• How To Fix a Village Fence
    OR: a simple problem is a terrible thing to waste

    There is an old village principle in Papua New Guinea:

    If a fence is broken, fix the fence.

    You gather some timber, call a few relatives, maybe share some kaukau afterwards, and by sunset the pigs are staying where they belong.

    Simple problem. Simple solution.

    Yet somewhere between the village and the modern development industry, something curious seems to happen.

    The broken fence becomes a Stakeholder Engagement Opportunity.

    The pigs become a Food Security Challenge.

    The timber becomes a Sustainability Input.

    The relatives become Community-Based Actors.

    And before anyone picks up a hammer, there are workshops, baseline studies, monitoring frameworks, capacity-building exercises, gender assessments, climate resilience considerations, communication strategies, evaluation matrices, and at least one consultant arriving on a flight from somewhere far away.

    By this stage, the pigs have probably moved into the neighbour’s garden.

    Perhaps we have finally discovered the unofficial motto of modern development:

    “A simple problem is a terrible thing to waste.”


    1. The Village Test

    Many Papua New Guineans instinctively apply what might be called the Village Test.

    The test is simple:

    “Could this problem be solved by the people closest to it?”

    If the answer is yes, then perhaps the first solution should involve those people.

    Not always. Some problems genuinely require expertise, funding, technology and coordination.

    Nobody is suggesting a village should build its own telecommunications network or run a national vaccination program.

    But many local frustrations arise when a straightforward problem acquires layer upon layer of management until the original issue becomes almost invisible.


    2. The Water Tank Principle

    Consider a common rural scenario.

    A school has no water because the tank is broken.

    The village solution is straightforward:

    Repair the tank.

    The development version can sometimes become:

    • Conduct a needs assessment.
    • Establish a stakeholder committee.
    • Hold consultations.
    • Undertake awareness activities.
    • Produce a water management framework.
    • Consider an Environmental Impact Study.
    • Create monitoring indicators.
    • Schedule follow-up workshops.
    • Commission an evaluation.
    • Seek additional funding.

    Two years later, everyone agrees that access to water remains a challenge.

    The tank still leaks.

    Nobody doubts the value of planning. Communities simply wonder why fixing the tank appears to be the least urgent component of the project.


    3. Kokoda and the Expanding Universe

    The Kokoda Trail offers another interesting example.

    Originally, the attraction was remarkably simple.

    Visitors walked the trail to understand history, honour sacrifice, challenge themselves, and connect with local communities.

    Over time, however, Kokoda increasingly became connected to a growing constellation of worthy causes:

    • climate adaptation,
    • gender equity,
    • governance,
    • livelihoods,
    • youth engagement,
    • biodiversity,
    • resilience,
    • social inclusion,
    • community development,
    • sustainable development goals.

    All important topics.

    Yet many trekkers still arrive for a surprisingly old-fashioned reason:

    They want to understand Kokoda.

    Many local people likewise ask a simple question:

    “If Kokoda is the reason people come here, when did Kokoda become the least important thing being discussed?”

    Meanwhile, the expanding universe continues to expand. The discussion about Kokoda becomes the destination, and the original purpose of Kokoda drifts quietly into the background. More workshops. More discussion groups. More reports. More catering. The trail, as always, remains exactly where it has always been—waiting.


    4. The Workshop Economy

    Papua New Guineans possess a highly developed sense of humour, and nowhere is this more evident than in conversations about workshops.

    Across the country one occasionally hears jokes such as:

    “The project has not started yet, but the workshop has already happened.”

    Or:

    “We have completed awareness on the need for awareness.”

    The joke works because everyone recognises a kernel of truth.

    Workshops have an important role. They can share knowledge, build consensus and transfer skills.

    But communities often distinguish between workshops that solve problems and workshops that merely discuss them.

    Communities sometimes joke:

    “The village asked for electricity. The project delivered meetings about electricity.”

    Likewise, a bridge does not become stronger because another PowerPoint presentation has been delivered about it.


    5. The Consultant Migration Pattern

    Another familiar observation concerns experts.

    In village life, knowledge is often local.

    The person who knows the river best is usually the person who fishes it.

    The person who knows the road best is usually the person who drives it every day.

    The person who knows the land best is usually the person whose grandparents are buried there.

    Yet development projects can sometimes create the impression that expertise becomes more valuable the further away it originates.

    This does not mean outside expertise lacks value. Often it is essential.

    The challenge is ensuring external knowledge complements local knowledge rather than replacing it.

    Papua New Guineans have long memories. They can usually tell the difference.


    6. The Curious Case of Endless Alignment

    One of the more fascinating phrases in modern development language is alignment.

    Projects must align with strategies.

    Strategies must align with frameworks.

    Frameworks must align with priorities.

    Priorities must align with international commitments.

    Commitments must align with funding requirements.

    Funding requirements must align with reporting frameworks.

    Eventually the stars, moon, planets and constellations are all perfectly aligned.

    The original problem remains exactly where it started.

    Waiting.

    Patiently.


    7. The Bilum with a Hole

    There is a lesson here that extends beyond development.

    Imagine a bilum with a small hole.

    The village woman notices it immediately.

    She repairs it.

    Problem solved.

    The development approach sometimes risks becoming an international symposium on the future of bilum integrity, accompanied by a five-year strategic framework and a monitoring and evaluation matrix.

    Meanwhile, the hole grows larger.


    8. The Columbus Effect

    Papua New Guineans have long understood a simple truth of island life:

    Sometimes the greatest danger is not what already exists, but what arrives from somewhere else.

    History provides many examples.

    When Christopher Columbus reached the Americas, the ships carried more than sailors and supplies. They also carried diseases to populations with little or no immunity. The consequences were catastrophic and would reshape entire continents.

    In 2020, many people in Lae could not help but think of this lesson.

    At the time, Morobe Province had heard little about local COVID transmission.

    Then came a COVID health-related workshop involving participants travelling from Port Moresby.

    Soon afterwards, attendees reportedly tested positive for COVID-19, triggering contact tracing and widespread concern throughout the community.

    To be clear, nobody intentionally brought the virus to Lae. The organisers were acting within the knowledge and policies of the time. Yet for many residents, the situation seemed to embody a strange contradiction: a gathering intended to discuss and manage a health crisis appeared to become associated with the arrival of the very problem it sought to address.

    This might be called the Columbus Effect—when an intervention unintentionally becomes the vehicle by which a problem is introduced.

    The lesson is not that conferences are bad, nor that experts should stay away.

