape, sequence, interdependencies, synchronization, interchangeability, duration, latency, rhythm, practice, expertise, expectations, and scale. This feels like a healthy list of predecessors for flow.

Think of the synchronization needed to execute a World Cup! 😊
Hosting a World Cup requires incredibly low ambiguity.
Precision and explicitness is not rigidity, however.
In good documentation, the ink is always wet, ready for the next project to rewrite, improve, etc.

It’s valuable to distinguish mechanics from style.
Mechanics: technique, discipline, standardization, structure, frame, transferable skills, humility, questions, what is ā€œsystematic.ā€
Style: expression, empathy, customization, flexibility, freedom, creativity, non-transferable skills, self-esteem, answers, what is ā€œsampling.ā€

A dancer who hasn’t mastered mechanics must always look at their feet. They cannot give attention to style, their dance partner, creativity, or fun surprises.
A musician with no muscle memory is trapped within mechanics … a singer struggling with notes … cellists and pianists looking at their fingers. They cannot give attention to expression.

Pablo Picasso has a great quote, ā€œLearn the rules like a pro so you can break them like an artist.ā€
One related phrase I like is ā€œfreedom within the frame.ā€

The best ensembles possess impressive mechanics and impressive style. They have high discipline and high empathy.
The worst ensembles are all ā€œstyle.ā€ They shrug at mechanics, discipline, and empathy.

We could look at project teams as Q&A Factories.
From project to project, team to team, the answers have little in common.
But questions (prompts) that teams must ask themselves have a lot in common.
That is standardization, expertise, and clarity.
These have high upfront cost – the predecessor to flow and creativity. They’re attractive because they bring a company low marginal cost.

I like creativity in a team’s style and empathy.
I do not like creativity in a team’s mechanics and discipline.
ā€œCreativityā€ in a team’s mechanics is prone to noise, sprawl, waste, micro-managing, reinventing the wheel, and incompetence.

ā€œUnanswered questionsā€ in a project are not synonymous with ā€œambiguity.ā€
Ambiguity in a project is lacking the right questions.
Great leaders have great questions. They rarely have the best answers themselves.
Lacking good questions is synonymous with a leadership void.

When teams are ā€œon-script,ā€ they imitate a symphony or a theater production.
When teams are ā€œoff-script,ā€ they imitate improvisation.
Improvisation is not chaos. It is ā€œYes Andā€ (resembling traceability).
Improvisation is ā€œBring a Brick, Not a Cathedral.ā€
Improvisation has discipline and rules when a team is ā€œoff-script.ā€
Jazz musicians are not in chaos. They have ā€œfreedom with the frame.ā€
Jazz musicians still have structure. Look at an improvising trumpet or trombone player and look how hard they are concentrating. Jazz musicians are not oblivious to the other musicians. They are still acutely aware of what’s going on around them. This is high discipline and high empathy.
I played in my high school’s jazz band for four years. I was not a good improviser. I had to ā€œpre-planā€ my ā€œimprovisedā€ solos.
I’ve performed in two different a cappella groups. Some of the singers ā€œscatā€ very well and enjoyed it. Neither of those are true for me. 😊
Improvisation is ā€œI got your back.ā€ It rejects a culture of ā€œWatch your back.ā€

Ambiguity tolerates communication traffic jams, which is poor flow.
Many teams today are in meeting gridlock and communication traffic jams.
This is one problem I’m trying to solve.
We can convert communication traffic jams into communication symphonies.
avatar
Aaron Porter
Community Champion
IT Director| Blade HQ Payson, UT, United States
Robert, you may be asking too much of agile. I completely agree that "...there are numerous interpretations of agile." Consider that the PMBOK Guide is one approach to define project management. It's not the only way to manage projects. The agile manifest is one attempt to define agile. Approaches like Scrum are an attempt to implement an interpretation of the agile manifesto within a methodology or framework wrapper.

