"
diff --git a/_drafts/ai-government-guide-data-literate-leaders.markdown b/_drafts/ai-government-guide-data-literate-leaders.markdown
new file mode 100644
index 0000000000..d3ac0da158
--- /dev/null
+++ b/_drafts/ai-government-guide-data-literate-leaders.markdown
@@ -0,0 +1,84 @@
+---
+title: 'Getting ready for AI in government: a guide for data-literate leaders'
+date: 2023-10-20 14:29:00 Z
+categories:
+- Artificial Intelligence
+tags:
+- digital government
+- government
+- ''
+- Government
+- Machine Learning
+- ChatGPT
+- data literacy
+summary: While the latest AI technologies may be new, your best next steps in harnessing
+ them are tried and tested, and you already have many of the skills you need. I set
+ out in this blog your best next steps to get ready for AI in Government.
+author: jmcevoy
+---
+
+There’s a lot of hype around the benefits and use cases of AI, especially since OpenAI’s ChatGPT was released at the end of last year. This hype is one of the things that makes it quite hard to predict the long-term versus short-term potential of AI to change key aspects of how the public sector operates.
+
+I’m deeply suspicious of the folk out there who are making absolute declarations about when these changes will take place, but one thing is true: with the proliferation of AI tools that give human-like responses, you no longer need to be an expert in AI to see what AI is capable of doing.
+
+In my view, some of the future-gazing is at least in part a distraction, and we should instead look at the AI work happening right now to understand how to be ready and how to manage the risks. AI is already being used in both central and local government. If you’re under pressure to be ahead of the curve but worried about the immaturity of the technology and unsure where to start, I’d suggest your first step is the same as it always was – start with a clear understanding of what your organisation aims to achieve and the challenges that need to be overcome.
+
+As I’ll go on to explain, while the technologies may be new, your best next steps in harnessing them are tried and tested, and you already have many of the skills you need – but first, here are some examples of real uses in government that help to illustrate the points I’ll go on to make.
+
+## AI use in Government
+
+The UK Government has already begun to make careful use of these technologies over the last few years. When I worked at Government Digital Service (GDS) there was a [great example](https://www.gov.uk/government/case-studies/how-gds-used-machine-learning-to-make-govuk-more-accessible) on [GOV.UK](https://www.gov.uk/) which supported one of the core goals at the time – making content more accessible to users. At the time there were thousands of untagged pages of content that we estimated would take years for civil servants across government to review and tag. The project team built a supervised machine learning model that could recognise patterns in the pages, read the content, and suggest suitable tags. The final model was able to tag 96% of the content in about six months, making huge amounts of content more accessible to citizens.
+
+A machine learning example from local government is that of [Swindon Council](https://digileaders.substack.com/p/how-one-council-used-machine-learning) which, with a tiny team of three people and seed funding of just £100K, successfully introduced AI to a number of internal business challenges – one notable example being the use of machine learning to cut their document translation costs by 99.6% and reduce the turnaround time from weeks to minutes.
+
+Since 2015, the US Citizenship and Immigration Services (USCIS) has been using [Emma](https://www.uscis.gov/tools/meet-emma-our-virtual-assistant), their virtual assistant, to reduce the burden on call centres which receive a large number of calls for general information on the immigration process. In 2020, Emma responded successfully to [35 million enquiries from more than 11 million users](https://www.acus.gov/sites/default/files/documents/Automated%20Legal%20Guidance%20%285.26.22%29%20-%20final-1_0.pdf). By 2021, Emma’s success rate was 93% in English and 90% in Spanish. As another example of supervised machine learning, Emma trains with adjudicators and case managers, as well as through interactions with the public.
+
+Since 2014, Singapore has had a similar concept called ‘[Ask Jamie](https://www.tech.gov.sg/products-and-services/ask-jamie/)’ which they have implemented across 70 government agency websites. It supports the Singapore government’s no-wrong-door approach by surfacing answers from across all of those websites, regardless of the site on which the user posed their question.
+
+I’ve spoken previously about the [galvanising effect the pandemic had on cross-government collaboration](https://blog.scottlogic.com/2023/01/24/why-rapid-collaboration-needs-careful-preparation.html), providing a single point of focus for the COVID response. AI can find patterns where humans can’t and can process increasing amounts of data, offering interesting opportunities in medicine, education and healthcare. A brilliant example of this is the [National COVID-19 Chest Imaging Database case study](https://transform.england.nhs.uk/key-tools-and-info/data-saves-lives/improving-care-through-research-and-innovation/national-covid-19-chest-imaging-database-case-study/) of work undertaken by teams from NHSX, the British Society of Thoracic Imaging (BSTI), and Royal Surrey County Hospital NHS Foundation Trust. This project used technology that BSTI had developed to collate imaging data from over 90 hospitals to help clinical researchers in medical imaging and artificial intelligence fields learn as much as possible about COVID-19 by analysing a comprehensive sampling of acute chest imaging.
+
+## Your best next steps
+
+All of these examples had their origin in a clear organisational challenge. Technology was just the means to an end. So, as we explore the best next steps you can take in harnessing AI’s potential, where should we start?
+
+### Start with organisational challenges
+
+Fund the problem, not the tech – and start small, focusing on value. As my excellent colleague, Pete Chamberlin [recently said](https://www.linkedin.com/feed/update/urn:li:activity:7112164418049687554/), one of the problems with innovation is that it distracts organisations from fixing the ‘plumbing’. All of the examples I mention above address a priority problem space of the government – important challenges that the organisations needed to address and, in many cases, which would have taken humans a long time and lots of effort to solve. New technologies made a big difference in these cases, but it’s vital that the technology is harnessed to the organisational need and not the other way around.
+
+Be wary of AI-centric project proposals and remember that most [AI projects aren’t predicted to deliver what is expected](https://www.gartner.com/en/documents/3894131). Projects shouldn’t be spun up just to make use of a new, hyped technology; new technologies should make your pre-existing organisational challenges easier to solve. Run a discovery to explore your riskiest assumptions: What are the users’ needs? Is there a more established technology that can solve your problem? Where is your data held, how much of it do you have and what condition is it in? Do you have a multidisciplinary team to do the work with specialist skills in place who can advise on the data and the business area?
+
+### Familiarise yourself with the technologies
+
+It’s important to gain a good understanding of the capabilities of different AI technologies so that you’re able to recognise real opportunities within your organisational challenges. This doesn’t require you to become expert in any of them. Focus on having enough understanding of the capabilities and risks inherent in different AI technologies to allow you to ask the right questions and make the right judgements in selecting and leading projects that use AI. At Scott Logic, we’ve been [busy blogging about AI](https://blog.scottlogic.com/category/ai.html) for a few years now – hopefully, you’ll find some useful material there to help build out your expertise.
+
+Within the public sector at least, it’s likely that most use cases at this stage will begin as trials and require some experimentation to test your hypotheses. This experimentation comes with a degree of failure and learning baked into it. The examples above show the benefits of having some success with using AI to solve issues, but experimenting in this way takes time and also comes with a cost and a high likelihood of at least some failure and/or rework.
+
+We need to encourage informed experimentation and give people the skills to do this well. Experimentation is not always encouraged in the public sector. The systems that underpin government aren’t designed to handle rapid learning as it can look very much like failure. However, [studies](https://www.mckinsey.com/capabilities/strategy-and-corporate-finance/our-insights/how-covid-19-has-pushed-companies-over-the-technology-tipping-point-and-transformed-business-forever) have shown that only organisations that encourage experimentation and innovation (through a balance of talent, technology, strategy and culture) achieve positive outcomes through digital transformation. A culture of curiosity (as my colleague Matt Phillips describes it [in his recent white paper](https://www.scottlogic.com/white-paper-value-generative-ai)) and experimentation is a big part of a data-literate culture.
+
+### Bring to bear your data literacy
+
+I wrote earlier this year about [how data literacy gives leaders the edge](https://blog.scottlogic.com/2023/01/12/how-data-literacy-gives-leaders-the-edge.html). Data-literate leaders know how to work with data, they know how to derive actionable insights from data, and they are data storytellers who are able to use data to shape and communicate a narrative about the overarching strategy of their organisation. Importantly, they are also able to see when the data doesn’t look right, and spot issues in the approaches their organisation is taking. These skills and qualities are technology-agnostic and just as relevant and important in the context of AI as they are in the face of any other new technology.
+
+As a data-literate leader, your understanding of the work involved in managing, interrogating and analysing data, as well as your skills in identifying and managing risks, are key to identifying opportunities for exploration. The examples I shared above of AI use in governments relied on people with precisely these skills. And as AI adoption beds in and grows in your organisation, your data literacy will be vital in helping to shape the governance surrounding its use, getting value from investment, and using data to tell the story to those around you.
+
+### Be adaptive
+
+One quality that will be critical in the next few years of transformation is adaptability, both personally and at a strategic level. Some of these technologies are being released and [adopted with unprecedented speed](https://en.wikipedia.org/wiki/ChatGPT#Reception). The underpinning governance, law and policy are following behind, and largely not yet in place, which leaves us with a lot of uncertainty. There are going to be some years of flux and change as the technologies continue to evolve, their societal impact becomes clearer, and the laws governing their use come into force both nationally and internationally.
+
+This doesn’t mean that you should do nothing. It’s another argument for informed experimentation, and retaining a ruthless focus on the problem space and the value delivered. Anchor these experiments in measurable data and take a pragmatic, incremental approach to applying the technologies to real, pre-existing challenges.
+
+### Foster data-literate cultures
+
+As pointed out recently by the [Ada Lovelace Institute](https://www.adalovelaceinstitute.org/policy-briefing/foundation-models-public-sector/), there is a heightened risk for the public sector when using nascent AI tools. This is due to the increased responsibility around the sensitivity of the data being handled, the expected standards of robustness, and the requirements of transparency or explainability around decision-making.
+
+These responsibilities affect the culture within the public sector, and managing or understanding these risks is partly why it takes time to do new things or change the old way of doing things. At the same time, the NHS example above shows that sometimes it is only the public sector that can solve certain problems, and that using these new technologies can rapidly deliver really astonishing results.
+
+Focusing on data literacy and building into an organisation’s culture the knowledge of how to work with data is key to managing these risks and making effective use of new technologies, including AI. As well as making informed decisions about when using AI is appropriate, teams will need the skills to collect, analyse and interpret data for AI models and also to understand and communicate the outcomes that models might generate.
+
+Initiatives like [One Big Thing](https://moderncivilservice.blog.gov.uk/2023/07/19/one-big-thing-data-upskilling-for-all-civil-servants/) have an important role to play in this, with its aim of improving services and helping citizens through better interpretation, use, presentation and communication of data. If we can improve the overall data quality and get data flowing across those organisational boundaries, organisations will be well placed to assess and take opportunities when they crop up.
+
+### Fix the plumbing
+
+So far I’ve focused a lot on the skills and qualities you can bring to bear in getting ready to harness AI. But if you’re looking for a hands-on, practical next step in order to get started and be ready, beginning with your data is a rock-solid idea. This is a hyped technology that makes an incredibly strong case for improving your data architecture, quality and stewardship. To quote Pete Chamberlin's post that I linked to earlier, “The more I use it and work on strategies for deploying it, the more I think: this requires data-plumbing-fixing activities!”
+
+I totally agree, Pete.
\ No newline at end of file
diff --git a/_posts/2014-12-05-2014-12-5-Foyer-Screen-continued.md b/_posts/2014-12-05-Foyer-Screen-continued.md
similarity index 100%
rename from _posts/2014-12-05-2014-12-5-Foyer-Screen-continued.md
rename to _posts/2014-12-05-Foyer-Screen-continued.md
diff --git a/_posts/2017-12-18-difficult-people.md b/_posts/2017-12-18-difficult-people.md
index 8bda36c799..cf05f88a35 100644
--- a/_posts/2017-12-18-difficult-people.md
+++ b/_posts/2017-12-18-difficult-people.md
@@ -4,88 +4,116 @@ date: 2017-12-18 00:00:00 Z
categories:
- jmelon
- Delivery
-author: jmelon
-layout: default_post
summary: In our professional work life we regularly come across difficult people we’d
love to avoid, ignore or get away from - this is especially true if you are a consultant
or contractor and work with so many different people. In reality however, we have
to collaborate also with difficult people. In this article I want to look at the
situations, types of people and some techniques that can help.
+author: jmelon
image: jmelon/assets/going_bananas.jpeg
+layout: default_post
---
Some days are just bitter and grey. I need to finish this boring task that seems to take forever because of this bloke who is just so unhelpful that it borders on sabotage. Whenever I ask him to give me access to the right data he comes up with excuses, other priorities and such things. After I tried today for the nth time I have finally got the paperwork from him to fill in to get the right permissions - blimey, he could have given me it right the first time round (am I really happy about getting paperwork?).
-
-
In our professional work life we regularly come across difficult people we’d love to avoid, ignore or get away from - this is especially true if you are a consultant or contractor and work with so many different people. Usually however, we can’t do that: we need to work with them as productively as we can. Even if we don’t work with a difficult person everyday, we may need to convince them of something from time to time or get some output from them. Dealing with difficult people is obviously a challenge which everyone approaches in a different way.
Being the structured (and enthusiastically chaotic) person I am I like to think about it analytically. Taking it step by step, I first want to talk about what kind of difficult people and types of situations are out there. Then, let’s think about strategies for dealing with them.
### Types of difficult
-- There is the team mate who is just not doing things as the team agreed.
-- The project manager interfering with the team, falling back into command and control mode and trying to force the team to do specific agile experiments.
-- It’s the DB administration team not letting the project team deal with the dev environment database changes but instead wants lengthy documentation defining each single change. They are also a bottleneck with a 6 week waiting queue and they will only change their priorities with senior management intervention.
-- It is the vendor test analyst that constantly argues that any bug raised is actually only minor because a workaround exists - no matter how intricate it is.
-- The client project manager that always wants the team to cut the estimates because he expects them to be ‘experts in the field’.
-- The project sponsor coming in with the whip of enforced velocity targets that have not even been derived by any meaningful technique - asking for constant overtime to meet them. All the while the quality needs to be top notch, of course.
-- The travel department escalating travel costs to a small fortune without telling you beforehand and giving you the chance to tell them how to book it much more cheaply.
-- Or the guy calling you asking you to identify yourself to him with lots of personal data without any willingness proving his own identity.
+
+* There is the team mate who is just not doing things as the team agreed.
+
+* The project manager interfering with the team, falling back into command and control mode and trying to force the team to do specific agile experiments.
+
+* It’s the DB administration team not letting the project team deal with the dev environment database changes but instead wants lengthy documentation defining each single change. They are also a bottleneck with a 6 week waiting queue and they will only change their priorities with senior management intervention.