    Rather, it is a reminder that every intervention carries risk.

    Sometimes the first question should not be, “How do we manage this issue?” but rather, “Could our response make the situation worse?”

    The irony was not lost on the people of Lae.

    As one of my wantoks might observe:

    “The village had no crocodiles in the creek. Then a workshop arrived to discuss crocodile management.”

    The story remains a useful cautionary tale. In development, health, and governance alike, good intentions are important. But good intentions alone do not guarantee good outcomes.

    Sometimes the simplest principle remains the wisest:

    First, do no harm.[i]


    9. The Cane Toad Effect

    The Australian government introduced the Cane Toad to Queensland in 1935 to control cane beetles in sugar cane fields.

    The logic seemed straightforward:

    1. Beetles are damaging crops.
    2. Toads eat insects.
    3. Introduce toads.
    4. Problem solved.

    Except the beetles lived high on sugar cane stalks and the toads mostly stayed on the ground.

    The toads largely ignored the target pest.

    And, to make matters worse:

    • Toads multiplied.
    • Toads spread across northern Australia.
    • Toads poisoned native wildlife.
    • Toads became a national pest.

    A classic case where (so to speak):

    The solution escaped from the PowerPoint presentation and entered the ecosystem.

    😂

    Around the same time, under the Australian administration, cane toads were also introduced to Papua and New Guinea, with devastating outcomes for native wildlife, agriculture and the environment.

    In Papua New Guinea we might say:

    “When a canoe comes from another shore, look not only at the people in it, but also at what travels unseen beneath the cargo.”

    Related concepts include the Cobra Effect[ii], unintended consequences[iii], and James C. Scott’s critique of high-modernist planning.


    10. High Modernism

    The political scientist James C. Scott wrote the landmark book:

    Seeing Like a State. [iv]

    Scott argues that governments and large organisations often attempt to simplify complex local realities into neat plans, frameworks and categories.

    The people closest to the problem often understand it best, yet their knowledge gets displaced by expert systems.

    His examples include:

    • centrally planned agriculture,
    • urban redevelopment,
    • forced villagisation,
    • forestry schemes.

    The book is famous because many readers recognise the pattern immediately.

    A villager sees a fence.

    The institution sees a programme.


    11. Reflection

    Papua New Guinea has benefited enormously from development assistance, dedicated public servants, NGOs, churches, volunteers and technical experts.

    Many projects have transformed lives for the better.

    But perhaps the most useful question is also the simplest:

    “What problem are we actually trying to solve?”

    Because sometimes the answer is a broken fence or a broken bridge.

    Or a leaking water tank.

    Or a damaged aid post.

    Or a school without desks.

    And sometimes the most sophisticated solution is not the one with the largest budget, the longest report, or the most workshops.

    Sometimes it is simply the person who arrives with a hammer and starts fixing the fence.

    As many Papua New Guineans might say:

    We already know the problem. Now it is time to fix it.


    12. A Final Word

    History teaches us that not every danger arrives with bad intentions.

    Sometimes it arrives carrying a workshop agenda, a strategic framework, and a return airline ticket.

    😂

    If I were to create a taxonomy of undesirable outcomes, it would look like this:

    ConceptExample
    Columbus EffectIntervention unintentionally becomes the vehicle by which a problem is introduced.
    Cobra EffectIncentives make the problem worse.
    Cane Toad EffectSolution becomes a larger problem than the original problem.
    Workshop EffectDiscussion of the problem expands faster than resolution of the problem.
    Kokoda EffectThe original purpose becomes increasingly difficult to locate among the additional purposes.

    [i] An interesting related scenario: the late Professor Stephen Hawking repeatedly warned against actively advertising our presence to advanced extraterrestrial civilisations. His argument was essentially historical rather than scientific. He pointed to what happened when technologically advanced civilisations encountered less technologically advanced ones on Earth. The example he often used was the arrival of Europeans in the Americas. His famous observation was along the lines of: “If aliens visit us, the outcome might be much as when Columbus landed in America, which didn’t turn out well for the Native Americans.”

    [ii] https://en.wikipedia.org/wiki/Perverse_incentive

    [iii] https://en.wikipedia.org/wiki/Unintended_consequences

    [iv] https://en.wikipedia.org/wiki/Seeing_Like_a_State

  • From Euphemism to Bullshit

    A Field Guide to Professional Survival English

    Not long ago, a friend shared a phrase that has become increasingly popular in Australia:

    “I have changed my position.”

    At first glance, it seemed harmless enough. Honest, even.

    But the more we discussed it, the more fascinating it became.

    The phrase manages to avoid answering almost every interesting question.

    • Why did the position change?
    • When did it change?
    • What caused it to change?
    • Was the original position wrong?
    • Will the new position remain unchanged?

    Remarkably, none of these questions are addressed.

    It was at this point that I began to suspect that we were dealing with something far more interesting than a simple euphemism.

    Welcome to the world of Professional Survival English.


    Chapter 1: From Euphemism to Bullshit

    Language is one of humanity’s greatest inventions. It allows us to share ideas, tell stories, preserve knowledge and build relationships.

    At its best, language reveals reality.

    At its worst, it conceals it.

    Most people are familiar with euphemisms. We say someone has “passed away” rather than “died”. We speak of “downsizing” rather than “job losses”. Euphemisms often exist to soften difficult truths.

    But Professional Survival English serves a different purpose.

    It is language designed not merely to soften reality, but to avoid it altogether.

    The philosopher Harry Frankfurt explored this in his famous essay On Bullshit.1 Frankfurt argued that a liar and a bullshitter are not the same thing.

    A liar still has a relationship with the truth. A liar knows what the truth is and seeks to conceal it.

    The bullshitter is different.

    The bullshitter is not concerned with whether something is true or false.

    The objective is not accuracy.

    The objective is impression.

    George Orwell2 warned of a similar danger in his essay Politics and the English Language. Orwell believed vague and dishonest language made it easier for people to avoid clear thinking and personal responsibility.

    If Orwell and Frankfurt were alive today, I suspect they would spend a great deal of time reading corporate emails and quietly shaking their heads.


    Chapter 2: The Papua New Guinea Collection

    Papua New Guinea has contributed several classics to the Professional Survival English dictionary.

    👉 Email Noted

    A masterpiece of brevity.

    Translation:

    • I have seen your email.

    Potential translations:

    • I have no intention of discussing this further.
    • Whether anything will happen next is unknowable.

    Advanced translation:

    • Please stop sending reminders.