Once we move from BOKs and guides into application within the business, everything fragments. Businesses are more interested in results than they are in what is on page 43, section 2, subparagraph 5 of the latest guide. As a result, traditional and agile approaches are rarely identical across companies. Part of what makes agile ambiguous is that the work is ambiguous. Project management, agile or otherwise, is the attempt to move from uncertainty toward certainty. Toward. Certainty is not always achieved, and sometimes I think it's an illusion. It's kind of like a Rubik's Cube - you can solve one side only to find everything else has changed.
...
1 reply by Robert Snyder
Jul 20, 2026 2:49 PM
Robert Snyder
...
Thanks Aaron. I appreciate that perspective. You are right that I might have to lower my expectations of "agile" even though there are numerous occasions of practitioners trying to shove MORE under the umbrella of all things agile, arguably RAISING the expectations of agile.

My plain, reptilian caution about agile is the ambiguity of the term and its counterproductivity.

If we equate agile with ambiguity, it follows that companies should hire me because I'm an expert "in shaping a culture of ambiguity." That feels off to me. It's up there with the quote from the manifesto to "maximize the amount of work not done" touting about "speed" of agile in the same conversation.

I agree it's prudent to lower expectations of all things "agile."

Also, agreed that ...

Businesses are interested in results and outcomes; i.e., what is "behind the glass"
Businesses are less interested in decisions and culture; i.e., what is "in front of the glass."

Businesses want the thermometer and the speedometer.
Businesses shrug at the thermostat and the gas pedal.

Businesses want lagging indicators and shrug at leading indicators.

When we have an affinity for uncertainty ...

Fog is in favor.
Clarity is out of favor.

Standardization falls out of favor.
Reinventing the wheel is in favor.

Scale and scaling expectations are out of favor.

Expectations disappear.

And that is where the industry is headed.
VUCA is in favor.
Expectations are out of favor.
For many professions, ambiguity is the point.
Except in certification exams. 😊 Hee hee.
avatar
Robert Snyder Founder & President| Innovation Elegance, LLC Chicago, Il, United States
Jul 20, 2026 8:17 AM
Replying to Thomas Walenta
...
Hi Robert,

Good for you that you have experienced the artist side of life, I am not as lucky.

From reading about Jazz jam sessions, from attending one of Aga Gasperini's Leader Tango demonstrations, from looking at Mona Lisa's smile, from watching the teams in the World Cup, I think I see a lot of ambiguity and agility in art, even or especially when collaborating. Isn't feeling the flow the best way to be creative when there is no focus on discipline and clarity?
Thank you, Thomas.
I *do* feel fortunate to have been able to participate in the performing arts so much. Improv, partner dance, theater, and music have all been fun and useful metaphors for collaboration and teamwork in business. The benefits of growing up in a small town with little else to do. 😊

Regarding your question about flow, ā€œAbsolutely.ā€
Teams have many moving parts. Flow doesn't magically happen. Flow has predecessors.

Thoughtful predecessors.

The predecessors of flow require discipline in the ensemble’s mechanics.
Modularity, boundaries, shape, sequence, interdependencies, synchronization, interchangeability, duration, latency, rhythm, practice, expertise, expectations, and scale. This feels like a healthy list of predecessors for flow.

Think of the synchronization needed to execute a World Cup! 😊
Hosting a World Cup requires incredibly low ambiguity.
Precision and explicitness is not rigidity, however.
In good documentation, the ink is always wet, ready for the next project to rewrite, improve, etc.

It’s valuable to distinguish mechanics from style.
Mechanics: technique, discipline, standardization, structure, frame, transferable skills, humility, questions, what is ā€œsystematic.ā€
Style: expression, empathy, customization, flexibility, freedom, creativity, non-transferable skills, self-esteem, answers, what is ā€œsampling.ā€

A dancer who hasn’t mastered mechanics must always look at their feet. They cannot give attention to style, their dance partner, creativity, or fun surprises.
A musician with no muscle memory is trapped within mechanics … a singer struggling with notes … cellists and pianists looking at their fingers. They cannot give attention to expression.

Pablo Picasso has a great quote, ā€œLearn the rules like a pro so you can break them like an artist.ā€
One related phrase I like is ā€œfreedom within the frame.ā€

The best ensembles possess impressive mechanics and impressive style. They have high discipline and high empathy.
The worst ensembles are all ā€œstyle.ā€ They shrug at mechanics, discipline, and empathy.

We could look at project teams as Q&A Factories.
From project to project, team to team, the answers have little in common.
But questions (prompts) that teams must ask themselves have a lot in common.
That is standardization, expertise, and clarity.
These have high upfront cost – the predecessor to flow and creativity. They’re attractive because they bring a company low marginal cost.