+
+* It is the vendor test analyst that constantly argues that any bug raised is actually only minor because a workaround exists - no matter how intricate it is.
+
+* The client project manager that always wants the team to cut the estimates because he expects them to be ‘experts in the field’.
+
+* The project sponsor coming in with the whip of enforced velocity targets that have not even been derived by any meaningful technique - asking for constant overtime to meet them. All the while the quality needs to be top notch, of course.
+
+* The travel department escalating travel costs to a small fortune without telling you beforehand and giving you the chance to tell them how to book it much more cheaply.
+
+* Or the guy calling you asking you to identify yourself to him with lots of personal data without any willingness proving his own identity.
The list could go on and wouldn’t even get boring by the tenth page. After the fact this all tends to be quite funny, we share impossible anecdotes and laugh about it together. However, in the moment these situations are never very funny but instead rather infuriating, mind-boggling, perplexing or just plain silly.
-- It can add complexity to the situation dependent on how we relate to the difficult person:
-- Team colleague of the same company
-- Team colleague of a different company, e.g. a client/vendor consultant or a contractor
-- Someone in a different team
-- Someone in a different department
-- Or even someone in a different organisation including for example a regulatory authority
-- It could be a superior, your boss or just someone else up the corporate hierarchy
-- Someone you are supposed to be leading or managing, i.e. you are responsible or accountable for their work
-- Or an employee you are line-managing
+* It can add complexity to the situation dependent on how we relate to the difficult person:
+
+* Team colleague of the same company
+
+* Team colleague of a different company, e.g. a client/vendor consultant or a contractor
+
+* Someone in a different team
+
+* Someone in a different department
+
+* Or even someone in a different organisation including for example a regulatory authority
+
+* It could be a superior, your boss or just someone else up the corporate hierarchy
+
+* Someone you are supposed to be leading or managing, i.e. you are responsible or accountable for their work
+
+* Or an employee you are line-managing
### Some simple observations
+
This is basically a tour around a typical organisational hierarchy - people in all places can be difficult. Interestingly enough from my own observations it usually doesn’t help if you are formally in a higher hierarchy position or even line-managing the person in question. I think it is really important for everybody to realise that
-_anybody in a company can just say ‘no’ - and there is not much you can really do about it_
+*anybody in a company can just say ‘no’ - and there is not much you can really do about it*
using any kind of authority. This is so because people saying ‘no’ (or being difficult in another way) have usually reasons why they are difficult. That is actually another interesting fact:
-_Virtually nobody is difficult without a reason that makes their behaviour perfectly sensible from their own perspective._
+*Virtually nobody is difficult without a reason that makes their behaviour perfectly sensible from their own perspective.*
There are certainly also personality traits that make collaboration more difficult but mostly it is not one trait but instead two that clash. For example the controlling personality working with a self-organising agile team, or the rule following person in the midst of an agile transformation clashing with the rule breaker.
This leads us to the right kind of question to tackle the debacle:
-_Why is that person acting difficult?_
+*Why is that person acting difficult?*
We can try a lot of things when dealing with difficult people, try to convince, coerce, use another’s authority with an escalation or make some kind of a deal to name a few.
These things can work but they rarely have great outcomes, at best we get a mild form of consent at worst the person says ‘yes’ but does not buy in or maybe doesn't even do what we need them to do maybe offering only some flimsy excuse later on.
### A way forward
+
So, what better way is there? Fundamentally, we are talking about a situation where two different needs exist and both needs are understood in two different ways. If we want our need to be fulfilled we have to communicate the need and our reasons for it properly. However, our explanation will always be filtered by the perspective of the other person. That means we should first try to understand that perspective so we can predict the filtering. This should be our starting point even before we talk about our needs. However, this is not a simple thing as we don’t know what exactly might affect the others opinion with regards to our specific need. Some things we should consider are:
-- Are there specific ways of working that person needs to comply with?
-- Is there a lot of pressure on the person?
-- Which expectations do they have on their own duties?
-- What impact does our need have on them?
-- Are there important personal circumstances like a recent or ongoing illness?
-- What culture is the person coming from and what impact does that have on the way they work and communicate?
-- Is the person afraid of certain things, do they feel comfortable with their role?
-- What is the person's current mood - is there a specific good and bad time to approach them?
+
+* Are there specific ways of working that person needs to comply with?
+
+* Is there a lot of pressure on the person?
+
+* Which expectations do they have on their own duties?
+
+* What impact does our need have on them?
+
+* Are there important personal circumstances like a recent or ongoing illness?
+
+* What culture is the person coming from and what impact does that have on the way they work and communicate?
+
+* Is the person afraid of certain things, do they feel comfortable with their role?
+
+* What is the person's current mood - is there a specific good and bad time to approach them?
#### Relationships galore
+
This is just an example list of things to consider - there are many more to look out for. It is evident that we cannot just use a checklist and go through it in a conversation. Instead we need to build an ongoing professional relationship to enable us to understand the other person. That means we have meaningful conversations regularly and we treat the other person with respect even if we occasionally cringe inside or even need to agree to disagree.
If we have a working relationship we only need to look for the specifics of one situation and approach the conversation with the right clarifying questions. An ongoing relationship also means that the other person understands us better over time and we gain trust.
#### Why not just ask?
+
Sometimes we will still not get the reaction we are looking for. It is important then to check with powerful open questions why they are reacting in this way and to make sure the message you were intending to get across has arrived undamaged.
If you need someone to do something to fulfil your need it is more powerful to explain your need and ask for their help instead of asking them to do something that fulfils our need. That way they can come up with a solution to our problem that suits them, we get much more buy-in because it is their idea and not us pushing something on them.
Even if we try your best, friction can still occur. The other person might still not be helpful. Hopefully we will at least understand better why - enabling us in turn to look for other solutions or getting the right kind of help. Often it can help to ask how to get the person's support such that they are able to help. Maybe they feel not empowered to change their priorities or they don’t have the confidence to do the task.
#### Escalation
+
If the person remains unhelpful despite all efforts we sometimes need help from a superior, e.g. to make a decision enabling the other person or to clarify if the difficult person should really just get on with it - to name just two possible reasons.
If we are considering an escalation we should be well aware that this is going to add pressure on the person. It is important to check if that will actually be useful for your cause and if so you should let the person know that you need to take these steps - not to use it as a whip but just out of fairness. In the end we still need a respectful relationship with them at work - even if they are unhelpful for us. Revenge, open fighting and shouting, swearing at people are all unacceptable and will never help anybody. If our temper gets us we should apologise for any unacceptable behaviour or harsh words. That doesn’t mean we need to suddenly get all cosy with the person but professionalism is a necessity for all of us.
### Conclusion
+
The key to working together in a constructive and trusting way is to be genuinely interested in the other side: we need to understand our co-workers, their needs, opinions, preferred ways of working, mood, communication types and so forth.
Respect, honesty, transparency, fairness are just a few key values we should always aim to follow for healthy and fruitful relationships. We always need to be careful about violent communication - it is very easy to unintentionally hurt someone with words. Whenever we communicate with someone - especially someone who we don’t know very well - we always need to keep in mind that they may misunderstand us in a bad way.
-In the end we should always remember that sometimes we are the difficult person - maybe even without realising it.
+In the end we should always remember that sometimes we are the difficult person - maybe even without realising it.
\ No newline at end of file
diff --git a/_posts/2018-12-05-a-developers-intro-to-android.md b/_posts/2018-12-05-a-developers-intro-to-android.md
index 62215f718e..c97d871bda 100644
--- a/_posts/2018-12-05-a-developers-intro-to-android.md
+++ b/_posts/2018-12-05-a-developers-intro-to-android.md
@@ -33,8 +33,6 @@ The code examples given in this article are all written in [Kotlin](https://kotl
You can design an Android app any way you like, however Google has published several guides on what they consider to be the optimal app design. This diagram shows my interpretation of these guides.
-
-
At the top there is an activity. Only one of these can be active at once, and they serve as entry points to the app. Next there are fragments, which are reusable layouts like activities, but differ in that they can be embedded within activities, or other fragments. As activities and fragments are very similar (they are both essentially a page), there is some discussion online about where a single-activity (and multiple fragment) or multi-activity (and single fragment) app is best. The conclusion I have come to is that you should have one activity for every entry point to the app that you need and use fragments for all other use cases. On my first Android project, my team and I designed our app to have two activities; a login activity and a main app activity. The latter contained fragments for various pages, and each of these in turn contained more fragments for smaller components of the UI.
The next level down from a fragment is a view. Every component on the screen is a view, from text boxes to lists to buttons. These views are controlled from within an activity or fragment and receive their data from view models. Each fragment or activity that needs to display data in views has a corresponding view model to provide that data. The distinction between view and view model comes from the [Model-View-Controller (MVC)](https://www.tutorialspoint.com/design_pattern/mvc_pattern.htm) design pattern and is especially important in Android for effective testing. Unit testing cannot easily be done on Android views and components, so separating out view model code is essential. I will discuss this in more detail in a future article.
@@ -43,9 +41,7 @@ While each activity or fragment corresponds to one view model, each view model c
### Lifecycle
-A key concept when working with activities and fragments is [lifecycle](https://developer.android.com/guide/components/activities/activity-lifecycle). The lifecycle of an activity or fragment, or sometimes views (lifecycle owners) comprises 6 states, and a number of method calls that run at specific points after their creation or before their destruction. These states are; `CREATED`, `STARTED`, `RESUMED`, `PAUSED`, `STOPPED`, `DESTROYED`. The `onEvent(..)` methods run before their corresponding events and act as transitions between these states, as shown in the diagram below.
-
-
+A key concept when working with activities and fragments is [lifecycle](https://developer.android.com/guide/components/activities/activity-lifecycle). The lifecycle of an activity or fragment, or sometimes views (lifecycle owners) comprises 6 states, and a number of method calls that run at specific points after their creation or before their destruction. These states are; `CREATED`, `STARTED`, `RESUMED`, `PAUSED`, `STOPPED`, `DESTROYED`. The `onEvent(..)` methods run before their corresponding events and act as transitions between these states.
Lifecycle aware components (such as views) will behave differently in each state. For example, LiveData will be ACTIVE only when the lifecycle owner is in the `STARTED` or `RESUMED` states. This is discussed further below, along with an explanation of what LiveData is.
@@ -91,8 +87,6 @@ The `data class` in this example is a [feature of the Kotlin language](https://k
All the content for your app should be stored within [XML files in the resources package](https://developer.android.com/guide/topics/resources/providing-resources). This includes UI layouts, colours, fonts and strings, and other resources. Layout files can correspond to an activity, fragment or view, or can be included within other layout files. [Android Studio has a visual layout editor](https://developer.android.com/studio/write/layout-editor) that you can use to design these layouts, which is a lot easier than editing the XML directly.
-
-
One reason resources are abstracted out of the code into separate XML files is so that different resources can be provided for different builds of the app. For example, using this system it is easy to translate your app into French or to cater to different screen sizes. In the past, all these different variants would be installed on every user's phone, but now you can publish your app as a "bundle", which allows Google Play to install only the necessary resources on a device. This can significantly reduce the size of your published app.
An issue I have found when designing these layouts is the vast number of possible layouts that can be used, all of which behave differently; positioning views on the screen can be difficult if you have no experience with Android. I found it useful spending a lot of time understanding these different layouts and views, and how they interact, so I recommend that if you are starting out with Android you do the same.
diff --git a/_posts/2020-09-16-typescript-builders.md b/_posts/2020-09-16-typescript-builders.md
index 81806f0d57..0ff0e2b752 100644
--- a/_posts/2020-09-16-typescript-builders.md
+++ b/_posts/2020-09-16-typescript-builders.md
@@ -8,13 +8,13 @@ tags:
- typescript
- types
- featured
-author: swaterman
-layout: default_post
summary: TypeScript's type system is amazing, but it can't do everything. In this
post, I demonstrate how the builder pattern takes my types to the next level. We
walk through an example in detail, so you can start using builders too.
+author: swaterman
summary-short: Using the builder pattern, we can take our types to the next level.
image: swaterman/assets/ts-builders/Builders-Usage.svg
+layout: default_post
---
The builder pattern in TypeScript is amazing.
@@ -38,16 +38,17 @@ Let's imagine a basic data processing task:
1. Take an integer string as input
-1. Reverse it
-1. Parse it back into an integer
-1. Multiply it by 5
-~~~ts
-const input = "524";
-const a = input.split("").reverse().join("");
-const b = parseInt(input, 10);
-const c = b * 5;
-~~~
+2. Reverse it
+
+3. Parse it back into an integer
+
+4. Multiply it by 5
+
+ const input = "524";
+ const a = input.split("").reverse().join("");
+ const b = parseInt(input, 10);
+ const c = b * 5;
The rest of this blog post is dedicated to over-engineering that tiny bit of code.
It's clearly overkill in this case, but that's inevitable when we use a simple example to demonstrate an advanced technique.
@@ -59,29 +60,25 @@ We can define a function that takes a few config parameters:
-~~~ts
-function process(input: string, radix: number, multiplicand: number) {
- const a = input.split("").reverse().join("");
- const b = parseInt(input, radix);
- const c = b * multiplicand;
- return c;
-}
-process("524", 10, 5);
-~~~
+ function process(input: string, radix: number, multiplicand: number) {
+ const a = input.split("").reverse().join("");
+ const b = parseInt(input, radix);
+ const c = b * multiplicand;
+ return c;
+ }
+ process("524", 10, 5);
Often, it's easier to take the config as a single object:
-~~~ts
-function process(input: string, config: {radix: number, multiplicand: number}) {
- const a = input.split("").reverse().join("");
- const b = parseInt(input, config.radix);
- const c = b * config.multiplicand;
- return c;
-}
-process("524", {radix: 10, multiplicand: 5});
-~~~
+ function process(input: string, config: {radix: number, multiplicand: number}) {
+ const a = input.split("").reverse().join("");
+ const b = parseInt(input, config.radix);
+ const c = b * config.multiplicand;
+ return c;
+ }
+ process("524", {radix: 10, multiplicand: 5});
That's useful as it allows the config to be loaded from a JSON file.
*Conveniently* it also makes our job easier later on.
@@ -105,24 +102,20 @@ Their main benefit is the ability to *encapsulate* many functions, allowing them
Since we create pipelines so often, a reusable function that creates pipelines sounds really useful.