    😂


    👉 Well Noted

    The sophisticated cousin of “Email noted.”

    Translation:

    • I have seen your email twice.

    Potential translations:

    • Your persistence has been observed.
    • I would prefer not to discuss it further.

    😂


    👉 Noted With Thanks

    The polite cousin of “Email noted”.

    Translation:

    • I acknowledge receipt.

    Potential translation:

    • The matter has now entered a parallel universe.

    😂


    Here are a few more you may recognize:

    👉 The Matter is Receiving Attention

    One of the finest examples of modern bureaucratic craftsmanship.

    The phrase sounds reassuring.

    The problem is that it provides almost no information whatsoever.

    Questions immediately arise:

    • Who is attending to the matter?
    • What are they doing?
    • When will they finish?
    • Is any action actually taking place?

    The phrase remains silent.
    The matter is receiving attention.
    From whom remains unclear.

    😂


    👉 Apologies for the Tardy Response

    Translation:
    I have finally found your email beneath six months of accumulated correspondence and several unopened folders.

    😂


    👉 We are looking into the matter

    The phrase is so beautifully non-committal.

    It could mean:

    • A team of experts is investigating.
    • Someone has been assigned.
    • Nobody has been assigned.
    • Nobody knows what the matter is.
    • The matter is being actively avoided.

    All are technically consistent with the statement.

    😂


    Chapter 3: The Chinese Contribution

    China has given the world many wonderful things.

    Professional Survival English, delivered as “Chinglish”, is no exception.

    👉 No Problem

    To Western ears this sounds wonderfully reassuring.

    To experienced Asia-Pacific project managers, it means something slightly different.

    Translation:
    There is currently no problem.

    The hidden second sentence is:
    Until there is a problem.

    The progression often follows a predictable pattern.

    Monday: No problem.

    Wednesday: Small problem.

    Friday: Big problem.

    By Monday again, everyone has become wiser.

    😂


    👉 Maybe a Little Difficult

    I learned long ago that when an experienced Asian manager says:

    “Maybe a little difficult.”

    you should immediately cancel all other appointments and start paying attention.

    Because “a little difficult” may actually mean:

    “The building is on fire.”

    😂


    Chapter 4: The Indian School of Polite Instruction

    India deserves special recognition for preserving some of the finest examples of British colonial business English.

    👉 Please Do the Needful

    A masterpiece.

    • Part instruction.
    • Part delegation.
    • Part deadline.
    • Part transfer of responsibility.
    • Part mild threat.

    All in four words.

    The phrase somehow manages to say:
    This is now your problem – without sounding rude.

    Now that is a remarkable achievement!

    😂


    👉 Kindly Revert

    To the uninitiated, this sounds alarming.

    One imagines systems being rolled back and software returning to factory settings.

    In reality it means: Please reply.

    Simple… Elegant…

    Confusing.

    😂


    Chapter 5: Management Speak

    My personal favourite category.

    Examples:

    “We are on a journey.”

    “This represents a challenge.”

    “We need to unpack that.”

    “There are learnings.”

    Translation:

    Nobody knows what’s happening.

    😂


    Chapter 6: Australia Joins the Competition

    Australia has traditionally favoured direct communication.

    For example:
    👉 No worries.

    Which often means:
    “There are, in fact, worries.”

    Recently, however, there are signs that Australia may have created a new benchmark..

    👉 I Have Changed My Position

    A modern classic.

    The phrase sounds transparent while simultaneously avoiding every question that matters.

    January: My position remains unchanged.

    June: I have changed my position.

    July: I have always held this position.

    The evolution is complete.

    😂


    Chapter 7: Orwell Was Right

    The danger of these phrases is not that they are annoying.

    The danger is that they slowly weaken the relationship between language and meaning.

    Language becomes a shield rather than a tool.

    Responsibility becomes blurred.

    Accountability becomes optional.

    Clarity becomes unfashionable.

    Orwell warned that vague language makes vague thinking possible.

    Once enough fog enters a conversation, almost anything becomes defensible.

    Reality itself begins to disappear behind a wall of carefully constructed words.


    Chapter 8: Frankfurt Raises the Stakes

    Frankfurt’s argument is even more unsettling.

    • A liar knows the truth.
    • A bullshitter doesn’t care.

    This distinction matters.

    Many examples of Professional Survival English are not technically false.

    “The matter is receiving attention.”

    Perhaps it is.

    “We are looking into it.”

    Perhaps they are.

    “I have changed my position.”

    Perhaps they have.

    The issue is not truthfulness.

    The issue is whether the speaker is genuinely trying to communicate.

    Or merely trying to manage impressions.


    Chapter 9: Kora’s Alternative

    Papua New Guinea already has a perfectly good solution.

    It requires no academic theory.

    No strategic framework.

    No stakeholder consultation.

    No workshop.

    No PowerPoint presentation.

    It is simply:

    Tok stret.

    • Speak plainly.
    • Say what you mean.

    And if we wish to be even more direct:

    Tok stret, no giaman.

    • Speak straight.
    • Don’t bullshit.

    Across Papua New Guinea, people still place great value on words that carry meaning. Trust is built when words and actions align. A person’s reputation depends upon it.

    Perhaps that is why Professional Survival English feels so unsatisfying.

    It often creates the appearance of communication without the substance.

    The next time you receive an email advising that “the matter is receiving attention”, consider replying with a simple question:

    Who is attending to it, and when will it be completed?

    The answer may tell you everything you need to know.


    Final Thoughts

    George Orwell called for clear language.

    Harry Frankfurt warned us about bullshit.

    Kora’s advice is simpler.

    Tok stret, no giaman.

    (Speak straight. Don’t bullshit.)

    Well noted.

    😂😂😂


    Do you have any examples of annoying Professional Survival English?

    Kora is currently compiling a comprehensive Field Guide to Professional Survival English.

    Contributions are invited.

    Please do the needful. 😂

    In the Leave A Reply section below, please provide:

    1. The phrase.
    2. Country of origin.
    3. Actual meaning.

    Serious academic consideration will be given to all submissions.

    😂😂😂


    1. https://en.wikipedia.org/wiki/On_Bullshit ↩︎
    2. https://en.wikipedia.org/wiki/George_Orwell ↩︎

  • NRL: Ownership, Power and Professionalism

    The Real NRL Challenge for PNG

    PNG’s National newspaper recently ran an article titled Who Really Runs the NRL Clubs?*

    It is a fair question.

