Flux Working Papers
A citable, timestamped registry of the series. Each paper has a stable number, a content fingerprint, and — once deposited — a DOI.
- Papers
- 35
- Sectors
- 6
- Figured
- 35/35
- Deposited
- 0/35
- Span
- Jan – Aug 2026
- Reading
- 350 min
| No. | Title | Sector | Published | Identifier | Fingerprint | Details |
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| WP35 | The Second Question: What Changes When an Explainer Can Be Asked Again an explainer that answers once is a dictionary. What makes it worth having is being able to ask the obvious follow-up in the same place, without starting over — and that single re… | AI Automation | ⌁ verified |
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This is a first-person design account of building an in-place AI explainer, using it for months as a browser extension and as a local desktop application, and discovering that its defining feature was not the one it shipped with. A single-shot inline explanation resolves a word but rarely the confusion: the first answer raises the question actually worth asking, and a tool that cannot take that question sends users to …
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| WP34 | The Panel Is Also a Tab every tool that promises to explain a word without sending you away still moves you — into a panel, an overlay, a results page. The expensive part of looking something up was neve… | AI Automation | ⌁ verified |
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Mainstream AI answer surfaces converge on a single strategy for the mid-document lookup: bring the answer closer. Docked panels open beside the text, launcher overlays float above it, and search results increasingly compose the answer in place of an index. This paper argues that the first two solve the wrong half of the problem. The cost of interrupting a reading task to look something up is not the distance travelled …
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| WP33 | What Dies on Election Night a Kenyan campaign is the most operationally capable organisation most constituencies will ever have. It is assembled from nothing in about six months, and it is dissolved at the e… | Civic & Democratic Infrastructure | ⌁ verified |
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This paper argues that the periodic dissolution of electoral campaign organisations constitutes the principal source of institutional amnesia in Kenyan constituency governance. It observes that a competitive campaign for a parliamentary seat assembles, within approximately two quarters and typically from no prior institutional base, an operational capability exceeding that of the constituency office which succeeds it: sub-location-level field coverage, volunteer rosters numbering in the hundreds, daily logistics and finance functions, …
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| WP32 | Legible, Navigable, Writable: What Measuring a City Actually Costs The Nairobi twin series we replaced guessed building heights with heights measured from satellite imagery across Nairobi. It worked. But it also revealed that two datasets which both describe themselves … | Civic & Democratic Infrastructure | ⌁ verified |
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This paper reports the first quantitative result from the Nairobi digital twin programme: the replacement of heuristic building heights with heights measured from satellite imagery across the full metropolitan area. Using Google's Open Buildings 2.5D Temporal dataset, sampled inside each building's real footprint polygon, the proportion of buildings whose height derives from observation rather than inference rose from 0.3% (4,231 surveyed buildings) to 73.6% (1,019,096 of 1,384,206). The paper documents …
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| WP31 | Building Nairobi a Second Time: Notes From a Week of Shipping the Twin The Nairobi twin series a week-by-week account of how the Nairobi model went from about a thousand city-centre buildings to 1.27 million real ones across the whole metro — with the dead ends left in, and… | Civic & Democratic Infrastructure | ⌁ verified |
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This is the informal companion to Working Papers on the v2 Nairobi buildings pipeline: a first-person process account of the week KaNairo went from roughly 1,000 central-business-district buildings to 1,277,511 across the full metropolitan area. It records the sequence as it actually happened — a Content-Security-Policy block that blanked the first map, duplicate SSL-certificate failures across two fetch scripts, an Overpass API rejection resolved by identifying ourselves properly, and the …
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| WP30 | Estimating What We Don't Know: A Confidence-Tiered Height Heuristic for Data-Sparse Cities The Nairobi twin series we know where 1.27 million buildings *are*, but for 99.7% of them nobody has ever recorded how *tall* they are. Rather than guess silently or ship a flat city, we estimated every … | Civic & Democratic Infrastructure | ⌁ verified |
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Building height is one of the most consequential and least available attributes in open urban geographic data for African cities. Querying Overture Maps' merged buildings layer for the Nairobi metropolitan area, we find that only 4,203 of 1,277,511 buildings (0.3%) carry a direct height or floor-count attribute from any contributing source. A validated remote-sensing alternative exists — Google's Open Buildings Temporal dataset, shown in peer-reviewed research to estimate Nairobi building …
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| WP29 | Who's Missing From the Map: Building-Footprint Coverage Gaps in Nairobi's Informal Settlements The Nairobi twin series every building on a modern open map got there one of two ways — a person traced it, or a computer spotted it in satellite imagery. This paper counts which was which, building by b… | Civic & Democratic Infrastructure | ⌁ verified |
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Prior research has established that OpenStreetMap building-footprint completeness varies sharply across Nairobi, with one study specifically noting that Mathare — one of the city's largest informal settlements — had no building footprints in OpenStreetMap at all as of its writing. This paper reports a direct empirical check of that claim against current data, and extends it to a second informal settlement, Kibera, chosen because it is the subject of a …
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| WP28 | From the CBD to All of Nairobi: A Tile-Streamed Building Pipeline for a City-Scale Twin The Nairobi twin series the old map showed about a thousand buildings in the city center. The new one shows every building in greater Nairobi — 1.27 million of them — and still loads fast, because it onl… | Civic & Democratic Infrastructure | ⌁ verified |
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The first render of Flux's Nairobi digital twin covered roughly 1,000 buildings in the central business district, sourced from OpenStreetMap via the Overpass API and compressed into a single static bundle. This paper documents extending that render to the full Nairobi metropolitan area — approximately 1,600 square kilometers from Karen to Embakasi and Ruiru to Athi River — using Overture Maps, an open dataset that merges Google's Open Buildings (satellite-imagery-derived …
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| WP27 | The Twin Nairobi Doesn't Have Yet The Nairobi twin series we built a 3D model of central Nairobi you can explore, and sold $1.99 billboards inside it as a joke. The joke turns out to be a working prototype of the serious thing — a model … | Civic & Democratic Infrastructure | ⌁ verified |
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"Digital twin" typically describes a 3D visualization exercise, yet the term originates from live-telemetry systems built to track one physical object's real condition, not from rendering fidelity. This paper argues a genuine 1:1 city twin needs two separate, so-far-unconnected halves. The first, institutional, is a live data-exchange layer between government systems, on the model of Estonia's X-Road — architected as a decentralized system after a 1996 data-consolidation scandal and now …
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| WP26 | The Personal Operating Layer: The Case for an AI That Lives in Your Messages people already run their lives inside chat — texting themselves, keeping a group chat with exactly one member. The useful personal AI will not be another app you remember to open.… | AI Automation | ⌁ verified |
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People already run their lives inside chat threads — texting themselves, keeping solo group chats as running records. This paper argues that the most useful personal AI will not be an application one opens but a presence in the message thread that talks like a friend, acts on the user's behalf, and holds them to their own goals. It frames this as the missing-layer thesis applied to an individual life.