I like creativity in a team’s style and empathy.
I do not like creativity in a team’s mechanics and discipline.
ā€œCreativityā€ in a team’s mechanics is prone to noise, sprawl, waste, micro-managing, reinventing the wheel, and incompetence.

ā€œUnanswered questionsā€ in a project are not synonymous with ā€œambiguity.ā€
Ambiguity in a project is lacking the right questions.
Great leaders have great questions. They rarely have the best answers themselves.
Lacking good questions is synonymous with a leadership void.

When teams are ā€œon-script,ā€ they imitate a symphony or a theater production.
When teams are ā€œoff-script,ā€ they imitate improvisation.
Improvisation is not chaos. It is ā€œYes Andā€ (resembling traceability).
Improvisation is ā€œBring a Brick, Not a Cathedral.ā€
Improvisation has discipline and rules when a team is ā€œoff-script.ā€
Jazz musicians are not in chaos. They have ā€œfreedom with the frame.ā€
Jazz musicians still have structure. Look at an improvising trumpet or trombone player and look how hard they are concentrating. Jazz musicians are not oblivious to the other musicians. They are still acutely aware of what’s going on around them. This is high discipline and high empathy.
I played in my high school’s jazz band for four years. I was not a good improviser. I had to ā€œpre-planā€ my ā€œimprovisedā€ solos.
I’ve performed in two different a cappella groups. Some of the singers ā€œscatā€ very well and enjoyed it. Neither of those are true for me. 😊
Improvisation is ā€œI got your back.ā€ It rejects a culture of ā€œWatch your back.ā€

Ambiguity tolerates communication traffic jams, which is poor flow.
Many teams today are in meeting gridlock and communication traffic jams.
This is one problem I’m trying to solve.
We can convert communication traffic jams into communication symphonies.
avatar
Robert Snyder Founder & President| Innovation Elegance, LLC Chicago, Il, United States
Jul 20, 2026 10:03 AM
Replying to Aaron Porter
...
Robert, you may be asking too much of agile. I completely agree that "...there are numerous interpretations of agile." Consider that the PMBOK Guide is one approach to define project management. It's not the only way to manage projects. The agile manifest is one attempt to define agile. Approaches like Scrum are an attempt to implement an interpretation of the agile manifesto within a methodology or framework wrapper.

Once we move from BOKs and guides into application within the business, everything fragments. Businesses are more interested in results than they are in what is on page 43, section 2, subparagraph 5 of the latest guide. As a result, traditional and agile approaches are rarely identical across companies. Part of what makes agile ambiguous is that the work is ambiguous. Project management, agile or otherwise, is the attempt to move from uncertainty toward certainty. Toward. Certainty is not always achieved, and sometimes I think it's an illusion. It's kind of like a Rubik's Cube - you can solve one side only to find everything else has changed.
Thanks Aaron. I appreciate that perspective. You are right that I might have to lower my expectations of "agile" even though there are numerous occasions of practitioners trying to shove MORE under the umbrella of all things agile, arguably RAISING the expectations of agile.

My plain, reptilian caution about agile is the ambiguity of the term and its counterproductivity.

If we equate agile with ambiguity, it follows that companies should hire me because I'm an expert "in shaping a culture of ambiguity." That feels off to me. It's up there with the quote from the manifesto to "maximize the amount of work not done" touting about "speed" of agile in the same conversation.

I agree it's prudent to lower expectations of all things "agile."

Also, agreed that ...

Businesses are interested in results and outcomes; i.e., what is "behind the glass"
Businesses are less interested in decisions and culture; i.e., what is "in front of the glass."

Businesses want the thermometer and the speedometer.
Businesses shrug at the thermostat and the gas pedal.

Businesses want lagging indicators and shrug at leading indicators.

When we have an affinity for uncertainty ...

Fog is in favor.
Clarity is out of favor.

Standardization falls out of favor.
Reinventing the wheel is in favor.

Scale and scaling expectations are out of favor.

Expectations disappear.

And that is where the industry is headed.
VUCA is in favor.
Expectations are out of favor.
For many professions, ambiguity is the point.
Except in certification exams. 😊 Hee hee.
...
1 reply by Aaron Porter
Jul 20, 2026 5:32 PM
Aaron Porter
...
That's not quite where I was going (I appreciate the laugh - I needed it), but I admit it does sometimes feel ridiculous to be expected to commit to a delivery date before the requirements have even been discussed, for example. That's the kind of ambiguity I was referring to.