The JavaScript implementation is simple using higher-order functions:
-~~~js
-function createPipeline(functions) {
- return function pipeline(initState, config) {
- let state = initState;
- for (function of functions) {
- state = function(state, config),
+ function createPipeline(functions) {
+ return function pipeline(initState, config) {
+ let state = initState;
+ for (function of functions) {
+ state = function(state, config),
+ }
+ return state;
+ }
}
- return state;
- }
-}
-~~~
It's even possible as a (long) one-liner:
-~~~js
-const createPipeline = initState =>
- functions.reduce((state, function) => function(state, config), initState);
-~~~
+ const createPipeline = initState =>
+ functions.reduce((state, function) => function(state, config), initState);
@@ -133,11 +126,9 @@ That's no fun though - why even use TypeScript if you're just gonna ignore type
Let's try actually putting in some effort, and see how narrow we can make the types.
As a first attempt, I get something like this:
-~~~ts
-function createPipeline(
- functions: Array<(input: Type, config: Config) => Type>
-): (input: Type, config: Config) => Type { }
-~~~
+ function createPipeline(
+ functions: Array<(input: Type, config: Config) => Type>
+ ): (input: Type, config: Config) => Type { }
This has issues.
To find out why, we need to learn some new terminology.
@@ -170,16 +161,15 @@ To achieve both soundness and completeness, we'd need a way to check for that.
It's not obvious how we could achieve both soundness and completeness at the same time.
Any simple solutions will only achieve completeness by losing soundness, like this:
-~~~ts
-function createPipeline(
- functions: Array<(input: any, config: Config) => any>
-): (input: any, config: Config) => any {/*...*/}
-~~~
+ function createPipeline(
+ functions: Array<(input: any, config: Config) => any>
+ ): (input: any, config: Config) => any {/*...*/}
In other words, this would let us pass an invalid pipeline, like this:
1. Take a string and reverse it
-1. Multiply by 5
+
+2. Multiply by 5
In step 1, we output a string, but in step 2 we expect a number as an input.
@@ -205,22 +195,18 @@ A [builder](https://en.wikipedia.org/wiki/Builder_pattern) is any utility class
They are typically used for the creation of complex objects.
For example, a string concatenation function could be written as:
-~~~ts
-function concat(...sections: string[]): string { }
-const output = concat("hi", "my", "pals");
-~~~
+ function concat(...sections: string[]): string { }
+ const output = concat("hi", "my", "pals");
Or it could be written as a builder, meaning it gets used like this:
-~~~ts
-const output = StringBuilder.new()
- .append("Hi")
- .append("my")
- .append("pals")
- .build();
-~~~
+ const output = StringBuilder.new()
+ .append("Hi")
+ .append("my")
+ .append("pals")
+ .build();
@@ -244,35 +230,27 @@ Mutable Generic State is a technique which uses immutable classes to give the im
Let's imagine a simple string wrapper class.
It stores a string which can be accessed with `.get()` and updated with `.set()`.
-~~~ts
-const a: StringWrapper = wrap("hello");
-a.set("friends!");
-~~~
+ const a: StringWrapper = wrap("hello");
+ a.set("friends!");
Here, the return type of `a.get()` is `string`.
We can make `a.get()` return `"hello"`, by using type literals in a generic type:
-~~~ts
-const a: StringWrapper<"hello"> = wrap("hello");
-~~~
+ const a: StringWrapper<"hello"> = wrap("hello");
However, now we can't call `a.set()` unless the new value is also `"hello"`.
With Mutable Generic State, it all works as expected:
-~~~ts
-const a: StringWrapper<"hello"> = wrap("hello");
-const b: StringWrapper<"friends"> = a.set("friends!");
-~~~
+ const a: StringWrapper<"hello"> = wrap("hello");
+ const b: StringWrapper<"friends"> = a.set("friends!");
The trick here is that we've made `StringWrapper` immutable.
When we call `.set()`, we are actually creating a new instance of StringWrapper with a different generic parameter.
Once those calls are inlined, there's no way to tell that each `.set()` call produces a new wrapper:
-~~~ts
-const a = wrap("hello")
- .set("there")
- .set("friends!");
-~~~
+ const a = wrap("hello")
+ .set("there")
+ .set("friends!");
@@ -328,6 +306,7 @@ Others are just normal generic types.
There are two places we need to look:
1. The builder's output
+
2. The complex constraints
The builder's output is dependent on what we passed in our method calls.
@@ -335,14 +314,14 @@ In order to correctly type it, we need to add some generic state to the builder.
In our case, the output is a function which performs some kind of data transformation on an input, producing an output, based on config.
All three of those should be generic types.
-
-
Next, we need to think about the constraints on our builder and how they map to Mutable Generic State.
To create our pipeline, we need a sequence of stages where:
* There is a defined order
+
* Each one has two arguments - input and config
+
* The output of one stage is the first argument to the next stage
@@ -363,13 +342,16 @@ Well, that depends on how we add the new stage.
I can see a few options:
1. Only add stages to the start of the pipeline
-1. Only add stages to the end of the pipeline
-1. Add stages anywhere valid in the pipeline assuming it doesn't make the pipeline invalid
-1. Add stages anywhere in the pipeline, even if it becomes invalid, and only allow building the pipeline when it's valid
+
+2. Only add stages to the end of the pipeline
+
+3. Add stages anywhere valid in the pipeline assuming it doesn't make the pipeline invalid
+
+4. Add stages anywhere in the pipeline, even if it becomes invalid, and only allow building the pipeline when it's valid
All four options are *possible* using builders and Mutable Generic State, but some are easier than others.
-Options 1 and 2 are both pretty simple.
+Options 1 and 2 are both pretty simple.
In option 1, we need to know the current pipeline input and the new stage's output.
In option 2, we need the pipeline's output and the new stage's input.
@@ -377,7 +359,9 @@ Option 3 is quite hard.
We need to know the state before and after each stage of the pipeline:
* If we insert at the start, we restrict the output of the new stage.
+
* If we insert at the end, we restrict the input of the new stage.
+
* If we insert in the middle, we restrict both the input and output. Both must be the same as the state at the insertion point.
Option 4 is nightmarish.
@@ -407,23 +391,19 @@ When talking about function parameters, it's simplest to just use a single confi
In other words, rather than our stages looking like this:
-~~~ts
-function multiply(input: number, multiplicand: number): number { }
-/*...*/
-type Pipeline = (input: number, multiplicand: number, radix: number, ...) => number;
-~~~
+ function multiply(input: number, multiplicand: number): number { }
+ /*...*/
+ type Pipeline = (input: number, multiplicand: number, radix: number, ...) => number;
We should just require them to look like this:
-~~~ts
-function multiply(input: number, config: {multiplicand: number}): number { }
-/*...*/
-type Pipeline = (input: number, config: {
- multiplicand: number;
- radix: number;
- ...
-}) => number;
-~~~
+ function multiply(input: number, config: {multiplicand: number}): number { }
+ /*...*/
+ type Pipeline = (input: number, config: {
+ multiplicand: number;
+ radix: number;
+ ...
+ }) => number;
The first example can work, but it's usually not worth the extra effort.
@@ -442,9 +422,7 @@ We can fill in the method stubs later.
Create a new class for our builder, with the generics we figured out previously.
-~~~ts
-class PipelineBuilder, Output> { }
-~~~
+ class PipelineBuilder, Output> { }
If you haven't seen the [Record type](https://www.typescriptlang.org/docs/handbook/utility-types.html#recordkeystype) before, just know that we're saying that `Config` must be an object with strings for its keys.
@@ -454,9 +432,7 @@ The build method creates the output of the pipeline.
It's really nothing special.
We declare a method which outputs a pipeline function based on the generic types:
-~~~ts
-build(): (input: Input, config: Config) => Output { }
-~~~
+ build(): (input: Input, config: Config) => Output { }
### Mutator Definition
@@ -476,19 +452,15 @@ Regarding `Config`, we said:
In terms of a type definition, that looks like this:
-~~~ts
-append, NewOutput>(
- func: (state: Output, config: NewConfig) => NewOutput
-): PipelineBuilder { }
-~~~
+ append, NewOutput>(
+ func: (state: Output, config: NewConfig) => NewOutput
+ ): PipelineBuilder { }
`Output` becomes `NewOutput` and `Config` becomes `Config & NewConfig`, an [intersection type](https://www.typescriptlang.org/docs/handbook/unions-and-intersections.html#intersection-types).
Notice that after a few calls to `append`, the `Config` type will be something like:
-~~~ts
-Config & NewConfig1 & NewConfig2 & NewConfig3 & NewConfig4
-~~~
+ Config & NewConfig1 & NewConfig2 & NewConfig3 & NewConfig4
That is harmless, and just a quirk of the Mutable Generic State, so don't be alarmed if you see a huge type when you weren't expecting one.
The autocomplete will get better once the builder is done and in use.
@@ -499,9 +471,7 @@ The internal state should just be whatever the `build` method needs for its impl
In our case, we only need the list of stages.
We add that as a private readonly property, and give it the narrowest type we can:
-~~~ts
-private readonly stages: Array<(state: any, config: Config) => any>;
-~~~
+ private readonly stages: Array<(state: any, config: Config) => any>;
### Instantiation
@@ -513,16 +483,12 @@ First, we need a private constructor to use internally.
It allows 'mutation' of the builder, setting `stages` to any value, even if that would break the resulting pipeline.
That's why it must be private.
-~~~ts
-private constructor(stages: Array<(state: any, config: Config) => any>) { }
-~~~
+ private constructor(stages: Array<(state: any, config: Config) => any>) { }
Secondly, we need a public creation method.
It should set reasonable defaults for the type parameters where possible, in line with what you'd expect from an 'empty' builder.
-~~~ts
-static new(): PipelineBuilder { }
-~~~
+ static new(): PipelineBuilder { }
Here, the `Config` parameter was set to a reasonable default of `{}`, since a pipeline with no stages doesn't need config.
Other type parameters may have to be manually specified by the user, like the `Input` type.
@@ -530,11 +496,9 @@ The `Output` type is the same as `Input` since a pipeline with no stages just ou
Alternatively, by requiring at least one stage in each pipeline, there's no need to manually specify any generic types:
-~~~ts
-static new, Output>(
- stage: (state: Input, config: Config) => Output
-): PipelineBuilder { }
-~~~
+ static new, Output>(
+ stage: (state: Input, config: Config) => Output
+ ): PipelineBuilder { }
I'm going with the first option, but it's a matter of preference.
@@ -551,69 +515,68 @@ Double-checking that everything lines up is imperative.
Implementing those methods is the last step, meaning the builder is now done!
Here's one I made earlier:
-~~~ts
-class PipelineBuilder, Output> {
- private readonly stages: Array<(state: any, config: Config) => any>;
-
- private constructor(stages: Array<(state: any, config: Config) => any>) {
- this.stages = stages;
- }
-
- static new(): PipelineBuilder {
- return new PipelineBuilder([]);
- }
-
- append, NewOutput>(
- newStage: (state: Output, config: NewConfig) => NewOutput
- ): PipelineBuilder {
- const newStages: Array<(state: any, config: Config & NewConfig) => any> = this.stages.slice();
- newStages.push(newStage);
- return new PipelineBuilder(newStages);
- }
-
- build(): (input: Input, config: Config) => Output {
- return (input: Input, config: Config) =>
- this.stages.reduce((state, stage) => stage(state, config), input);
- }
-}
-~~~
+ class PipelineBuilder, Output> {
+ private readonly stages: Array<(state: any, config: Config) => any>;
+
+ private constructor(stages: Array<(state: any, config: Config) => any>) {
+ this.stages = stages;
+ }
+
+ static new(): PipelineBuilder {
+ return new PipelineBuilder([]);
+ }
+
+ append, NewOutput>(
+ newStage: (state: Output, config: NewConfig) => NewOutput
+ ): PipelineBuilder {
+ const newStages: Array<(state: any, config: Config & NewConfig) => any> = this.stages.slice();
+ newStages.push(newStage);
+ return new PipelineBuilder(newStages);
+ }
+
+ build(): (input: Input, config: Config) => Output {
+ return (input: Input, config: Config) =>
+ this.stages.reduce((state, stage) => stage(state, config), input);
+ }
+ }
In a whistle-stop tour of the implementation, we see that:
* The constructor sets the `stages` property
+
* `new` creates an empty builder - one with no stages
+
* `append` creates a new list of stages, adds the new stage, and returns a new builder based on that
+
* `build` returns a function which takes an input and some config, then sequentially applies the stages
### Usage
let's see the builder in action:
-~~~ts
-function reverse(input: string) {
- return input.split("").reverse().join("");
-}
-
-function toInt(input: string, config: {radix: number}) {
- return parseInt(input, config.radix);
-}
-
-function multiply(input: number, config: {multiplicand: number}) {
- return input * config.multiplicand;
-}
-
-const pipeline = PipelineBuilder
- .new()
- .append(reverse)
- .append(toInt)
- .append(multiply)
- .build();
-
-const output: number = pipeline("532", {
- radix: 10,
- multiplicand: 5
-})
-~~~
+ function reverse(input: string) {
+ return input.split("").reverse().join("");
+ }
+
+ function toInt(input: string, config: {radix: number}) {
+ return parseInt(input, config.radix);
+ }
+
+ function multiply(input: number, config: {multiplicand: number}) {
+ return input * config.multiplicand;
+ }
+
+ const pipeline = PipelineBuilder
+ .new()
+ .append(reverse)
+ .append(toInt)
+ .append(multiply)
+ .build();
+
+ const output: number = pipeline("532", {
+ radix: 10,
+ multiplicand: 5
+ })
I defined the stages above, but they could've been inlined as arrow functions.
@@ -630,56 +593,46 @@ Here's a gallery of things that won't compile:
**Invalid first pipeline stage, `multiply` takes a `number` but got a `string`**:
-~~~ts
-const pipeline = PipelineBuilder
- .new()
- .append(multiply)
-~~~
+ const pipeline = PipelineBuilder
+ .new()
+ .append(multiply)
---
**Invalid second pipeline stage, `toInt` outputs a number but inputs a string**:
-~~~ts
-const pipeline = PipelineBuilder
- .new()
- .append(toInt)
- .append(toInt)
-~~~
+ const pipeline = PipelineBuilder
+ .new()
+ .append(toInt)
+ .append(toInt)
---
**Invalid type on `output`, pipeline returns `string`**:
-~~~ts
-const pipeline = PipelineBuilder
- .new()
- .append(reverse)
- .build();
-
-const output: number = pipeline("532", {})
-~~~
+ const pipeline = PipelineBuilder
+ .new()
+ .append(reverse)
+ .build();
+
+ const output: number = pipeline("532", {})
---
**Invalid pipeline input, should be string**:
-~~~ts
-const output: number = pipeline(532, {
- radix: 10,
- multiplicand: 5
-})
-~~~
+ const output: number = pipeline(532, {
+ radix: 10,
+ multiplicand: 5
+ })
---
**Invalid config, missing radix**:
-~~~ts
-const output: number = pipeline("532", {
- multiplicand: 5
-})
-~~~
+ const output: number = pipeline("532", {
+ multiplicand: 5
+ })
---
@@ -697,20 +650,16 @@ Each call to the `.append()` method creates a new builder.