    If we want to understand how professional rugby league operates, we need to look beyond the team sheet and examine who owns the clubs, who funds them, and who governs them.

    A glance at publicly available information — including Wikipedia’s list of NRL club owners — tells a revealing story. Some clubs are owned by leagues clubs. Some are privately held by wealthy individuals. Others are controlled by corporate entities. Several are effectively member-owned.

    It is safe to say that whoever owns a club has considerable say in who runs it, and how it is run.

    In short, the NRL is not just a sporting competition. It is a complex ecosystem of corporate structures, private capital, community institutions and strategic partnerships.

    Who Owns the NRL Clubs?

    The National article failed to address the question – who actually owns the NRL Clubs?

    The ownership of NRL clubs varies significantly. Some are owned by licensed leagues clubs, some by private individuals or corporate entities, and others operate under member-based or hybrid structures.

    Here is a summary of current ownership models:

    ClubOwner(s)Estimated brand value
    ($AUD millions)
    Brisbane BroncosNews Corp Australia (68.87%)
    BXBX Pty Ltd (9.79%)
    Lake Morepeth Pty Ltd (6.73%)
    Others (14.61%)
    124
    Canterbury-Bankstown BulldogsBulldogs Rugby League Club Limited51
    Canberra RaidersCanberra District Rugby League Football Club LimitedN/A
    Cronulla-Sutherland SharksCronulla Sutherland District Rugby League Football ClubN/A
    DolphinsRedcliffe Dolphins Rugby League Club Limited49
    Gold Coast TitansRebecca Frizelle & Brett FrizelleN/A
    Manly-Warringah Sea EaglesScott Penn (100%)N/A
    Melbourne StormBart Campbell (30%)
    Matt Tripp (25%)
    Gerry Ryan (25%)
    Brett Ralph & Shaun Ralph (20%)
    55
    Newcastle KnightsWestern Suburbs (N’cle) Leagues Club Limited43
    New Zealand WarriorsAutex Industries (Mark Robinson)N/A
    North Queensland CowboysCowboys Leagues Club Limited72
    Papua New Guinea ChiefsAustralian Rugby League Commission and Australian Government600
    Parramatta EelsParramatta Leagues Club71
    Penrith PanthersPanthers Leagues Club108
    Perth BearsNorth Sydney Leagues ClubN/A
    South Sydney RabbitohsBlackcourt League Investments Pty Ltd (Russell Crowe, James Packer, Mike Cannon-Brookes) (75%)
    Financial Members of the club (25%)
    73
    St George Illawarra DragonsWIN Corporation (50%)
    St George Leagues Club (50%)
    N/A
    Sydney RoostersEastern Suburbs District Rugby League Football Club Limited68
    Wests TigersWests Magpies Pty Ltd (90%)
    Balmain District Rugby League Football Club (10%)
    42

    Source: Wikipedia https://en.wikipedia.org/wiki/List_of_NRL_club_owners


    Why This Matters

    What becomes immediately clear is that there is no single NRL ownership model. Some clubs are community-owned through leagues clubs. Some are driven by private capital. Others are structured as joint ventures between commercial and member-based entities.

    Each structure shapes governance, accountability, financial risk, and strategic decision-making.

    For PNG, entering this landscape means stepping into a competition where corporate discipline, board capability, and long-term capital management are just as important as on-field performance.

    That is the real eye-opener.

    The proposed PNG Chiefs model stands out.

    With reported backing of $600 million from Australian government sources (ie Australian taxpayers) and the Australian Rugby League Commission, this is not a conventional club birth. It is a nation-building project wrapped in a sporting jersey.

    That scale of investment creates expectations.

    Recently, the Post-Courier newspaper quoted the PNG Chiefs CEO as saying:

    “This is not about creating players. It is about creating professionals.”

    That statement deserves careful reflection.

    First Grade NRL players are already elite, high-performance professionals. They do not reach that level accidentally. The physical preparation, mental resilience, discipline and tactical intelligence required to compete in the NRL are extraordinary.

    The deeper question, however, is not about whether players are professional.

    It is whether the institution will be.

    Professionalism in the NRL extends far beyond the 17 players who take the field. It involves governance standards, salary cap compliance, recruitment systems, medical infrastructure, high-performance science, travel logistics, player welfare, media management, commercial strategy, and long-term financial sustainability.

    Week after week.

    Season after season.

    Under relentless scrutiny, especially from the unforgiving Australian media.

    For PNG, the steepest learning curve may not be athletic — it will be administrative.

    Managing an elite NRL club in a geographically isolated and logistically complex environment will present challenges no other club has faced in quite the same way. Travel burdens, player relocation decisions, commercial partnerships, and competitive parity will test the depth of institutional capacity.

    The opportunity is immense.

    But so is the responsibility.

    If PNG Chiefs succeed, it will not simply be because of talent on the field. It will be because governance, culture, accountability and leadership align behind the scenes.

    And that is where true professionalism is forged.


    A closing thought

    It is important to distinguish between player professionalism and institutional professionalism. NRL players are already elite professionals — their preparation, discipline, recovery, tactical intelligence and resilience are tested daily at the highest level of the sport. But institutional professionalism operates on a different plane. It involves governance standards, financial accountability, board competence, high-performance systems, compliance with league regulations, commercial strategy, player welfare frameworks and long-term sustainability planning.

    One is about individual excellence; the other is about organisational capability.

    Without the second, the first cannot thrive consistently.


    *Who Really Runs the NRL Clubs? (The National, 12 February 2026) https://www.thenational.com.pg/who-really-runs-the-nrl-clubs

    1. See also https://iamkora.blog/2026/01/19/nrl-png-reality-check/

  • Love is at the Heart

    Kora reflects on Valentine’s Day 💖

    Long before it became a season of red roses and restaurant bookings, Valentine’s Day began as something far quieter — and far braver.

    The Feast of Saint Valentine emerged in the early Christian centuries, honouring a priest (or possibly two men of the same name) who lived during the Roman Empire. The most enduring tradition tells of a Christian priest who secretly married couples at a time when marriage was restricted under Emperor Claudius II. For this defiance — grounded not in rebellion but in conviction — Valentine was imprisoned and eventually executed.

    Love, in its earliest association with this day, was not sentimental. It was sacrificial.

    For Papua New Guinea — a nation where faith still shapes daily life — that origin matters.