I don't think agile should promote ambiguity. Some uncertainty is inherent in complex work; no need to add to it. The goal, in my view, is to expose and then reduce that uncertainty over time, not pretend it doesn't exist or accept it indefinitely.
avatar
Aaron Porter
Community Champion
IT Director| Blade HQ Payson, UT, United States
Jul 20, 2026 2:49 PM
Replying to Robert Snyder
...
Thanks Aaron. I appreciate that perspective. You are right that I might have to lower my expectations of "agile" even though there are numerous occasions of practitioners trying to shove MORE under the umbrella of all things agile, arguably RAISING the expectations of agile.

My plain, reptilian caution about agile is the ambiguity of the term and its counterproductivity.

If we equate agile with ambiguity, it follows that companies should hire me because I'm an expert "in shaping a culture of ambiguity." That feels off to me. It's up there with the quote from the manifesto to "maximize the amount of work not done" touting about "speed" of agile in the same conversation.

I agree it's prudent to lower expectations of all things "agile."

Also, agreed that ...

Businesses are interested in results and outcomes; i.e., what is "behind the glass"
Businesses are less interested in decisions and culture; i.e., what is "in front of the glass."

Businesses want the thermometer and the speedometer.
Businesses shrug at the thermostat and the gas pedal.

Businesses want lagging indicators and shrug at leading indicators.

When we have an affinity for uncertainty ...

Fog is in favor.
Clarity is out of favor.

Standardization falls out of favor.
Reinventing the wheel is in favor.

Scale and scaling expectations are out of favor.

Expectations disappear.

And that is where the industry is headed.
VUCA is in favor.
Expectations are out of favor.
For many professions, ambiguity is the point.
Except in certification exams. 😊 Hee hee.
That's not quite where I was going (I appreciate the laugh - I needed it), but I admit it does sometimes feel ridiculous to be expected to commit to a delivery date before the requirements have even been discussed, for example. That's the kind of ambiguity I was referring to.

I don't think agile should promote ambiguity. Some uncertainty is inherent in complex work; no need to add to it. The goal, in my view, is to expose and then reduce that uncertainty over time, not pretend it doesn't exist or accept it indefinitely.
avatar
Robert Snyder Founder & President| Innovation Elegance, LLC Chicago, Il, United States

I am truly delighted my post brought a laugh. I aim at humor more often than the average practitioners. 😊

Here's another lens on agile and ambiguity ... not aiming to be correct ... yes aiming for some humor, but how would you rewrite one or more of these different perspectives? Would you draft a Lens C and/or D?

Lens A: Pro-VUCAĀ Ā 

Known knowns are called Operations

Unknown knowns are called Unwritten Assumptions

Known unknowns are not a thing in Agile (no expectations or standardization).

Unknown unknowns is Agile (due to ambiguity).

Ā Ā Ā 

Lens B: Anti-VUCA

Known knowns are called Operations

Unknown knowns are called Unwritten Assumptions

Known unknowns is called a project (because standards exist)

Unknown unknowns is called Lessons Learned + a feedback loop

Ā Ā 

Questions about Learning & Expertise

I know where learning originates in Lens B, but I don’t know where learning originates in Lens A.

I know where expertise exists in Lens B, but I don’t know where expertise is in Lens A.

That said, pro-VUCA might like expertise and learning to be absent.

Ā Ā 

Questions about workplace VUCA

Can I conclude that, since VUCA is high in 2026, Agile retrospectives have increased workplace VUCA over the past 10 years?

Can I conclude that over the next 10 years, the combination of agile and AI will also increase levels of workplace VUCA? (e.g. "slop")

Or alternatively, do agile and AI have no impact on workplace VUCA?

avatar
Aaron Porter
Community Champion
IT Director| Blade HQ Payson, UT, United States
Lens C: Acknowledging the existence and impact of VUCA (not pro- or anti-VUCA, and not complaining when there is less)

- Known knowns = Operations
- Known unknowns = Planning
- Unknown knowns = Discovery
- Unknown unknowns = Learning

On the subject of ambiguity, what is an agile organization? Is it:

  1. an organization that uses agile delivery practices,
  2. an organization built around agile principles, or
  3. an adaptive organization?
Are you looking at Agile as an organizational capability or as a delivery mechanism? I think each may lead to different conversations. As a delivery mechanism, I think agile can reduce the organizational impact of VUCA. I think many companies aspire to being an adaptive organization, but they settle for trying to be a fast organization. In this sense, the pursuit of agile could be said to increase VUCA, but I think agile is a symptom, not the driver.