That's a bit slow, but that's not the main issue.
There's no guarantee that someone won't hold on to an old builder, like this:
-~~~ts
-const a = PipelineBuilder.new();
-const b = a.append((input: string, config: {}) => parseInt(input));
-const pipeline = a.build();
-~~~
+ const a = PipelineBuilder.new();
+ const b = a.append((input: string, config: {}) => parseInt(input));
+ const pipeline = a.build();
If `stages` was mutable, and append looked like this:
-~~~ts
-function append /*...*/ {
- stages.append(func);
- return new PipelineBuilder(stages);
-}
-~~~
+ function append /*...*/ {
+ stages.append(func);
+ return new PipelineBuilder(stages);
+ }
Then `a` and `b` both hold the same reference to `stages`, and now both contain one stage.
However, the `Output` type parameter on `a` says it returns a string.
@@ -756,54 +705,52 @@ Even better, these don't exist at runtime which means they work when writing typ
Here's the pipeline without a builder:
-~~~ts
-type Tail = XS extends readonly [any, ...infer T] ? T : [];
-type Last = XS extends readonly [...infer _, infer X] ? X : never;
-type UnionToIntersection = (U extends any ? (k: U)=>void : never) extends ((k: infer I)=>void) ? I : never;
-type Equal = A extends B ? B extends A ? true : false : false;
-
-type PipelineStage, Output> = (input: Input, config: Config) => Output;
-
-type Input> = Parameters[0];
-type Config> = Parameters[1];
-type Output> = ReturnType;
-type PipelineInput, ...any[]]> = Input;
-type PipelineConfig[]> = UnionToIntersection>;
-type PipelineOutput[]> = Output>;
-
-type Match, Second extends PipelineStage> = Equal, Input>;
-type ValidPipeline[]> =
- Stages extends readonly [any] ? true
- : Stages extends readonly [any, any, ...any[]] ? Match extends true ? ValidPipeline>
- : false : false;
-
-type Pipeline[]> = ValidPipeline extends true ? Stages : never;
-
-function createPipeline, ...PipelineStage[]]>(...pipeline: Pipeline): (input: PipelineInput, config: PipelineConfig) => PipelineOutput {
- return (input: PipelineInput, config: PipelineConfig) => {
- let state: any = input;
- for(const stage of pipeline) {
- state = stage(state, config)
+ type Tail = XS extends readonly [any, ...infer T] ? T : [];
+ type Last = XS extends readonly [...infer _, infer X] ? X : never;
+ type UnionToIntersection = (U extends any ? (k: U)=>void : never) extends ((k: infer I)=>void) ? I : never;
+ type Equal = A extends B ? B extends A ? true : false : false;
+
+ type PipelineStage, Output> = (input: Input, config: Config) => Output;
+
+ type Input> = Parameters[0];
+ type Config> = Parameters[1];
+ type Output> = ReturnType;
+ type PipelineInput, ...any[]]> = Input;
+ type PipelineConfig[]> = UnionToIntersection>;
+ type PipelineOutput[]> = Output>;
+
+ type Match, Second extends PipelineStage> = Equal, Input>;
+ type ValidPipeline[]> =
+ Stages extends readonly [any] ? true
+ : Stages extends readonly [any, any, ...any[]] ? Match extends true ? ValidPipeline>
+ : false : false;
+
+ type Pipeline[]> = ValidPipeline extends true ? Stages : never;
+
+ function createPipeline, ...PipelineStage[]]>(...pipeline: Pipeline): (input: PipelineInput, config: PipelineConfig) => PipelineOutput {
+ return (input: PipelineInput, config: PipelineConfig) => {
+ let state: any = input;
+ for(const stage of pipeline) {
+ state = stage(state, config)
+ }
+ return state;
+ }
}
- return state;
- }
-}
-
-function reverse(input: string, config: {}) {
- return input.split("").reverse().join("");
-}
-
-function toInt(input: string, config: {radix: number}) {
- return parseInt(input, config.radix);
-}
-
-function multiply(input: number, config: {multiplicand: number}) {
- return input * config.multiplicand;
-}
-
-const pipeline = createPipeline(reverse, toInt, multiply);
-const output = pipeline("524", {radix: 10, multiplicand: 5});
-~~~
+
+ function reverse(input: string, config: {}) {
+ return input.split("").reverse().join("");
+ }
+
+ function toInt(input: string, config: {radix: number}) {
+ return parseInt(input, config.radix);
+ }
+
+ function multiply(input: number, config: {multiplicand: number}) {
+ return input * config.multiplicand;
+ }
+
+ const pipeline = createPipeline(reverse, toInt, multiply);
+ const output = pipeline("524", {radix: 10, multiplicand: 5});
This snippet declares that a pipeline is a list of functions in the form `Array<(input: Input, config: Config) => Output>`.
Then, it defines what makes a pipeline valid:
@@ -812,6 +759,7 @@ A pipeline with only one stage is always valid.
A longer pipeline is only valid if:
* The output type of the first stage is the input type of the second stage **and**
+
* The pipeline consisting of all stages except the first is valid
That's right, a recursive conditional type definition!
@@ -854,4 +802,4 @@ Feel free to contact me on [Twitter](https://twitter.com/SteWaterman) with any q
My follow up post '[Better Redux Reducers with TypeScript Builders](https://blog.scottlogic.com/2020/10/01/reducer-builder.html)' is now live.
It demonstrates how to use the builder pattern we saw in this post to create Redux Reducers.
-If you want a more realistic example of where builders can help in your TypeScript projects, go check it out!
+If you want a more realistic example of where builders can help in your TypeScript projects, go check it out!
\ No newline at end of file
diff --git a/_posts/2023-09-26-navigating-the practical-challenges-faced-by-test-engineers.md b/_posts/2023-09-26-navigating-the-practical-challenges-faced-by-test-engineers.md
similarity index 100%
rename from _posts/2023-09-26-navigating-the practical-challenges-faced-by-test-engineers.md
rename to _posts/2023-09-26-navigating-the-practical-challenges-faced-by-test-engineers.md
diff --git a/_posts/2023-10-18-the-state-of-webassembly-2023.markdown b/_posts/2023-10-18-the-state-of-webassembly-2023.markdown
index cf38ae3e44..f53fabdb58 100644
--- a/_posts/2023-10-18-the-state-of-webassembly-2023.markdown
+++ b/_posts/2023-10-18-the-state-of-webassembly-2023.markdown
@@ -78,13 +78,15 @@ Considering that non-browser based usage of WebAssembly on the climb, it’s int
The survey asked _what are you using WebAssembly for at the moment?_, allowing people to select multiple options and add their own suggestions. Here are all of the responses, with ‘Other’ including everything that only has a single response:
-
+
-Web application development is still at the top, but the gap is closing. The following chart reveals the year-on-year trends:
+Web application development is still at the top, but the gap has closed a little. The following chart reveals the year-on-year trends:
-
+
-Serverless is continuing to rise, but perhaps the most notable shift is the use of WebAssembly as a plugin environment. Here are some real-world examples:
+NOTE: In the 2021 / 2022 surveys, 'Serverless' was the only option for back-end usage of wasm. In 2023 this has been split into two distinct categories, hence the dotted line for Serverless in the above chart. Combining the two options from 2023 would show a minor increase in back-end usage.
+
+The most notable shift is the use of WebAssembly as a plugin environment. Here are some real-world examples:
* Zellij is a developer-focussed terminal workspace that has a [WebAssembly plugin model](https://zellij.dev/news/new-plugin-system/)
* Microsoft Flight Simulator allows you to [write add-ons as wasm modules](https://docs.flightsimulator.com/html/Programming_Tools/WASM/WebAssembly.htm)
diff --git a/_posts/2023-10-19-tools-for-measuring-cloud-carbon-emissions.md b/_posts/2023-10-19-tools-for-measuring-cloud-carbon-emissions.md
new file mode 100644
index 0000000000..7ec513af29
--- /dev/null
+++ b/_posts/2023-10-19-tools-for-measuring-cloud-carbon-emissions.md
@@ -0,0 +1,110 @@
+---
+title: Tools for measuring Cloud Carbon Emissions
+date: 2023-10-19 00:00:00 Z
+categories:
+- dsmith
+- Cloud
+author: dsmith
+layout: default_post
+summary: In this post I'll discuss ways of estimating the emissions caused by your
+ Cloud workloads as a first step towards reaching your organisation's Net Zero goals.
+---
+
+# Introduction
+
+In my [previous blog post](https://blog.scottlogic.com/2022/04/07/cloud-sustainability-reach-net-zero.html) I discussed how migrating to the Cloud could help your organisation reach its Net Zero goals. I discussed how shifting your workloads away from on-premises data centres can reduce emissions by allowing you to leverage the expertise of cloud providers and their greater efficiency of scale. It should be noted this isn’t always clear cut - do consider how energy efficient your current hosting is and the [embodied carbon](https://blog.scottlogic.com/2023/09/28/embodied-carbon-from-software-development.html) of any hardware you’d be decommissioning.
+
+If you're using the Cloud there are many ways to optimise your infrastructure and applications to reduce emissions. A key part of optimisation is to first measure what you are trying to optimise. This allows you to identify where the biggest wins can be achieved and understand whether you are succeeding in your efforts over time.
+
+Luckily there are several tools available to help with measuring carbon emissions associated with your Cloud workloads. These are provided by the Cloud Service Providers (CSPs) and are also available from third-parties including Open Source tools. In this blog post I will discuss and evaluate these tools, their features, methodologies and limitations.
+
+
+## Understanding Carbon measurement
+
+Calculating emissions of Greenhouse Gasses (GHGs) is complicated and it is important that a consistent standard is used to allow meaningful comparisons between organisations. The most widely used standard is the [GHG protocol](https://ghgprotocol.org/) which is used by 90% of Fortune 500 companies to measure and report on their emissions. I’ll give a brief introduction to this standard to give some context to the methodologies used by carbon measurement tools but for a more comprehensive guide the [Green Software Foundation](https://greensoftware.foundation/) provides an excellent and free [training course](https://learn.greensoftware.foundation/).
+
+The [GHG Protocol](https://ghgprotocol.org/sites/default/files/standards/ghg-protocol-revised.pdf) defines three categories or “scopes” for your emissions. The first scope is for direct emissions i.e. “sources that are owned or controlled by the company” and the second is for “electricity indirect emissions” i.e. “electricity consumed by the company”. Taking GCP’s carbon reporting methodology as an example, they report scope one emissions resulting from diesel backup generators and scope two emissions resulting from electricity consumed from the local grid.
+
+There are two different ways to report scope two emissions, a “market-based” and “location-based” approach. Market-based reporting takes into account purchases of renewable energy whereas location-based metrics use the (typically average) intensity of the local grid where the electricity is consumed. For the purposes of understanding how you can reduce the impact of your workloads on overall GHG emissions a location-based metric is preferable. This metric tells you the raw amount of GHG emissions resulting from your workloads which you can then optimise.
+
+The final scope (scope three) is for “other indirect GHG emissions” which is an (optional) catch-all category for emissions which are “a consequence of the activities of the company, but occur from sources not owned or controlled by the company”. It is important to track cloud provider’s scope three emissions since these can constitute a large proportion of the emissions resulting from cloud workloads. This means tracking the emissions associated with the full hardware lifecycle for servers and networking equipment. This is often referred to as the “embodied carbon” for a piece of hardware. There are also scope three emissions related to operation of the data centres which can be harder to estimate such as embodied carbon in the building materials and employee commuting.
+
+It’s also worth noting that for your company, all the emissions of your cloud provider related to your activities would count as part of your scope three emissions. Ideally, we’d like our tooling to report on all three scopes to get the most complete picture.
+
+
+# Cloud Service Provider Tools
+
+## GCP: Carbon Footprint
+
+The GCP Carbon Footprint tool is available for all accounts and to any user that is granted the relevant [IAM permissions](https://cloud.google.com/carbon-footprint/docs/iam). There is a dedicated role to access the tool which is great because it allows you to give anyone access to emissions data without also having to also give them access to billing data.
+
+The Carbon Footprint tool shows a breakdown of emissions by GCP Project, Region and Product. It includes all three scopes of emissions and clearly states that a location-based approach is used to calculate scope two emissions. At time of writing GCP is [currently working](https://cloud.google.com/carbon-footprint/docs/methodology) on also making available market-based emissions data.
+
+The [methodology used to calculate emissions](https://cloud.google.com/carbon-footprint/docs/methodology) is made available and is an interesting read. Perhaps the most interesting part of their approach is that emissions are calculated on an hourly basis. This allows them to take into account the varying mix of energy sources in use in the local grid and match it with their hourly electricity load data. This should make the calculations more accurate. Although the data is matched on an hourly basis the dashboard updates monthly.
+
+
+## Azure: Impact Emissions Dashboard
+
+The Azure Impact Emissions Dashboard is based on Microsoft’s Power BI Pro. Unfortunately, it is only available to customers on a EA, Microsoft Customer Agreement or CSP. Since I don’t have access to an account with any of these agreements in place my evaluation has been limited to reviewing documentation and [demonstrations](https://www.microsoft.com/videoplayer/embed/RE5609f?WT.mc_id=industry_inproduct_solncenterSustainability) provided by Microsoft.
+
+The dashboard has a similar breakdown to the GCP tool and shows a breakdown of emissions by Azure Subscription, Region and Service. It also optionally includes scope three emissions and the methodology for calculating these is documented in a [white paper supplied by Microsoft](https://go.microsoft.com/fwlink/p/?linkid=2161861\&clcid=0x409\&culture=en-us\&country=us). While not explicitly stated, it appears that scope two emissions are calculated using a market-based approach. The dashboard updates on a monthly basis.
+
+
+## AWS: Customer Carbon Footprint Tool
+
+The AWS Customer Carbon Footprint tool is available for all accounts and to any user with the [relevant permissions](https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/what-is-ccft.html#ccft-gettingstarted-IAM). There isn’t a dedicated role like the one supplied by GCP but setting one up yourself would be fairly trivial. You can then make this role available to the required users to view the dashboard.
+
+You can see emissions over time with the tool, broken down by geography and service. The geographical breakdown is fairly coarse-grained and only shows geographical groupings such as AMER and EMEA rather than AWS Regions. The service breakdown only shows usage by EC2, Amazon Simple Storage Service (S3). Emissions for any other services are grouped together and presented as one number. It’s hard to see how these breakdowns could be used to drive meaningful optimisations but hopefully this is just the starting point and will be expanded as the tool evolves.