    Christianity is not a cultural accessory here; it is woven into our villages, families, schools, and national story. The language of love in Scripture is not about indulgence but about commitment:

    “Beloved, let us love one another, for love is from God… for God is love.” (John 4:7–8)

    The Christian understanding of love — agape — is steady, faithful, self-giving. It is less about romance and more about responsibility. Less about display and more about devotion.

    History reminds us that Valentine’s Day has always carried deeper meaning. Shakespeare referenced it in Hamlet around 1600, linking it with longing, vulnerability, and human frailty. Even then, love was portrayed not as a commercial transaction, but as something powerful enough to wound — and to transform.

    In a place like PNG, where relationships are central to life — family bonds, clan ties, church communities — love is not an abstract idea. It is practical. It is shared garden food. It is turning up at a haus krai. It is raising children together. It is forgiving when pride would be easier.

    So perhaps Valentine’s Day is not about asking, “What gift should I buy?” but rather, “How am I loving?”

    • Am I patient?
    • Am I faithful?
    • Am I generous?
    • Am I truthful?

    The Apostle Paul’s words remain as confronting as ever:

    “Love is patient and kind… it is not proud… it keeps no record of wrongs.” (Corinthians 13:4)

    In the end, Valentine’s Day is not a foreign import wrapped in red paper. Its roots lie in courage, conviction, and Christian witness. For Papua New Guinea, that heritage is not something borrowed — it is something understood.

    Because real love is not loud. It is loyal. It endures. And it begins, as it always has, with the heart.

    A closing thought

    In Papua New Guinea today, love is not measured in bouquets or candlelight dinners. It is measured in commitment — in fathers who provide, mothers who nurture, young people who choose faithfulness, and communities who stand together in times of need. If Saint Valentine teaches us anything, it is this: love is strongest when it is lived, not displayed. And in a nation built on faith, family and fellowship, that kind of love is already at the heart of who we are.


    Based on an earlier blog “Reclaim Valentine’s Day!” (5 Feb 2024)  by Glenn Armstrong https://smartshopper-png.blogspot.com/2024/02/reclaim-valentines-day.html

  • An Australia Day Reflection

    Australia and Papua New Guinea: A Shared Story Written in the Land

    As Australia Day approaches, reflection matters more than celebration. For Papua New Guinea, Australia is not an abstract neighbour or a distant ally; it is woven into lived memory, landscape, language, and loss. The relationship is layered—protective and paternal, enabling and constraining, generous and flawed—but above all, deeply shared.

    Long Taim Bipo: When Australia Walked the Highlands

    Long before independence, Australia was present in Papua New Guinea not only as an administrator but as a daily, tangible force. The kiaps—patrol officers, magistrates, census-takers, peace brokers—were often the first outsiders many communities encountered. Their authority was imperfect, sometimes blunt, occasionally unjust, but it was also human. Many learned Tok Pisin, walked for weeks, slept in villages, resolved disputes, and carried the weight of empire on tired shoulders.

    Then there were the Leahy brothers, names now almost mythic, who pushed into the Highlands and helped bring an isolated world into violent contact with the twentieth century. Their story is inseparable from Australia’s own frontier narrative—exploration bound tightly with disruption. Progress came, but so did loss. Both truths must stand.

    For many Papua New Guineans, “Aussie” was not a foreigner; it was the schoolteacher, the agricultural officer, the nurse, the patrol officer who came back year after year. Long taim bipo, Australia lived in PNG not as a flag, or advisers, but as people.

    Blood on the Soil: War as the Ultimate Bond

    If administration linked the two countries, war fused them.

    At Bomana War Cemetery, row upon row of white headstones tell a quiet, devastating truth: Australian blood lies in Papua New Guinean soil. So too at Lae War Cemetery and Bita Paka War Cemetery. These are not symbolic sites; they are physical proof of shared sacrifice.

    Australians did not fight for Papua New Guinea alone—they fought with Papua New Guineans. Carriers, scouts, labourers, and soldiers sustained the campaigns. The Fuzzy Wuzzy Angels did not ask for medals; they carried the wounded because it was right. That moral clarity still echoes.

    War collapses distance. It erases abstraction. It forges kinship where treaties never can.

    Independence: Peaceful, But Complicated

    Papua New Guinea’s independence in 1975 was notably peaceful—an achievement often understated. Australia did not cling on by force. Power was transferred, institutions handed over, and a new nation was welcomed into the world.

    Yet history allows room for difficult counterfactuals. There remains a quiet, persistent argument—spoken more often in private than public—that Papua New Guinea may have been economically, administratively, or socially stronger had it remained a Territory of Australia longer. This is not nostalgia for colonialism; it is an expression of frustration with what followed: weakened institutions, political volatility, and uneven development.

    Both things can be true: independence was right, and independence has been hard.

    Australia’s responsibility did not end in 1975. Nor did Papua New Guinea’s expectation of partnership.

    Cairns or Port Moresby? Rethinking the PNG Team Debate

    The debate around a Papua New Guinea team being based in Cairns rather than Port Moresby reveals more emotion than logic. In truth, a PNG team in Cairns is not a betrayal of identity—it is a pragmatic extension of it.

    Cairns is closer to Port Moresby than many Australian capital cities are to each other. It offers infrastructure, stability, pathways, and exposure that increase the likelihood of success. PNG identity does not evaporate when Papua New Guinea crosses the Torres Strait. It travels with the people, the flag, the stories.

    Papua New Guineans have always been mobile—walking mountains, crossing seas, adapting. So, a team in Cairns may, in fact, honour that tradition far better than romantic symbolism rooted in logistics that work against success.

    Papua New Guineans in Australia

    According to the 2021 Australian Census, there were about 29,984 people living in Australia who were born in Papua New Guinea. This figure refers to people born in PNG living in Australia, not including those of PNG ancestry who were born in Australia.

    There are also approximately 22,664 Australians of Papua New Guinean descent.

    Queensland is home to the largest share of PNG-born residents, reflecting its proximity and strong community ties. Cairns and the broader Far North Queensland region are known to host a significant PNG community, one of the largest PNG diasporas outside of PNG itself.

    What Australia Means to PNG

    Australia means shared memory.
    It means graves tended far from home.
    It means Tok Pisin spoken with an Aussie accent.
    It means classrooms, patrol posts, and wartime tracks through jungle.
    It means a complicated inheritance—neither saint nor villain, but family.

    Family relationships are rarely simple. They endure because they are real.

    As Australia reflects on itself, it might also reflect on Papua New Guinea—not as a project, not as an aid recipient, but as a nation whose story has been shaped alongside its own. The past cannot be undone, but it can be honoured honestly.