AI, on the other hand, can already be seen to be increasing VUCA, especially when it comes to questions like "How will my job change?" and "Will I have a job?" You could look at agile as an attempt to respond to VUCA, while AI increases it in some ways, but I think that will settle down over time.

One last thought - I do like the comparison between agile and AI. I think that people and organizations, today, are trying to make AI what they tried to make agile twenty years ago - the answer to every organizational problem. AI will likely be more widespread.

I'm curious what the next big thing will be, and if it happens even faster - not that transformations will happen faster, but the call for transformations (and associated hype) will happen faster. I'm not suggesting a transformation version of Moore's law, but I do think we may see companies being asked to begin new transformations faster than they can institutionalize prior transformations. In ten years, we may be looking back with fondness on AI and agile.
avatar
Robert Snyder Founder & President| Innovation Elegance, LLC Chicago, Il, United States
ā€œDiscoveryā€ feels ambiguous to me.

Ā·Does it contain both Current State and Future State?
Ā·Are Current State and Future State both ā€œunknown knowns?ā€ Feels off to me.

ā€œAdaptiveā€ also feels ambiguous to me. No one flies flags saying "rigid" or ā€œstubborn.ā€

Ā·Adaptive might mean low discipline.
Ā·ā€œAdaptiveā€ feels like following, not leading
Ā·ā€œAdaptiveā€ feels like a pushover or doormat
Ā·ā€œAdaptiveā€ says no standards and low expectations

To me, an agile organization …

1.shuns clarity, structure, standardization, and scalable communication
2.has tolerance and an affinity for workplace VUCA

Retrospectives have no influence on the workplace culture’s VUCA
Retrospectives are effectively dead-ends since agile culture is not only ambiguous, it is recursively ambiguous.

Whatever standards Agile had during the 1995-2005 window, I believe they no longer exist.
From what I see, few software-relevant teams are purely waterfall or purely agile. Departments bounce around. Vendors decide project approaches, but the safe label for everyone is to ā€œbe hybridā€ so they are excused from 1) the discipline of steady sprints and 2) the rigor of formal documentation.

A lot of informal, depreciating, disposable documentation out there … ā€œpre-AI slop.ā€ You know … meeting minutes. 😊AI-generating meeting transcriptions. Imagine those skills filling up everyone’s LinkedIn profile, ā€œI’m an expert in RAID logs, meeting minutes, and the record button!ā€

Every team seems to be hybrid. Low discipline. Low empathy. High VUCA. Meeting gridlock. Communication traffic jams. Claiming to be fast with a straight face ... acknowledging their workplace culture is priority whiplash, whack-a-mole, herding cats, and traffic jams.

Activity and productivity are indistinguishable.
Frantic, fast, and chaos are synonymous.
I agree on the similarities between agile and AI. They both block(ed) out the sun. Agile continues to mean new things every few years. Even new titles …

Ā·Disciplined Agile (suggesting previous version was less than disciplined)
Ā·Scaled Agile (suggesting previous versions were not very scalable)
Ā·Business Agility (suggesting previous versions were tech-oriented not business-oriented)

The word ā€œagileā€ is wildly, egregiously more successful than its practitioners or workplace cultures.

<Sigh> … well, thank goodness we have software methodologies because when projects get into trouble, it’s always a developer who tells the sponsor, ā€œHey, umm … that code I’m working on? Really difficult! So sorry!ā€

The next big thing …

Ā·Do you think it will be tied to a specific business or societal problem?
Ā·Do you think AI is tied to a specific business or societal problem?
Ā·Who will shove the next big thing under the umbrella of ā€œagile?ā€
·Would that be expecting MORE or LESS of agile? 😊

"Agile" ... a deliciously bulletproof, invincible term to mean what an agile practitioner wants it to mean.

Agile and VUCA are not really distinguishable.
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