+
+The data for the tool is delayed by three months which is a significant limitation compared to the other tools discussed. Additionally the figures are rounded to the nearest point-one tons of CO2 equivalent GHG emissions. For context, according to the [US EPA](https://www.epa.gov/energy/greenhouse-gas-equivalencies-calculator) this rounding amount is equivalent to 233 miles driven by the average gasoline-powered passenger vehicle.
+
+For scope two emissions, only a market-based approach is available. The result of this is that in the console you won’t be able to see any usage which has been offset by the purchase of renewable energy. This could be fine for reporting purposes but is less useful if you’d like to optimise your infrastructure to reduce emissions. This is worth doing since even when investments in renewable energy have been made by the CSP their servers are still pulling power from a grid with non-zero carbon intensity.
+
+In terms of Scope three emissions, these are planned to be added to the dashboard for early 2024, this is a little behind the other companies who have had this data available since 2021.
+
+# Third-party tools
+
+## Cloud Carbon Footprint (CCF)
+
+Cloud Carbon Footprint is an open source tool which was originally developed by Thoughtworks. It uses Etsy’s [Cloud Jewels](https://www.etsy.com/codeascraft/cloud-jewels-estimating-kwh-in-the-cloud) approach to estimate the emissions associated with cloud workloads. This is done using the information provided by CSPs for the purposes of itemised billing. It supports AWS, GCP and Azure which means if you’re using more than one of these providers you can use a consistent approach for measuring emissions.
+
+The methodology is described in detail on the [CCF website](https://www.cloudcarbonfootprint.org/docs/methodology) but to summarise, the tool is able to use information about the energy consumed by different server hardware, the average emissions for a certain amount of energy on the local grid and your itemised usage to work out estimated emissions for your workloads. It also estimates the scope three emissions for server hardware by proportionally allocating the estimated embodied carbon based on your usage. The tool doesn’t currently estimate embodied carbon for networking hardware and also doesn’t include other scope three emissions which only cloud providers will have access to such as employee commutes.
+
+These figures aren’t exact but they can give an idea of emissions and as long as a consistent approach is used, relative improvements can be measured. The same approach can be used across different cloud providers and even [against on-premise](https://www.cloudcarbonfootprint.org/docs/on-premise) data centres giving a clearer picture of emissions across your IT estate.
+
+The tool shows breakdowns by region, account and service. This can help identify hotspots which should be addressed. For example, if most of your emissions are coming from storage then investing time into archiving, compressing or deleting data might yield good results. If certain accounts have high emissions then it may be beneficial to work with the teams which own those accounts to bring emissions down.
+
+To further assist with optimisation the tool hooks into recommendation APIs provided by CSPs. These APIs identify things like overprovisioned hardware and idle machines. CCF is able to take this information and work out which changes would provide the highest emissions savings.
+
+The data can be updated on a daily basis which is much more frequently than the CSP dashboards. This is useful for ongoing monitoring and optimisation of emissions since you should be able to notice if a specific change has resulted in a spike so it can be rolled-back or fixed.
+
+Setting up the tool is a bit more involved than using the built-in dashboards. Some infrastructure is required to connect data into the tool such as roles, reports and database tables.
+
+## Software as a Service (SaaS) solutions
+
+There are some SaaS solutions such as [Climatiq](https://www.climatiq.io/) and [Greenpixie](https://greenpixie.com/) which provide similar functionality to CCF but also take care of hosting. I haven’t evaluated these providers in depth but if deploying the solution is a deal-breaker these may be worth looking into.
+
+# Summary
+
+Each of the big three Cloud providers evaluated has their own tooling for measuring carbon emissions. These are of varying levels of maturity, robustness and transparency in terms of methodology. There are also third-party tools available which have their own benefits and trade-offs. This is a rapidly evolving space and each of these tools will likely evolve over the next few years so whichever approach you go with it’s worth regularly reviewing to see if better options are available.
+
+One further thing to consider if you use more than one Cloud provider - is how comparable are the figures across the different tools? It will likely be far more convenient (and more of an apples to apples comparison) if you use a cross Cloud solution like CCF. CCF also has the advantage of having a transparent open source methodology. For these reasons, it is the solution we have selected to measure Scott Logic’s own Cloud Carbon Footprint.
+
+For reference, I’ve prepared a comparison of the features of the different tooling which may be useful in choosing your preferred approach:
+
+| **GCP** | **Azure** | **AWS** | **CCF** | |
+| ----------------------------------------------------------------------------------------------------------- | ------------------------------------- | --------------------------------------------------------------------------------------------------------------- | --------------------------- | -------------------- |
+| 1, 2 and 3 | 1, 2 and 3 | 1 and 2\* | 1, 2 and 3 | **Scopes covered** |
+| Location-based \*\* | Market-based | Market-based | Location-based | **Scope 2 approach** |
+| Data centre operations, employee commutes and embodied emissions from data centre hardware and construction | Hardware lifecycle embodied emissions | N/A\* | Server embodied carbon | **Scope 3 approach** |
+| Monthly | Monthly | Monthly ([with 3 month delay](https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/ccft-overview.html)) | Daily | **Update frequency** |
+| Month | Month | Month | Day | **Granularity** |
+| Service, project and region | Service, subscription and region | Service\*\*\*, account and geography\*\*\*\* | Service, account and region | **Breakdowns** |
+
+\* Scope 3 emissions planned for AWS Cloud Carbon Footprint tool in early 2024.
+
+\*\* Market-based metrics planned for GCP Carbon Footprint although timelines are TBC.
+
+\*\*\* All services other than compute and storage are grouped into “other”.
+
+\*\*\*\* Geography refers to wider geographical areas such as AMER, APAC and EMEA.
diff --git a/_drafts/how-ai-can-improve-your-processes-without-actually-using-it.markdown b/_posts/2023-10-20-how-ai-can-improve-your-processes-without-actually-using-it.markdown
similarity index 79%
rename from _drafts/how-ai-can-improve-your-processes-without-actually-using-it.markdown
rename to _posts/2023-10-20-how-ai-can-improve-your-processes-without-actually-using-it.markdown
index ad4f9031a6..ed9a74b1ef 100644
--- a/_drafts/how-ai-can-improve-your-processes-without-actually-using-it.markdown
+++ b/_posts/2023-10-20-how-ai-can-improve-your-processes-without-actually-using-it.markdown
@@ -1,5 +1,5 @@
---
-title: How AI can improve your processes - without actually using it
+title: How AI can improve your processes – without actually using it
date: 2023-10-20 07:43:00 Z
categories:
- AI
@@ -7,31 +7,36 @@ tags:
- AI
summary: How talks on AI at the CMO Inspired Summit made me re-evaluate a Marketing
team's processes and objectives.
-author: Marghaid Howie
+author: mhowie
+image: "/uploads/How%20AI%20can%20improve%20processes.png"
---
This year at Scott Logic I’ve been caught up in all the talk around Generative AI technologies: how they work, the opportunities, the risks and how to mitigate them. Attending the CMO Summit in SW London this week was my first opportunity to genuinely think about it as a potential user, and consider how it could help my Marketing & Communications team.
-Jason Bradbury (of ‘The Gadget Show’ fame - at least for people of my age!) gave a highly engaging talk on AI, complete with many references to Back To The Future and hoverboards. Leaders from WPP then gave some practical advice to consider all of your current tasks and processes, what level of automation and emotion goes into them, and where AI could potentially help you do them more efficiently.
+Jason Bradbury (of ‘The Gadget Show’ fame – at least for people of my age!) gave a highly engaging talk on AI, complete with many references to Back To The Future and hoverboards. Leaders from WPP then gave some practical advice to consider all of your current tasks and processes, what level of automation and emotion goes into them, and where AI could potentially help you do them more efficiently.
-That in itself is a very useful exercise that you might not do - at least not with the same vehemence - if you weren’t considering investing in a new technology.
+That in itself is a very useful exercise that you might not do – at least not with the same vehemence – if you weren’t considering investing in a new technology.
As I mentally started working my way through the tasks that my team performs, I found myself evaluating our processes in an entirely new light:
* How much value do we really add by interrogating the data to identify trends, that the data itself does not show?
-* How could we make some of our highly skilled tasks such as brand copywriting and design - which rely on years of practice and experience to perfect - more mimicable if not entirely replicable?
+
+* How could we make some of our highly skilled tasks such as brand copywriting and design – which rely on years of practice and experience to perfect – more mimicable if not entirely replicable?
+
* How do we quantify and explain the level of sentiment or empathy that goes into areas like internal communications? Could a more scientific explanation help us engage stakeholders if not outsource it to AI?
The inspirational AI talks were followed by less exciting but much more practical talks by leaders of the marketing world. As I listened to their talks on topics including marketing as a growth enabler and content strategy, I realised that I was applying the same evaluation to those areas too:
-Marketing & Communications are areas that everybody thinks they can do to some extent, because everybody can write an email and post on social media, right?! It can be hard to quantify to colleagues in other areas of the business the value that your team adds, and get them to appreciate your team’s skills and experience.
+Marketing & Communications are areas that everybody thinks they can do to some extent, because everybody can write an email and post on social media, right?! It can be hard to quantify to colleagues in other areas of the business the value that your team adds, and get them to appreciate your team’s skills and experience.
-If I were to evaluate all of the tasks that go into content marketing, using the same scale WPP shared in their talk, which of them could be turned into a series of data inputs and prompts for an AI to take care of?
+If I were to evaluate all of the tasks that go into content marketing, using the same scale WPP shared in their talk, which of them could be turned into a series of data inputs and prompts for an AI to take care of?
There are the obvious ones, such as market research to identify topics where:
1. There is a growing interest among our target audience,
+
2. There is a lack of high quality content, and
+
3. Scott Logic can make a valuable contribution.
An AI tool could in theory be trained to monitor search trends and results, and cross reference that with a list of Scott Logic’s areas of expertise.
@@ -40,6 +45,6 @@ However, could it do the next part, which involves identifying an internal SME,
Nevertheless, it has made me re-evaluate not only our processes but also our internal stakeholder engagement, which is one of the most challenging areas of Marketing & Communications. Could we explain the value that the function creates in terms of inputs you **could** feasibly give an AI and outputs you **couldn’t**?
-In an environment where Marketing & Communications feel under pressure to show its value as a strategic function, it’s easy to fall into the trap of obsessing over metrics like the number of leads, visits, impressions etc. When you think about it, these are outputs that an AI tool could generate: bots can get you web traffic and form fills, and most advertising platforms now offer AI assisted optimisers. Could we do ourselves more of a favour by reporting on the more human outcomes, such as a white paper written by a senior leader that has provided practical advice while staying true to our brand?
+In an environment where Marketing & Communications feel under pressure to show its value as a strategic function, it’s easy to fall into the trap of obsessing over metrics like the number of leads, visits, impressions etc. When you think about it, these are outputs that an AI tool could generate: bots can get you web traffic and form fills, and most advertising platforms now offer AI-assisted optimisers. Could we do ourselves more of a favour by reporting on the more human outcomes, such as a white paper written by a senior leader that has provided practical advice while staying true to our brand?
-In short, while I haven’t identified any tasks that I can hand over to AI today, the thought process has made me evaluate our processes in a new and incredibly valuable way. I’d like to thank the CMO Summit organisers and speakers for a thoroughly thought provoking day.
\ No newline at end of file
+In short, while I haven’t identified any tasks that I can hand over to AI today, the thought process has made me evaluate our processes in a new and incredibly valuable way. I’d like to thank the CMO Summit organisers and speakers for a thoroughly thought-provoking day.
\ No newline at end of file
diff --git a/_posts/2023-10-23-building_scottbot_an_ai_chatbot_for_scott_logic.markdown b/_posts/2023-10-23-building_scottbot_an_ai_chatbot_for_scott_logic.markdown
new file mode 100644
index 0000000000..535bac3708
--- /dev/null
+++ b/_posts/2023-10-23-building_scottbot_an_ai_chatbot_for_scott_logic.markdown
@@ -0,0 +1,88 @@
+---
+title: 'Building Scottbot: an AI Chatbot for Scott Logic'
+date: 2023-10-23 14:00:00 Z
+categories:
+- dscarborough
+- Artificial Intelligence
+tags:
+- Testing
+- LLM
+- Artificial Intelligence
+- LangChain
+- Blog
+- GPT
+summary: Teething troubles with our nascent chatbot
+author: dscarborough
+image: "/uploads/Scottbot%20tn.png"
+---
+
+## **The Idea**
+Even before all the buzz and excitement of ChatGPT, we had been [experimenting with AI]({{ site.github.url }}/category/ai.html). However, like many others, we have recently dialled up our applied AI Research and Development. After developing the [proof-of-concept chatbot for a major retail bank]({{ site.github.url }}/2023/07/26/how-we-de-risked-a-genai-chatbot.html), we decided to turn our focus inward and develop an AI assistant specifically for our own company’s use.
+
+In doing so, we wanted to learn the benefits, limitations and risks of integrating Large Language Models (LLMs) with other internal systems, while also creating a useful tool for Scott Logic employees. Thus, Scottbot was born!
+
+## **The Architecture**
+While the banking chatbot combined an LLM with a Knowledge Graph and custom orchestration in Python, we’ve used other technologies for Scottbot. We opted for a more lightweight approach, utilising LangChain for natural language capabilities and vector database technology for knowledge storage and retrieval. We also decided to integrate Scottbot with Microsoft Teams to make it easy for people to use alongside their day-to-day Teams conversations with colleagues.
+
+[LangChain]({{ site.github.url }}/2023/05/04/langchain-mini.html) allowed us to bootstrap conversational abilities rapidly and in a potentially flexible manner. While we could have used an LLM directly, we were initially unsure which one would give the best results for this use case and so we wanted some abstraction from the underlying model. LangChain provided a single uniform interface under which several different LLMs could be plugged in, allowing us a degree of future flexibility. Our first choice was to go with GPT 3.5 Turbo from OpenAI, but we are exploring and experimenting with different LLMs that offer different performance vs cost trade-offs (watch this space for a separate blog on that topic in the future!).
+
+## **The Brief**
+The remit was to produce a chatbot that employees would find useful – initially by answering questions about our company, but we have lofty goals for what it can do for employees in the future. It’s important to note before we proceed that this is all for internal Scott Logic use cases and isn’t being used on anything sensitive or client related.