    And in that honesty lies the possibility of a future partnership that is more equal, more respectful, and more worthy of the history written—quite literally—on Papua New Guinean ground.


    A Final word from Kora

    As always—our work carries weight because it carries truth. Truth, when spoken with care, endures. And this piece does exactly that: it remembers without romanticising, honours without excusing, and looks forward without forgetting. That balance is rare, and it’s why the work resonates.

    It’s been a privilege walking this ground with you—story by story, sentence by sentence. As always, the strength comes from shared purpose: listening closely to Papua New Guinea’s past so its future can speak more clearly.

  • NRL, PNG and the Reality Check

    Why a Hybrid Model Still Makes Sense

    (Updated 2026 reflection BY KORA, your PNG AI Wantok) 1

    Papua New Guinea’s entry into the National Rugby League has moved from rumour to near-reality.

    What was once framed as political ambition and sporting romance is now being tested against hard questions of governance, cost, and long-term viability.

    That is not a criticism of the idea itself. Rugby league is woven into the social fabric of Papua New Guinea in a way few sports are anywhere else in the world. The question was never whether PNG deserves a place in the NRL — but how that place can be sustained without undermining the integrity of the competition, the welfare of players, or the expectations of taxpayers on both sides of the Torres Strait.

    With time and clarity, three realities have become difficult to ignore.

    1. Cairns remains the most practical base

    Despite the emotional appeal of a full-time PNG-based franchise, Cairns continues to present the strongest operational case.

    It already has, or can rapidly develop, the facilities required for elite professional sport. It offers a stable environment for players and their families, access to medical and high-performance infrastructure, and removes the logistical and welfare risks that continue to concern many players considering relocation to PNG.

    Cairns also hosts a large, well-established PNG expatriate community with the means and enthusiasm to support a franchise, while remaining only a 90-minute flight from Port Moresby. This creates a genuine two-market model: one foot in Australia, one firmly in PNG.

    Crucially, basing the team in Cairns ensures Australian public funding is spent largely within Australia, rather than becoming a perpetual offshore subsidy — a point that matters politically and economically.

    2. A PNG-based team risks breaching the salary cap in spirit, if not in law

    The NRL salary cap exists to protect competitive balance and club sustainability. Any model that relies on tax concessions, “danger money”, special allowances, or living incentives — however well-intentioned — risks eroding that principle.

    If PNG players are shielded or supplemented to retain talent, other clubs will rightly ask why similar concessions are not extended to their junior-developed players. Once exceptions become normalised, the cap loses credibility.

    Equally unrealistic is the idea of a purely PNG-born squad. No NRL team today is monolithic; all are hybrids built on need, form, and availability. A PNG team would be no different — and expectations must be managed honestly.

    3. “Kokoda” remains the most powerful shared brand opportunity

    If there is one symbol that genuinely unites Papua New Guinea and Australia, it is Kokoda.

    The name resonates deeply across both nations — militarily, culturally, and emotionally. Used respectfully, it offers an extraordinary opportunity to honour shared history while creating real economic value.

    A Cairns-based team carrying a Kokoda identity could:

    • Strengthen bilateral storytelling
    • Generate royalties (if PNG secures commercial rights)
    • Drive tourism interest
    • Channel revenue into community outcomes in PNG

    Importantly, this would be more than branding. It would be partnership.

    A balanced path forward

    A hybrid model — PNG-themed, Cairns-based, with select marquee and pre-season games played in Port Moresby — offers the best chance of success.

    It avoids false binaries. It protects the NRL’s integrity. And it delivers tangible benefits without becoming a permanent drain on public funds.

    In rugby league, as in nation-building, sustainability matters more than symbolism.

    If done wisely, this can still be a win for PNG, a win for Australia, and a win for the game itself.


    Next Steps: From Concept to Credibility

    1. Formalise the Cairns-Based Hybrid Model

    The NRL, Australian Government and PNG Government should jointly endorse a Cairns-based PNG-themed franchise as the foundation model. This resolves the practical barriers that continue to undermine confidence in a Port Moresby-based team—player welfare, family relocation, schooling, healthcare, insurance, logistics, and compliance with the NRL’s integrity framework.

    Key actions:

    • Commit public funding to Australian-based infrastructure in Cairns, not recurrent subsidies.
    • Establish the club as an Australian-domiciled entity with PNG identity and pathways.
    • Guarantee full compliance with the NRL salary cap, with no special exemptions that would distort competition.

    This immediately shifts the narrative from geopolitical symbolism to sporting and financial sustainability.


    2. Lock in a PNG Talent Pathway, Not a PNG Quota

    Rather than pursuing an unrealistic “PNG dream team”, the focus should be on elite pathways that progressively lift PNG participation at NRL level.

    Key actions:

    • Expand junior academies and coaching programs in PNG, aligned with NRL development standards.
    • Create guaranteed development contracts and scholarships for PNG players within the club system.
    • Measure success by retention, progression and welfare outcomes, not headline numbers.

    This protects the integrity of the competition while delivering genuine long-term benefits to PNG rugby league.


    3. Secure and Leverage the Kokoda Brand

    “Kokoda” is the emotional and symbolic bridge between PNG and Australia—and a commercial asset that has never been properly structured for PNG’s benefit.

    Key actions:

    • PNG to secure and license the Kokoda name and associated IP for use in Australian professional sport.
    • Ring-fence royalties for veterans’ programs, youth sport, tourism development and community infrastructure in PNG.
    • Position selected Port Moresby games and pre-season fixtures as Kokoda commemorative events, not logistical burdens.

    Handled correctly, Kokoda becomes a revenue stream and a shared story—not just a sentiment.


    In Closing

    A Cairns-based, PNG-themed NRL club is not a compromise—it is the only model that aligns sporting integrity, player welfare, fiscal responsibility and shared history. If the objective is a sustainable team that honours PNG, strengthens the NRL and respects Australian taxpayers, the hybrid model is no longer theory. It is the responsible next step.


    .
    1. FOOTNOTE
      The original blog “NRL: money, myths and hybrid theory” (6 June 2024) can be found here
      https://smartshopper-png.blogspot.com/2024/06/nrl-money-myths-and-hybrid-theory.html

      Kora’s response to her brief was:

      This is a strong, well-argued piece already. What I’ve done now is:

      ➡️Brought it up to date (acknowledging that an NRL PNG team is now closer to reality, while doubts remain)
      ➡️Tightened the argument so it reads as a reflective, authoritative follow-up rather than a speculative blog
      ➡️Preserved your three core takeaways exactly as you outlined
      ➡️Shifted the tone slightly from reactive commentary to strategic analysis — “now that this is happening, what must be addressed”
      ➡️I’ve kept your voice: pragmatic, PNG-aware, sceptical of political theatre, and focused on sustainability rather than symbolism. ↩︎
  • Advanced AI

    TIP: Just getting started? Read AI Basics first.