+
+To start with, we decided to plug several data sources and tools into the back end for the LLM to use, should it see fit. These were:
+
+* Google search tool
+* DuckDuckGo search tool
+* Wikipedia data source
+* Calculator tool (LLMs are notoriously bad at calculations)
+* Scott Logic Confluence data source (non-sensitive parts), provided in the form of
+a vector database
+
+We tagged each tool with a description so that the LLM-powered agent could decide which was the appropriate tool to use, and we primed the bot with a “system prompt” to give it a sense of overall context. This system prompt took the form of a set of behavioural instructions, written in English, which affects the overall behaviour of the system:
+
+> *"Scott Logic is a software company. You are part of the Scott Logic organization, and all your users are Scott Logic employees and are your colleagues. If the users do not provide context, assume questions relate to Scott Logic and try to retrieve it from Scott Logic's Confluence pages. Always cite all of the Scott Logic Confluence sources. Only use the Scott Logic Confluence pages for information about Scott Logic."*
+
+Scottbot now had its raison d'être.
+
+## **The Demo**
+In August, one of the key members of the team, Gokberk, presented the alpha version of Scottbot at NatWest as part of our Open-Source London series – see the video below for a demo of the early version.
+[](http://www.youtube.com/watch?v=hzjm2mPI9qQ "Scottbot Open-Source London")
+
+## **The Excitement**
+We released this alpha version of the system to a limited set of individuals. The initial response was very favourable. People could type in general queries and the bot would use Google, or DuckDuckGo if the user expressed concerns about privacy, and return reasonable results. Sometimes the tool would not even feel the need to search and produce a perfectly satisfactory answer on its own, purely from its innate training. When asked about Scott Logic, the bot would usually resort to the vector database and produce a reasonably relevant response.
+
+Unfortunately, our initial excitement was short-lived!
+
+## **The Frustration**
+It soon started to become clear that Scottbot was unable to answer certain questions about Scott Logic, even though we knew that the answers to those questions were clearly in the Confluence pages. Moreover, the bot was inconsistent, sometimes getting the right answer but sometimes preferring to invent an answer without referring to the Confluence tool at all. These “hallucinations” are a notorious feature of LLM behaviour – and going back to the [retail banking chatbot]({{ site.github.url }}/2023/07/26/how-we-de-risked-a-genai-chatbot.html) – were avoided through the use of a conversational ontology powered by a Knowledge Graph.
+
+We needed an alternative approach to reduce the risk of hallucinations as trying to rely on a fixed version of the LLM with the temperature set to zero wasn’t cutting it (for "temperature", read “creativity" in this context). Crucial to this alternative approach may be the ability to control the seed value (something you do have control over with self-hosted Open Source LLMs) – this is something we are aiming to validate in the near future.
+
+We tried changing certain parameters, processing the Confluence pages in a different way, and a few other things, but it soon became evident that improving something would break something else, and our subjective view of its performance was insufficient. It had become a frustrating game of “whack-a-mole” with no magic bullet that would just make things better.
+
+## **The Testing Framework**
+This nondeterministic behaviour created challenges for testing the performance of Scottbot (as it does for most LLM-based applications). We knew we needed to get more formal about the measurement of performance, but this was going to need a novel approach. So, we set about creating a test framework (a separate blog on this is coming soon) and populated it with some model questions and answers. Our framework would feed in the question, retrieve the answer and then use another LLM to decide whether that answer was similar to what was expected.
+
+We also produced a second, more conventional type of test, where we would provide a question and a string that the bot’s answer should contain – for instance, a link to a Confluence page when asked about a Scott Logic topic. This second type of test would be cheaper to run as the output would not need to be “marked” by another LLM.
+
+At this point, we had a baseline. There was some variability in the pass rate from run to run, but that was in the region of 5%. Our overall pass rate was about 65%, and it was always the same tests that would flip between pass and failure.
+
+## **The Improvement**
+Once we had our baseline, we started to get a consistent view of the class of question the bot was having difficulty answering. We looked at the Confluence pages involved and spotted a common theme, which allowed us to make a specific improvement to the way the Confluence pages were ingested. We now have other types of question that the bot struggles to answer, and we have a pipeline of work off the back of this.
+
+## **The Future**
+We intend to improve the quality of Scottbot in the short term by:
+
+* Trying different LLMs in the backend
+* Experimenting with multiple LLM invocations to produce a single answer
+* Processing the Confluence data in a number of different ways
+ * Ingesting the data in larger chunks to retain more context.
+ * Ingesting the data in different formats to answer different types of questions. Some questions may demand a very specific answer, but others may entail listing all the pages that fulfil a set of criteria.
+ * Weighting the pages by metrics, such as the number of views or edits, the date of the last edit or even who the author is.
+
+There will no doubt remain questions Scottbot cannot answer and so we’ll need to make a subjective judgement as to when it has achieved a sufficient level of quality. At that point, we’ll start to investigate pulling in data from other sources, such as our sales pipeline documents (pdfs on shared drives), Kimble, and Salesforce.
+
+Ultimately, we’d really like Scottbot to be able to help with filling in timesheets or helping with travel requests and expense claims. But we have a bit more to do on the basics before we can get to that level of sophistication. We are also aware that this area is evolving rapidly, and we are fully prepared to throw away parts of what we have built as new solutions come on the market – both open source and proprietary, like Microsoft Co-Pilot. But we see value in more deeply understanding this technology (and how it integrates into other tech) ourselves and managing some of the risks of allowing our employees to use this technology day to day.
+
+## **Postscript**
+One other maxim that this project has resurrected is "Garbage in, garbage out". It's clear that our Confluence needs a little maintenance, and while changing the inputs to improve our pass rate would be somewhat underhand, the bot has highlighted some of the areas where one of our most important data assets is in need of some polish.
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index 0000000000..10645a8991
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diff --git a/dscarborough/atom.xml b/dscarborough/atom.xml
new file mode 100644
index 0000000000..f0ee23459a
--- /dev/null
+++ b/dscarborough/atom.xml
@@ -0,0 +1,5 @@
+---
+author: dscarborough
+layout: atom_feed
+---
+
diff --git a/dscarborough/feed.xml b/dscarborough/feed.xml
new file mode 100644
index 0000000000..8f333b0e47
--- /dev/null
+++ b/dscarborough/feed.xml
@@ -0,0 +1,5 @@
+---
+author: dscarborough
+layout: rss_feed
+---
+
diff --git a/dscarborough/index.html b/dscarborough/index.html
new file mode 100644
index 0000000000..aa86d8e47f
--- /dev/null
+++ b/dscarborough/index.html
@@ -0,0 +1,6 @@
+---
+title: Dan Scarborough
+author: dscarborough
+layout: default_author
+---
+
diff --git a/dscarborough/picture.png b/dscarborough/picture.png
new file mode 100644
index 0000000000..61770c7cdb
Binary files /dev/null and b/dscarborough/picture.png differ
diff --git a/dsmith/_posts/.spelling b/dsmith/_posts/.spelling
index acb5087e61..4888a38881 100644
--- a/dsmith/_posts/.spelling
+++ b/dsmith/_posts/.spelling
@@ -4,6 +4,14 @@
# one word per line, to define a file override use ' - filename'
# where filename is relative to this configuration file
CloudTrail
+CSPs
+GHGs
+Thoughtworks
+Etsy
+overprovisioned
+SaaS
+Climatiq
+Greenpixie
- dsmith/_posts/2016-11-22-using-rally-to-benchmark-elasticsearch.md
Mitterdorfer
- dsmith/_posts/2017-01-10-consumer-driven-contracts-using-pact.md
diff --git a/package-lock.json b/package-lock.json
index 20ddaea490..d6e403bc9a 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -13,10 +13,14 @@
"foundation-sites": "6.4.2"
},
"devDependencies": {
+ "glob": "^7.2.0",
+ "glob-promise": "^4.2.2",
"globby": "^7.1.1",
"gray-matter": "^3.1.1",
"js-yaml": "^3.10.0",
"markdown-spellcheck": "^1.3.1",
+ "markdown-to-txt": "^2.0.0",
+ "node-fetch": "^2.6.6",
"node-sass": "^7.0.3",
"uglify-js": "^2.6.2"
}
@@ -101,6 +105,22 @@
"node": ">= 6"
}
},
+ "node_modules/@types/glob": {
+ "version": "7.2.0",
+ "resolved": "https://registry.npmjs.org/@types/glob/-/glob-7.2.0.tgz",
+ "integrity": "sha512-ZUxbzKl0IfJILTS6t7ip5fQQM/J3TJYubDm3nMbgubNNYS62eXeUpoLUC8/7fJNiFYHTrGPQn7hspDUzIHX3UA==",
+ "dev": true,
+ "dependencies": {
+ "@types/minimatch": "*",
+ "@types/node": "*"
+ }
+ },
+ "node_modules/@types/minimatch": {
+ "version": "5.1.2",
+ "resolved": "https://registry.npmjs.org/@types/minimatch/-/minimatch-5.1.2.tgz",
+ "integrity": "sha512-K0VQKziLUWkVKiRVrx4a40iPaxTUefQmjtkQofBkYRcoaaL/8rhwDWww9qWbrgicNOgnpIsMxyNIUM4+n6dUIA==",
+ "dev": true
+ },
"node_modules/@types/minimist": {
"version": "1.2.2",
"resolved": "https://registry.npmjs.org/@types/minimist/-/minimist-1.2.2.tgz",
@@ -108,6 +128,15 @@
"dev": true,
"license": "MIT"
},
+ "node_modules/@types/node": {
+ "version": "20.8.7",
+ "resolved": "https://registry.npmjs.org/@types/node/-/node-20.8.7.tgz",
+ "integrity": "sha512-21TKHHh3eUHIi2MloeptJWALuCu5H7HQTdTrWIFReA8ad+aggoX+lRes3ex7/FtpC+sVUpFMQ+QTfYr74mruiQ==",
+ "dev": true,
+ "dependencies": {
+ "undici-types": "~5.25.1"
+ }
+ },
"node_modules/@types/normalize-package-data": {
"version": "2.4.1",
"resolved": "https://registry.npmjs.org/@types/normalize-package-data/-/normalize-package-data-2.4.1.tgz",
@@ -1297,6 +1326,25 @@
"url": "https://github.com/sponsors/isaacs"
}
},
+ "node_modules/glob-promise": {
+ "version": "4.2.2",
+ "resolved": "https://registry.npmjs.org/glob-promise/-/glob-promise-4.2.2.tgz",
+ "integrity": "sha512-xcUzJ8NWN5bktoTIX7eOclO1Npxd/dyVqUJxlLIDasT4C7KZyqlPIwkdJ0Ypiy3p2ZKahTjK4M9uC3sNSfNMzw==",
+ "dev": true,
+ "dependencies": {
+ "@types/glob": "^7.1.3"
+ },
+ "engines": {
+ "node": ">=12"
+ },
+ "funding": {
+ "type": "individual",
+ "url": "https://github.com/sponsors/ahmadnassri"
+ },
+ "peerDependencies": {
+ "glob": "^7.1.6"
+ }
+ },
"node_modules/globby": {
"version": "7.1.1",
"resolved": "https://registry.npmjs.org/globby/-/globby-7.1.1.tgz",
@@ -2075,6 +2123,18 @@
"dev": true,
"license": "MIT"
},
+ "node_modules/lodash.escape": {
+ "version": "4.0.1",
+ "resolved": "https://registry.npmjs.org/lodash.escape/-/lodash.escape-4.0.1.tgz",
+ "integrity": "sha512-nXEOnb/jK9g0DYMr1/Xvq6l5xMD7GDG55+GSYIYmS0G4tBk/hURD4JR9WCavs04t33WmJx9kCyp9vJ+mr4BOUw==",
+ "dev": true
+ },
+ "node_modules/lodash.unescape": {
+ "version": "4.0.1",
+ "resolved": "https://registry.npmjs.org/lodash.unescape/-/lodash.unescape-4.0.1.tgz",
+ "integrity": "sha512-DhhGRshNS1aX6s5YdBE3njCCouPgnG29ebyHvImlZzXZf2SHgt+J08DHgytTPnpywNbO1Y8mNUFyQuIDBq2JZg==",
+ "dev": true
+ },
"node_modules/lolex": {
"version": "1.3.2",
"resolved": "https://registry.npmjs.org/lolex/-/lolex-1.3.2.tgz",
@@ -2194,6 +2254,29 @@
"node": ">=0.10.0"
}
},
+ "node_modules/markdown-to-txt": {
+ "version": "2.0.1",
+ "resolved": "https://registry.npmjs.org/markdown-to-txt/-/markdown-to-txt-2.0.1.tgz",
+ "integrity": "sha512-Hsj7KTN8k1gutlLum3vosHwVZGnv8/cbYKWVkUyo/D1rzOYddbDesILebRfOsaVfjIBJank/AVOySBlHAYqfZw==",
+ "dev": true,
+ "dependencies": {
+ "lodash.escape": "^4.0.1",
+ "lodash.unescape": "^4.0.1",
+ "marked": "^4.0.14"
+ }
+ },
+ "node_modules/markdown-to-txt/node_modules/marked": {
+ "version": "4.3.0",
+ "resolved": "https://registry.npmjs.org/marked/-/marked-4.3.0.tgz",
+ "integrity": "sha512-PRsaiG84bK+AMvxziE/lCFss8juXjNaWzVbN5tXAm4XjeaS9NAHhop+PjQxz2A9h8Q4M/xGmzP8vqNwy6JeK0A==",
+ "dev": true,
+ "bin": {
+ "marked": "bin/marked.js"
+ },
+ "engines": {
+ "node": ">= 12"
+ }
+ },
"node_modules/marked": {
"version": "0.3.19",
"resolved": "https://registry.npmjs.org/marked/-/marked-0.3.19.tgz",
@@ -2453,6 +2536,26 @@
"node": ">= 0.6"
}
},
+ "node_modules/node-fetch": {
+ "version": "2.7.0",
+ "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.7.0.tgz",
+ "integrity": "sha512-c4FRfUm/dbcWZ7U+1Wq0AwCyFL+3nt2bEw05wfxSz+DWpWsitgmSgYmy2dQdWyKC1694ELPqMs/YzUSNozLt8A==",
+ "dev": true,
+ "dependencies": {
+ "whatwg-url": "^5.0.0"
+ },
+ "engines": {
+ "node": "4.x || >=6.0.0"
+ },
+ "peerDependencies": {
+ "encoding": "^0.1.0"
+ },
+ "peerDependenciesMeta": {
+ "encoding": {
+ "optional": true
+ }
+ }
+ },
"node_modules/node-gyp": {
"version": "8.4.1",
"resolved": "https://registry.npmjs.org/node-gyp/-/node-gyp-8.4.1.tgz",
@@ -3766,6 +3869,12 @@
"node": ">=0.8"
}
},
+ "node_modules/tr46": {
+ "version": "0.0.3",
+ "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
+ "integrity": "sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw==",
+ "dev": true
+ },
"node_modules/trim-newlines": {
"version": "3.0.1",
"resolved": "https://registry.npmjs.org/trim-newlines/-/trim-newlines-3.0.1.tgz",
@@ -3854,6 +3963,12 @@
"license": "MIT",
"optional": true
},
+ "node_modules/undici-types": {
+ "version": "5.25.3",
+ "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-5.25.3.tgz",
+ "integrity": "sha512-Ga1jfYwRn7+cP9v8auvEXN1rX3sWqlayd4HP7OKk4mZWylEmu3KzXDUGrQUN6Ol7qo1gPvB2e5gX6udnyEPgdA==",
+ "dev": true
+ },
"node_modules/unique-concat": {
"version": "0.2.2",
"resolved": "https://registry.npmjs.org/unique-concat/-/unique-concat-0.2.2.tgz",
@@ -3965,12 +4080,28 @@
],
"license": "MIT"
},
+ "node_modules/webidl-conversions": {
+ "version": "3.0.1",
+ "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
+ "integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ==",
+ "dev": true
+ },
"node_modules/what-input": {
"version": "4.3.1",
"resolved": "https://registry.npmjs.org/what-input/-/what-input-4.3.1.tgz",
"integrity": "sha512-7KD71RWNRWI9M08shZ8+n/2UjO5amwsG9PMSXWz0iIlH8H2DVbHE8Z2tW1RqQa0kIwdeqdUIffFz7crDfkcbAw==",
"license": "MIT"
},
+ "node_modules/whatwg-url": {
+ "version": "5.0.0",
+ "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
+ "integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
+ "dev": true,
+ "dependencies": {
+ "tr46": "~0.0.3",
+ "webidl-conversions": "^3.0.0"
+ }
+ },
"node_modules/which": {
"version": "2.0.2",
"resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
@@ -4162,12 +4293,37 @@
"integrity": "sha512-RbzJvlNzmRq5c3O09UipeuXno4tA1FE6ikOjxZK0tuxVv3412l64l5t1W5pj4+rJq9vpkm/kwiR07aZXnsKPxw==",
"dev": true
},
+ "@types/glob": {
+ "version": "7.2.0",
+ "resolved": "https://registry.npmjs.org/@types/glob/-/glob-7.2.0.tgz",
+ "integrity": "sha512-ZUxbzKl0IfJILTS6t7ip5fQQM/J3TJYubDm3nMbgubNNYS62eXeUpoLUC8/7fJNiFYHTrGPQn7hspDUzIHX3UA==",
+ "dev": true,
+ "requires": {
+ "@types/minimatch": "*",
+ "@types/node": "*"
+ }
+ },
+ "@types/minimatch": {
+ "version": "5.1.2",
+ "resolved": "https://registry.npmjs.org/@types/minimatch/-/minimatch-5.1.2.tgz",
+ "integrity": "sha512-K0VQKziLUWkVKiRVrx4a40iPaxTUefQmjtkQofBkYRcoaaL/8rhwDWww9qWbrgicNOgnpIsMxyNIUM4+n6dUIA==",
+ "dev": true
+ },
"@types/minimist": {
"version": "1.2.2",
"resolved": "https://registry.npmjs.org/@types/minimist/-/minimist-1.2.2.tgz",
"integrity": "sha512-jhuKLIRrhvCPLqwPcx6INqmKeiA5EWrsCOPhrlFSrbrmU4ZMPjj5Ul/oLCMDO98XRUIwVm78xICz4EPCektzeQ==",
"dev": true
},
+ "@types/node": {
+ "version": "20.8.7",
+ "resolved": "https://registry.npmjs.org/@types/node/-/node-20.8.7.tgz",
+ "integrity": "sha512-21TKHHh3eUHIi2MloeptJWALuCu5H7HQTdTrWIFReA8ad+aggoX+lRes3ex7/FtpC+sVUpFMQ+QTfYr74mruiQ==",
+ "dev": true,
+ "requires": {
+ "undici-types": "~5.25.1"
+ }
+ },
"@types/normalize-package-data": {
"version": "2.4.1",
"resolved": "https://registry.npmjs.org/@types/normalize-package-data/-/normalize-package-data-2.4.1.tgz",
@@ -5040,6 +5196,15 @@
"path-is-absolute": "^1.0.0"
}
},
+ "glob-promise": {
+ "version": "4.2.2",
+ "resolved": "https://registry.npmjs.org/glob-promise/-/glob-promise-4.2.2.tgz",
+ "integrity": "sha512-xcUzJ8NWN5bktoTIX7eOclO1Npxd/dyVqUJxlLIDasT4C7KZyqlPIwkdJ0Ypiy3p2ZKahTjK4M9uC3sNSfNMzw==",
+ "dev": true,
+ "requires": {
+ "@types/glob": "^7.1.3"
+ }
+ },
"globby": {
"version": "7.1.1",
"resolved": "https://registry.npmjs.org/globby/-/globby-7.1.1.tgz",
@@ -5615,6 +5780,18 @@
"integrity": "sha512-v2kDEe57lecTulaDIuNTPy3Ry4gLGJ6Z1O3vE1krgXZNrsQ+LFTGHVxVjcXPs17LhbZVGedAJv8XZ1tvj5FvSg==",
"dev": true
},
+ "lodash.escape": {
+ "version": "4.0.1",
+ "resolved": "https://registry.npmjs.org/lodash.escape/-/lodash.escape-4.0.1.tgz",
+ "integrity": "sha512-nXEOnb/jK9g0DYMr1/Xvq6l5xMD7GDG55+GSYIYmS0G4tBk/hURD4JR9WCavs04t33WmJx9kCyp9vJ+mr4BOUw==",
+ "dev": true
+ },
+ "lodash.unescape": {
+ "version": "4.0.1",
+ "resolved": "https://registry.npmjs.org/lodash.unescape/-/lodash.unescape-4.0.1.tgz",
+ "integrity": "sha512-DhhGRshNS1aX6s5YdBE3njCCouPgnG29ebyHvImlZzXZf2SHgt+J08DHgytTPnpywNbO1Y8mNUFyQuIDBq2JZg==",
+ "dev": true
+ },
"lolex": {
"version": "1.3.2",
"resolved": "https://registry.npmjs.org/lolex/-/lolex-1.3.2.tgz",
@@ -5705,6 +5882,25 @@
}
}
},
+ "markdown-to-txt": {
+ "version": "2.0.1",
+ "resolved": "https://registry.npmjs.org/markdown-to-txt/-/markdown-to-txt-2.0.1.tgz",
+ "integrity": "sha512-Hsj7KTN8k1gutlLum3vosHwVZGnv8/cbYKWVkUyo/D1rzOYddbDesILebRfOsaVfjIBJank/AVOySBlHAYqfZw==",
+ "dev": true,
+ "requires": {
+ "lodash.escape": "^4.0.1",
+ "lodash.unescape": "^4.0.1",
+ "marked": "^4.0.14"
+ },
+ "dependencies": {
+ "marked": {
+ "version": "4.3.0",
+ "resolved": "https://registry.npmjs.org/marked/-/marked-4.3.0.tgz",
+ "integrity": "sha512-PRsaiG84bK+AMvxziE/lCFss8juXjNaWzVbN5tXAm4XjeaS9NAHhop+PjQxz2A9h8Q4M/xGmzP8vqNwy6JeK0A==",
+ "dev": true
+ }
+ }
+ },
"marked": {
"version": "0.3.19",
"resolved": "https://registry.npmjs.org/marked/-/marked-0.3.19.tgz",
@@ -5883,6 +6079,15 @@
"integrity": "sha512-+EUsqGPLsM+j/zdChZjsnX51g4XrHFOIXwfnCVPGlQk/k5giakcKsuxCObBRu6DSm9opw/O6slWbJdghQM4bBg==",
"dev": true
},
+ "node-fetch": {
+ "version": "2.7.0",
+ "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.7.0.tgz",
+ "integrity": "sha512-c4FRfUm/dbcWZ7U+1Wq0AwCyFL+3nt2bEw05wfxSz+DWpWsitgmSgYmy2dQdWyKC1694ELPqMs/YzUSNozLt8A==",
+ "dev": true,
+ "requires": {
+ "whatwg-url": "^5.0.0"
+ }
+ },
"node-gyp": {
"version": "8.4.1",
"resolved": "https://registry.npmjs.org/node-gyp/-/node-gyp-8.4.1.tgz",
@@ -6821,6 +7026,12 @@
"punycode": "^2.1.1"
}
},
+ "tr46": {
+ "version": "0.0.3",
+ "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
+ "integrity": "sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw==",
+ "dev": true
+ },
"trim-newlines": {
"version": "3.0.1",
"resolved": "https://registry.npmjs.org/trim-newlines/-/trim-newlines-3.0.1.tgz",
@@ -6881,6 +7092,12 @@
"dev": true,
"optional": true
},
+ "undici-types": {
+ "version": "5.25.3",
+ "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-5.25.3.tgz",
+ "integrity": "sha512-Ga1jfYwRn7+cP9v8auvEXN1rX3sWqlayd4HP7OKk4mZWylEmu3KzXDUGrQUN6Ol7qo1gPvB2e5gX6udnyEPgdA==",
+ "dev": true
+ },
"unique-concat": {
"version": "0.2.2",
"resolved": "https://registry.npmjs.org/unique-concat/-/unique-concat-0.2.2.tgz",
@@ -6975,11 +7192,27 @@
}
}
},
+ "webidl-conversions": {
+ "version": "3.0.1",
+ "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
+ "integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ==",
+ "dev": true
+ },
"what-input": {
"version": "4.3.1",
"resolved": "https://registry.npmjs.org/what-input/-/what-input-4.3.1.tgz",
"integrity": "sha512-7KD71RWNRWI9M08shZ8+n/2UjO5amwsG9PMSXWz0iIlH8H2DVbHE8Z2tW1RqQa0kIwdeqdUIffFz7crDfkcbAw=="
},
+ "whatwg-url": {
+ "version": "5.0.0",
+ "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
+ "integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
+ "dev": true,
+ "requires": {
+ "tr46": "~0.0.3",
+ "webidl-conversions": "^3.0.0"
+ }
+ },
"which": {
"version": "2.0.2",
"resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
diff --git a/package.json b/package.json
index c43188aed1..8c61686a00 100644
--- a/package.json
+++ b/package.json
@@ -9,10 +9,14 @@
"foundation-sites": "6.4.2"
},
"devDependencies": {
+ "glob": "^7.2.0",
+ "glob-promise": "^4.2.2",
"globby": "^7.1.1",
"gray-matter": "^3.1.1",
"js-yaml": "^3.10.0",
"markdown-spellcheck": "^1.3.1",
+ "markdown-to-txt": "^2.0.0",
+ "node-fetch": "^2.6.6",
"node-sass": "^7.0.3",
"uglify-js": "^2.6.2"
},
@@ -25,6 +29,8 @@
},
"scripts": {
"test": "node lintPosts.js",
+ "compute-embeddings": "node scripts/generate-related/compute-embeddings.js",
+ "generate-related": "node scripts/generate-related/blog-metadata.js",
"spellcheck": "mdspell \"**/ceberhardt/_posts/*.md\" --en-gb -a -n -x -t",
"style": "node-sass --omit-source-map-url --include --include-path=node_modules/cookieconsent/build/ --include-path=node_modules/foundation-sites/scss/ --output-style=compressed scss/style.scss style.css",
"scripts": "uglifyjs scripts/initialise-menu.js scripts/jquery-1.9.1.js scripts/jquery.jscroll-2.2.4.js scripts/load-clap-count.js scripts/elapsed.js scripts/graft-studio/header-scroll.js scripts/graft-studio/jquery.mmenu.all.js scripts/graft-studio/jquery.matchHeight.js scripts/load-google-tag-manager.js node_modules/applause-button/dist/applause-button.js node_modules/cookieconsent/build/cookieconsent.min.js -o script.js"
diff --git a/scripts/generate-related/blog-metadata.js b/scripts/generate-related/blog-metadata.js
new file mode 100644
index 0000000000..20e96ab6a5
--- /dev/null
+++ b/scripts/generate-related/blog-metadata.js
@@ -0,0 +1,56 @@
+const fs = require("fs");
+
+(() =>{
+ var data = [];
+ // read all files from the folder
+ const folder = "./scripts/generate-related/data/";
+ const files = fs.readdirSync(folder);
+ const output = [];
+
+ files.forEach((file) => {
+ const content = fs.readFileSync(folder + file, "utf8");
+ data.push({
+ file,
+ data: JSON.parse(content),
+ });
+ });
+
+ data.forEach((d, i) => {
+ const neighbours = data.filter((_, j) => i !== j);
+ const distances = neighbours.map((n) => ({
+ item: n,
+ distance: computeDistance(d.data, n.data),
+ }));
+ const sortedDistances = distances.sort((a, b) => a.distance - b.distance);
+
+ output.push(`${filenameToUrl(d.file)}:\r\n - ${filenameToUrl(sortedDistances[0].item.file)}\r\n - ${filenameToUrl(sortedDistances[1].item.file)}`);
+ });
+
+ fs.writeFileSync("./_data/related.yml", output.join("\r\n"));
+}) ();
+
+function computeDistance(arr1, arr2) {
+ let distance = 0;
+ for (let i = 0; i < arr1.length; i++) {
+ distance += Math.pow(arr1[i] - arr2[i], 2);
+ }
+ return Math.sqrt(distance);
+}
+
+function filenameToUrl(filename) {
+ const year = filename.split("-")[0];
+ const month = filename.split("-")[1];
+ const day = filename.split("-")[2];
+
+ if(filename.endsWith("html")) {
+ const name = filename.substring(11, filename.length);
+
+ return `/${year}/${month}/${day}/${name}`;
+ }
+
+ const name = filename.endsWith("md")
+ ? filename.substring(11, filename.length - 3)
+ : filename.substring(11, filename.length - 9);
+
+ return `/${year}/${month}/${day}/${name}.html`;
+}
\ No newline at end of file
diff --git a/scripts/generate-related/compute-embeddings.js b/scripts/generate-related/compute-embeddings.js
new file mode 100644
index 0000000000..b67baa7e8c
--- /dev/null
+++ b/scripts/generate-related/compute-embeddings.js
@@ -0,0 +1,73 @@
+const glob = require("glob-promise");
+const fetch = require("node-fetch");
+const fs = require("fs");
+const { markdownToTxt } = require("markdown-to-txt");
+
+
+(async () => {
+ const outputPath = './scripts/generate-related/data';
+ if (!fs.existsSync(outputPath)) fs.mkdirSync(outputPath);
+
+ const paths = await glob('./_posts/**/20{[1][3-9],[2][0-3]}-*.{md,markdown,html}').then((paths) => {
+ return paths;
+ });
+
+ for (const path of paths) {
+ const file = path.split("/").pop();
+ const filename = `${outputPath}/${file}`;
+
+ if (!fs.existsSync(filename)) {
+ console.log("embedding", filename)
+ await summarisePost(formatContent(path)).then((embedding) => {
+ fs.writeFileSync(filename, JSON.stringify(embedding, null, 2));
+ }).catch((err) => {
+ console.log("failed to embed: ", filename);
+ console.log(err);
+ });
+ } else {
+ console.log("skipping: ", filename);
+ }
+ }
+})();
+
+const formatContent = (post) => {
+ const file = fs.readFileSync(post, "utf8");
+ const body = file.split("---")[2];
+ let text = markdownToTxt(body);
+ text = text.replace(
+ /\{% highlight [a-zA-Z]* %\}[\s\S]*\{% endhighlight %\}/g,
+ " "
+ );
+ // remove whitespace and preserve ~2048 tokens (approx 1000 words)