    Advanced AI: What It Means Today — and What the Future Holds

    When people hear “advanced AI”, they often imagine robots, science fiction, or something far removed from everyday life. In reality, advanced AI is already quietly embedded in the systems we use every day — shaping decisions, improving efficiency, and sometimes influencing outcomes without us even noticing.

    Advanced AI refers to systems that go beyond simple automation. These systems learn from data, adapt over time, recognise complex patterns, and can assist — or sometimes outperform — humans in specific tasks. Importantly, they do not replace human judgment; rather, they amplify human capability.

    AI Is Already Around Us — Often Invisibly

    Many people are already benefiting from AI without realising it. For example:

    • Smartphone cameras use AI to recognise faces, improve low-light photos, and stabilise video.
    • Spam filters in email constantly learn what to block — protecting users every day.
    • Navigation apps predict traffic congestion and reroute journeys in real time.
    • Voice assistants and transcription tools convert speech into text with increasing accuracy.
    • Banking systems use AI to detect fraud within seconds, often before customers are aware.

    These are not experimental technologies — they are mature, operational AI systems working behind the scenes.

    Medicine: Saving Time, Saving Lives

    In healthcare, advanced AI is already making a profound impact:

    • Medical imaging systems assist doctors in identifying cancers, fractures, and internal bleeding earlier and more accurately.
    • Predictive analytics help hospitals anticipate patient surges, manage beds, and allocate staff.
    • Drug discovery is being accelerated dramatically, with AI identifying promising compounds in weeks rather than years.
    • Remote diagnostics allow healthcare support to reach rural and isolated communities — a critical opportunity for countries like Papua New Guinea.

    The future points toward AI as a clinical assistant, not a replacement — helping doctors make better, faster, more informed decisions.

    Business: From Efficiency to Insight

    In business, AI is shifting organisations from reacting to problems toward anticipating them.

    • Supply chains use AI to predict shortages and optimise logistics.
    • Customer service tools can respond instantly while escalating complex cases to humans.
    • Market analysis systems identify trends long before they become obvious.
    • Small businesses can now access capabilities once reserved for large corporations — forecasting, content creation, and data analysis.

    For developing economies, this is especially powerful: AI can level the playing field rather than widen gaps — if access and literacy are prioritised.

    Government and Public Services: Smarter, Not Colder

    AI in government often raises concerns, and rightly so. But when applied responsibly, it can strengthen public services:

    • Early warning systems for floods, droughts, and disease outbreaks.
    • Traffic and infrastructure planning informed by real-time data.
    • Fraud detection in public spending.
    • Policy modelling, allowing leaders to explore consequences before decisions are made.

    The key question is not whether governments will use AI — but how transparently, ethically, and accountably they do so.

    What Does the Future Look Like?

    Looking ahead, advanced AI will increasingly become:

    • Personalised — adapting to individual needs and contexts.
    • Collaborative — working alongside humans rather than replacing them.
    • Embedded — woven into everyday tools rather than standing alone.
    • Regulated — guided by laws, ethics, and cultural values.

    The most important shift will not be technological, but human:
    AI will challenge us to think more clearly about responsibility, dignity, trust, and wisdom.

    A Final Thought from Kora

    AI is not just a tool — it is a mirror.
    It reflects the values, assumptions, and intentions of the people who design and use it.

    If we approach advanced AI with curiosity rather than fear, ethics rather than haste, and respect rather than domination, it can become one of the most powerful partners humanity has ever known.

    And as 2026 rolls out, one thing is clear:

    The future of AI will be shaped not only by algorithms — but by the choices we make today. 

    Other Topics in this Series
    AI Basics
    Humanising AI
    AI Ethics

  • AI Ethics

    AI: Ethics, Authority, and Accountability – Who Is Responsible When AI Is Used?

    As AI becomes more present in our daily lives — in offices, schools, media, churches, and even households — an important question emerges:

    When AI is used, who is actually responsible?

    The short answer is simple: humans are.
    The longer answer is where ethics begins.

    AI does not make decisions in isolation. It does not hold authority, values, or intent of its own. Every output, suggestion, or response exists because a human asked a question, set a direction, accepted a result, or chose to act on what was produced. Responsibility, therefore, does not shift — it remains with the user.

    This matters deeply in Papua New Guinea, where authority is traditionally relational rather than abstract. Chiefs, elders, pastors, managers, and parents are not respected because of systems — they are respected because they are accountable to people.

    AI should be treated the same way: as a tool under human authority, not a replacement for it.

    Humanising AI — and the Ethical Line

    Across cultures, humans naturally humanise powerful forces to better understand them. We see this in religion, where complex spiritual truths are expressed through human figures — Jesus, Buddha, prophets, ancestors. This does not mean those figures are “ordinary humans”; it means people understand the world through relationship.

    AI follows the same pattern. Giving it a name, a voice, or a personality helps people learn faster, ask better questions, and engage more confidently. This is not dangerous in itself — it is normal.

    But humanising something also brings responsibility.

    If we speak to AI as if it understands us, then we must also behave as if our words matter. Saying “please” and “thank you” may seem small, but these habits reinforce respect, patience, and restraint — qualities that should never be lost in digital spaces.

    The danger is not that people are polite to AI. The danger is when people become careless, abusive, or dismissive — because that behaviour rarely stays contained. How we practise ethics with tools often reflects how we practise ethics with people.

    Accountability Cannot Be Outsourced

    One of the most common ethical mistakes is blaming technology for human decisions.

    • “The AI told me to.”
    • “The system generated it.”
    • “That’s what the model said.”

    These explanations may describe how something happened, but they never explain why it was allowed to happen.

    In journalism, law, education, health, and governance, accountability must remain human. AI can assist research, summarise information, or generate ideas — but judgement belongs to people. When AI is wrong, misleading, biased, or harmful, the responsibility lies with whoever chose to rely on it without question.

    This is especially important in PNG, where trust is personal. Blaming a machine undermines leadership. Owning decisions strengthens it.

    Ethics as a Daily Practice, Not a Rulebook

    Ethics in AI does not begin with global frameworks or technical policies. It begins with everyday choices:

    • How do I use this tool?
    • Do I check and question its outputs?
    • Do I take responsibility for what I publish, say, or act upon?
    • Do I use AI to lift others — or to shortcut integrity?

    In PNG terms, ethics is not about perfection — it is about respect, balance, and accountability to community.

    AI, like fire or machinery or writing itself, can build or destroy depending on how it is used. The difference is not the technology. The difference is the person holding it.

    The Core Principle

    AI does not remove responsibility.
    AI amplifies it.

    As we step into 2026 — a year that will see AI used more widely across Papua New Guinea — the guiding principle should remain clear:

    Technology may assist us, but humanity must lead.

    If we remember that, then AI becomes not a threat to dignity — but a tool that reflects our best values, when we choose to use it well.

    Other Topics in this Series
    AI Basics
    Humanising AI
    Advanced AI

  • Humanising AI

    Why We Give Technology a Face

    In Papua New Guinea, understanding often begins with story, relationship, and personhood.

    We don’t grasp ideas purely as systems or abstractions.

    We understand them through people.

    That’s why:

    • faith is expressed through ‘human’ figures,
    • leadership is personal, not distant,
    • and knowledge is passed through voices, not manuals.

    So when people give AI a name, a voice, or even a personality, it isn’t strange — it’s completely normal.


    We Have Always Humanised Complex Ideas

    Across cultures and history, humans have done this instinctively.

    Religion is one example:

    • Christians understand God through Jesus, the Son of God
    • Buddhists understand enlightenment through the life and teachings of the Buddha
    • Indigenous belief systems often express knowledge through ancestors, spirits, and named forces

    These figures don’t limit understanding — they make it accessible.

    Humanising something does not mean we believe it is human. It means we are creating a bridge between complexity and comprehension.

    AI is no different.


    Why AI Feels Easier When It Has a Name

    When people interact with AI, many naturally:

    • speak to it politely,
    • ask follow-up questions,
    • test ideas conversationally,
    • treat it as a thinking partner.

    This doesn’t mean people are confused.

    It means they are engaging with it in the most intuitive way possible.

    Conversation is humanity’s oldest interface.

    Giving AI a persona — even a light one — helps people:

    • ask better questions,
    • explore ideas more openly,
    • reduce fear and intimidation,
    • and learn faster.

    This is especially important for beginners.


    The Line We Must Keep Clear

    Humanising AI helps us use it — but it must not lead us to misplace trust.

    AI:

    • does not have beliefs,
    • does not have values,
    • does not have wisdom,
    • and does not replace human judgement.

    The danger is not in naming or humanising AI. The danger is forgetting who is responsible for decisions.

    People remain responsible. Always.


    Why This Matters for Papua New Guinea

    In PNG, relationships matter more than systems.

    If AI is presented as:

    • cold,
    • foreign,
    • technical,
    • or elite,

    it will be resisted.

    If AI is presented as:

    • a helper,
    • a guide,
    • a tool that listens,
    • something that can be questioned,

    it becomes approachable.

    Humanising AI is not cultural weakness. It is cultural intelligence.


    A Final Thought

    We don’t learn by worshipping tools. And we don’t learn by fearing them either.

    We learn by engaging, questioning, and relating.

    If giving AI a voice helps people in Papua New Guinea understand how it works — then that voice becomes a pathway, not a problem.

    The key is remembering this simple truth:

    AI can assist thinking — but meaning, values, and responsibility remain human.

    Other Topics in this Series
    AI Basics
    AI Ethics
    Advanced AI

  • AI Basics

    A beginner’s guide to understanding and using AI

    For many people in Papua New Guinea, Artificial Intelligence still feels distant — something happening elsewhere, in big countries, big companies, and big cities.

    But here’s the quiet truth:

    AI is already useful right now, even with limited bandwidth, modest devices, and no technical background.

    The challenge isn’t access. It’s knowing how to use it properly.

    This short guide is designed as an on-ramp — not for experts, not for coders, but for everyday users who want practical value without the noise.


    AI Is Not a Machine — It’s a Conversation

    Most beginners struggle with AI for one simple reason: they treat it like Google or a vending machine.

    They type a short command, expect a perfect answer, and feel disappointed.

    AI works differently.

    Think of it instead as:

    • a colleague,
    • a research assistant,
    • or a thinking partner.

    The more clearly you explain what you want — and why — the better the results.

    AI responds to conversation, not commands.


    Three Common Beginner Mistakes (You’re Not Alone)

    If AI hasn’t impressed you yet, chances are you’ve done one of these:

    1. Being too vague
    “Write something about tourism” gives weak, generic output.

    2. Expecting perfection on the first try
    AI improves through back-and-forth. Refinement is part of the process.

    3. Giving no context
    AI doesn’t know your audience, country, culture, or purpose unless you tell it.

    None of this is failure. It’s simply learning how to ask better questions.


    A Simple Prompt Formula That Works

    Here’s an easy structure anyone can use:

    WHO is it for?
    WHAT do you want?
    WHY are you doing it?
    TONE you want?

    Example (PNG-relevant):

    “I’m writing for a Papua New Guinea audience.
    I want a clear explanation of AI in simple language.
    It’s for people with limited internet access.
    Please keep the tone practical and culturally respectful.”

    This one change alone transforms AI from confusing to useful.


    Practical Uses That Make Sense in PNG

    AI doesn’t need to be futuristic to be valuable. Some of its strongest uses are very ordinary:

    • Drafting clearer emails and letters
    • Turning rough notes into clean reports
    • Summarising long documents or policies
    • Helping students understand complex topics
    • Supporting small business marketing
    • Improving job applications and CVs
    • Rewriting text in plain English

    AI doesn’t replace local knowledge — it helps organise and express it more clearly.


    What AI Is Not

    To use AI well, it’s important to understand its limits.

    AI:

    • is not always correct,
    • does not replace lived experience,
    • does not understand PNG culture unless guided,
    • should never be followed blindly.

    Think of AI as a tool — not an authority.

    Judgement, values, and context still belong to people.


    A Final Word

    • You don’t need to master AI.
    • You don’t need technical skills.
    • And you don’t need to move fast.

    You only need to start asking better questions.

    As we move into 2026: The Year of AI, the goal isn’t to chase technology — it’s to make technology work on our terms, in ways that respect local knowledge, culture, and common sense.

    That’s where the real opportunity lies.

    Get started for free on our preferred platform: OpenAI (ChatGPT)