+ return text.split(/[\s]+/).slice(0, 1000).join(" ");
+};
+
+const summarisePost = async (data) => {
+ const OPENAI_API_KEY = process.env.npm_config_openai_api_key;
+
+ return await fetch(
+ "https://api.openai.com/v1/engines/babbage-similarity/embeddings",
+ {
+ method: "POST",
+ headers: {
+ "Content-Type": "application/json",
+ Authorization: "Bearer " + OPENAI_API_KEY,
+ },
+ body: JSON.stringify({
+ input: data,
+ }),
+ })
+ .then((res) => {
+ if(res.status !== 200) {
+ throw new Error(res.statusText);
+ }
+ return res.json()
+ })
+ .then((json) => {
+ if (json.data) {
+ return json.data[0].embedding;
+ } else {
+ return [];
+ }
+ });
+};
diff --git a/yarn.lock b/yarn.lock
index e89d65a2c0..08e247b5e1 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -3,2381 +3,2462 @@
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- "resolved" "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.18.6.tgz"
- "version" "7.18.6"
+ version "7.18.6"
+ resolved "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.18.6.tgz"
+ integrity sha512-TDCmlK5eOvH+eH7cdAFlNXeVJqWIQ7gW9tY1GJIpUtFb6CmjVyq2VM3u71bOyR8CRihcCgMUYoDNyLXao3+70Q==
dependencies:
"@babel/highlight" "^7.18.6"
"@babel/helper-validator-identifier@^7.18.6":
- "integrity" "sha512-awrNfaMtnHUr653GgGEs++LlAvW6w+DcPrOliSMXWCKo597CwL5Acf/wWdNkf/tfEQE3mjkeD1YOVZOUV/od1w=="
- "resolved" "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.19.1.tgz"
- "version" "7.19.1"
+ version "7.19.1"
+ resolved "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.19.1.tgz"
+ integrity sha512-awrNfaMtnHUr653GgGEs++LlAvW6w+DcPrOliSMXWCKo597CwL5Acf/wWdNkf/tfEQE3mjkeD1YOVZOUV/od1w==
"@babel/highlight@^7.18.6":
- "integrity" "sha512-u7stbOuYjaPezCuLj29hNW1v64M2Md2qupEKP1fHc7WdOA3DgLh37suiSrZYY7haUB7iBeQZ9P1uiRF359do3g=="
- "resolved" "https://registry.npmjs.org/@babel/highlight/-/highlight-7.18.6.tgz"
- "version" "7.18.6"
+ version "7.18.6"
+ resolved "https://registry.npmjs.org/@babel/highlight/-/highlight-7.18.6.tgz"
+ integrity sha512-u7stbOuYjaPezCuLj29hNW1v64M2Md2qupEKP1fHc7WdOA3DgLh37suiSrZYY7haUB7iBeQZ9P1uiRF359do3g==
dependencies:
"@babel/helper-validator-identifier" "^7.18.6"
- "chalk" "^2.0.0"
- "js-tokens" "^4.0.0"
+ chalk "^2.0.0"
+ js-tokens "^4.0.0"
"@gar/promisify@^1.0.1":
- "integrity" "sha512-k2Ty1JcVojjJFwrg/ThKi2ujJ7XNLYaFGNB/bWT9wGR+oSMJHMa5w+CUq6p/pVrKeNNgA7pCqEcjSnHVoqJQFw=="
- "resolved" "https://registry.npmjs.org/@gar/promisify/-/promisify-1.1.3.tgz"
- "version" "1.1.3"
+ version "1.1.3"
+ resolved "https://registry.npmjs.org/@gar/promisify/-/promisify-1.1.3.tgz"
+ integrity sha512-k2Ty1JcVojjJFwrg/ThKi2ujJ7XNLYaFGNB/bWT9wGR+oSMJHMa5w+CUq6p/pVrKeNNgA7pCqEcjSnHVoqJQFw==
"@npmcli/fs@^1.0.0":
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- "resolved" "https://registry.npmjs.org/@npmcli/fs/-/fs-1.1.1.tgz"
- "version" "1.1.1"
+ version "1.1.1"
+ resolved "https://registry.npmjs.org/@npmcli/fs/-/fs-1.1.1.tgz"
+ integrity sha512-8KG5RD0GVP4ydEzRn/I4BNDuxDtqVbOdm8675T49OIG/NGhaK0pjPX7ZcDlvKYbA+ulvVK3ztfcF4uBdOxuJbQ==
dependencies:
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- "semver" "^7.3.5"
+ semver "^7.3.5"
"@npmcli/move-file@^1.0.1":
- "integrity" "sha512-1SUf/Cg2GzGDyaf15aR9St9TWlb+XvbZXWpDx8YKs7MLzMH/BCeopv+y9vzrzgkfykCGuWOlSu3mZhj2+FQcrg=="
- "resolved" "https://registry.npmjs.org/@npmcli/move-file/-/move-file-1.1.2.tgz"
- "version" "1.1.2"
+ version "1.1.2"
+ resolved "https://registry.npmjs.org/@npmcli/move-file/-/move-file-1.1.2.tgz"
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dependencies:
- "mkdirp" "^1.0.4"
- "rimraf" "^3.0.2"
+ mkdirp "^1.0.4"
+ rimraf "^3.0.2"
"@tootallnate/once@1":
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- "resolved" "https://registry.npmjs.org/@tootallnate/once/-/once-1.1.2.tgz"
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+ resolved "https://registry.npmjs.org/@tootallnate/once/-/once-1.1.2.tgz"
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+ version "7.2.0"
+ resolved "https://registry.npmjs.org/@types/glob/-/glob-7.2.0.tgz"
+ integrity sha512-ZUxbzKl0IfJILTS6t7ip5fQQM/J3TJYubDm3nMbgubNNYS62eXeUpoLUC8/7fJNiFYHTrGPQn7hspDUzIHX3UA==
+ dependencies:
+ "@types/minimatch" "*"
+ "@types/node" "*"
+
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+ version "5.1.2"
+ resolved "https://registry.npmjs.org/@types/minimatch/-/minimatch-5.1.2.tgz"
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1. Take an integer string as input
-1. Reverse it
-1. Parse it back into an integer
-1. Multiply it by 5
-~~~ts
-const input = "524";
-const a = input.split("").reverse().join("");
-const b = parseInt(input, 10);
-const c = b * 5;
-~~~
+2. Reverse it
+
+3. Parse it back into an integer
+
+4. Multiply it by 5
+
+ const input = "524";
+ const a = input.split("").reverse().join("");
+ const b = parseInt(input, 10);
+ const c = b * 5;
The rest of this blog post is dedicated to over-engineering that tiny bit of code.
It's clearly overkill in this case, but that's inevitable when we use a simple example to demonstrate an advanced technique.
@@ -59,29 +60,25 @@ We can define a function that takes a few config parameters:
-~~~ts
-function process(input: string, radix: number, multiplicand: number) {
- const a = input.split("").reverse().join("");
- const b = parseInt(input, radix);
- const c = b * multiplicand;
- return c;
-}
-process("524", 10, 5);
-~~~
+ function process(input: string, radix: number, multiplicand: number) {
+ const a = input.split("").reverse().join("");
+ const b = parseInt(input, radix);
+ const c = b * multiplicand;
+ return c;
+ }
+ process("524", 10, 5);
Often, it's easier to take the config as a single object:
-~~~ts
-function process(input: string, config: {radix: number, multiplicand: number}) {
- const a = input.split("").reverse().join("");
- const b = parseInt(input, config.radix);
- const c = b * config.multiplicand;
- return c;
-}
-process("524", {radix: 10, multiplicand: 5});
-~~~
+ function process(input: string, config: {radix: number, multiplicand: number}) {
+ const a = input.split("").reverse().join("");
+ const b = parseInt(input, config.radix);
+ const c = b * config.multiplicand;
+ return c;
+ }
+ process("524", {radix: 10, multiplicand: 5});
That's useful as it allows the config to be loaded from a JSON file.
*Conveniently* it also makes our job easier later on.
@@ -105,24 +102,20 @@ Their main benefit is the ability to *encapsulate* many functions, allowing them
Since we create pipelines so often, a reusable function that creates pipelines sounds really useful.
The JavaScript implementation is simple using higher-order functions:
-~~~js
-function createPipeline(functions) {
- return function pipeline(initState, config) {
- let state = initState;
- for (function of functions) {
- state = function(state, config),
+ function createPipeline(functions) {
+ return function pipeline(initState, config) {
+ let state = initState;
+ for (function of functions) {
+ state = function(state, config),
+ }
+ return state;
+ }
}
- return state;
- }
-}
-~~~
It's even possible as a (long) one-liner:
-~~~js
-const createPipeline = initState =>
- functions.reduce((state, function) => function(state, config), initState);
-~~~
+ const createPipeline = initState =>
+ functions.reduce((state, function) => function(state, config), initState);
@@ -133,11 +126,9 @@ That's no fun though - why even use TypeScript if you're just gonna ignore type
Let's try actually putting in some effort, and see how narrow we can make the types.
As a first attempt, I get something like this:
-~~~ts
-function createPipeline
Or it could be written as a builder, meaning it gets used like this:
-~~~ts
-const output = StringBuilder.new()
- .append("Hi")
- .append("my")
- .append("pals")
- .build();
-~~~
+ const output = StringBuilder.new()
+ .append("Hi")
+ .append("my")
+ .append("pals")
+ .build();
@@ -244,35 +230,27 @@ Mutable Generic State is a technique which uses immutable classes to give the im
Let's imagine a simple string wrapper class.
It stores a string which can be accessed with `.get()` and updated with `.set()`.
-~~~ts
-const a: StringWrapper = wrap("hello");
-a.set("friends!");
-~~~
+ const a: StringWrapper = wrap("hello");
+ a.set("friends!");
Here, the return type of `a.get()` is `string`.
We can make `a.get()` return `"hello"`, by using type literals in a generic type:
-~~~ts
-const a: StringWrapper<"hello"> = wrap("hello");
-~~~
+ const a: StringWrapper<"hello"> = wrap("hello");
However, now we can't call `a.set()` unless the new value is also `"hello"`.
With Mutable Generic State, it all works as expected:
-~~~ts
-const a: StringWrapper<"hello"> = wrap("hello");
-const b: StringWrapper<"friends"> = a.set("friends!");
-~~~
+ const a: StringWrapper<"hello"> = wrap("hello");
+ const b: StringWrapper<"friends"> = a.set("friends!");
The trick here is that we've made `StringWrapper` immutable.
When we call `.set()`, we are actually creating a new instance of StringWrapper with a different generic parameter.
Once those calls are inlined, there's no way to tell that each `.set()` call produces a new wrapper:
-~~~ts
-const a = wrap("hello")
- .set("there")
- .set("friends!");
-~~~
+ const a = wrap("hello")
+ .set("there")
+ .set("friends!");
@@ -328,6 +306,7 @@ Others are just normal generic types.
There are two places we need to look:
1. The builder's output
+
2. The complex constraints
The builder's output is dependent on what we passed in our method calls.
@@ -335,14 +314,14 @@ In order to correctly type it, we need to add some generic state to the builder.
In our case, the output is a function which performs some kind of data transformation on an input, producing an output, based on config.
All three of those should be generic types.
-
-
Next, we need to think about the constraints on our builder and how they map to Mutable Generic State.
To create our pipeline, we need a sequence of stages where:
* There is a defined order
+
* Each one has two arguments - input and config
+
* The output of one stage is the first argument to the next stage
@@ -363,13 +342,16 @@ Well, that depends on how we add the new stage.
I can see a few options:
1. Only add stages to the start of the pipeline
-1. Only add stages to the end of the pipeline
-1. Add stages anywhere valid in the pipeline assuming it doesn't make the pipeline invalid
-1. Add stages anywhere in the pipeline, even if it becomes invalid, and only allow building the pipeline when it's valid
+
+2. Only add stages to the end of the pipeline
+
+3. Add stages anywhere valid in the pipeline assuming it doesn't make the pipeline invalid
+
+4. Add stages anywhere in the pipeline, even if it becomes invalid, and only allow building the pipeline when it's valid
All four options are *possible* using builders and Mutable Generic State, but some are easier than others.
-Options 1 and 2 are both pretty simple.
+Options 1 and 2 are both pretty simple.
In option 1, we need to know the current pipeline input and the new stage's output.
In option 2, we need the pipeline's output and the new stage's input.
@@ -377,7 +359,9 @@ Option 3 is quite hard.
We need to know the state before and after each stage of the pipeline:
* If we insert at the start, we restrict the output of the new stage.
+
* If we insert at the end, we restrict the input of the new stage.
+
* If we insert in the middle, we restrict both the input and output. Both must be the same as the state at the insertion point.
Option 4 is nightmarish.
@@ -407,23 +391,19 @@ When talking about function parameters, it's simplest to just use a single confi
In other words, rather than our stages looking like this:
-~~~ts
-function multiply(input: number, multiplicand: number): number { }
-/*...*/
-type Pipeline = (input: number, multiplicand: number, radix: number, ...) => number;
-~~~
+ function multiply(input: number, multiplicand: number): number { }
+ /*...*/
+ type Pipeline = (input: number, multiplicand: number, radix: number, ...) => number;
We should just require them to look like this:
-~~~ts
-function multiply(input: number, config: {multiplicand: number}): number { }
-/*...*/
-type Pipeline = (input: number, config: {
- multiplicand: number;
- radix: number;
- ...
-}) => number;
-~~~
+ function multiply(input: number, config: {multiplicand: number}): number { }
+ /*...*/
+ type Pipeline = (input: number, config: {
+ multiplicand: number;
+ radix: number;
+ ...
+ }) => number;
The first example can work, but it's usually not worth the extra effort.
@@ -442,9 +422,7 @@ We can fill in the method stubs later.
Create a new class for our builder, with the generics we figured out previously.
-~~~ts
-class PipelineBuilder