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| WP25 | The Operating Workforce: An African-First Theory of AI Employees "AI employee" normally means replacing somebody who has a job. In African institutions the roles are mostly unfilled to begin with — one procurement officer doing the work of a wh… | AI Automation | ⌁ verified |
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The phrase 'AI employee' typically evokes a Western firm replacing expensive knowledge workers. This paper argues the African case inverts that picture: AI employees will first fill roles institutions never managed to staff at all. Building on the missing-layer thesis, it develops an African-first theory of the operating workforce — role-scoped, accountable agents that do an institution's routine, rules-bound work — and presents procurement as the first such role.
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| WP24 | Snakes And Ladders: Extra Life a placeholder note rather than the paper. It sets out what Snakes and Ladders actually is — a game of pure chance descended from an Indian morality game — and what an "extra life"… | Culture | ⌁ verified |
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A note ahead of the paper: Snakes and Ladders is a game of pure chance, descended from an Indian morality game whose ladders were virtues and whose snakes were vices. The paper sets that board beside the video-game extra life. |
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| WP23 | The Institutional Gap Is the Feature the standard view is that African institutions will get to AI late, because they have less of everything. This paper argues the opposite. Where you cannot simply hire another pers… | AI Automation | ⌁ verified |
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This paper argues that the most constrained environments will build the most complete AI workflows first — not from any technological advantage, but because the question of which processes to eliminate is forced rather than optional where capacity is scarce. The institutional gap, on this account, is not the barrier to adoption but the brief for it.
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| WP22 | Your NGO Is Illegal and That Is Not Your Fault The PBO compliance series a great many Kenyan organisations doing real work are not registered under the law that now governs them, which means they cannot legally take the funding they are otherwise quali… | Civic & Democratic Infrastructure | ⌁ verified |
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Kenya's civil-society compliance gap is often read as organisations evading registration. This paper argues it is better understood as the product of a registration system designed for organisations with lawyers, and examines what changes once the infrastructure to navigate that system finally exists.
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| WP21 | Personalized Is the New Glow "glow" was never a product you could buy. It is what healthy skin looks like, and healthy skin is specific to the person. Deep, melanin-rich skin has spent decades being sold form… | AI Automation | ⌁ verified |
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Healthy skin is personal, yet for deep-skinned consumers the market has long sold products built for someone else, leaving expensive trial and error in its place. This paper argues that personalization is the next form of the promise the beauty market has always made, and presents it as the mechanism by which that promise finally scales.
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| WP20 | Accountability Is Not a Reason to Keep Humans in the Process organisations keep a person in the loop on routine, rule-bound work and call that accountability. For that specific kind of work, this paper argues, the person is a bottleneck rat… | AI Automation | ⌁ verified |
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For well-specified, high-volume, rule-based processes, this paper argues, human involvement does not produce accountability so much as a bottleneck. It frames the reflex to keep a human in the loop as the institutionalisation of distrust in systems never designed well enough to deserve trust, and argues that better-designed, auditable systems make that reflex obsolete.
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| WP19 | Your AI Strategy Is Digital Transformation With Better Branding most corporate AI strategies make an existing process faster. That is what digital transformation did in the 1990s, under a different name. Real transformation removes the process… | AI Automation | ⌁ verified |
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Most initiatives branded as AI transformation accelerate existing processes rather than eliminating them — a pattern this paper argues is identical to 1990s enterprise software. It contends that the organisations that will actually transform are those that ask which processes should cease to exist, not how to perform unchanged work faster.
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| WP18 | The Expense Report Was Never About Expenses The procurement trust series the expense report is not an accounting instrument. It exists because organisations cannot trust staff to spend money correctly, so they check afterwards instead. Once spending li… | AI Automation | ⌁ verified |
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The expense report is among the most resented instruments of corporate administration. This paper argues that understanding what it is actually for — a control mechanism for delegated spending — is the prerequisite for seeing why agentic payment infrastructure makes it obsolete, replacing after-the-fact reconciliation with scoped authorisation.
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| WP17 | Did It Do It For You? there is one test for any AI deployment. When the work was finished, did the AI do it, or did it help a person do it faster? Most of what is being called AI transformation is the … | AI Automation | ⌁ verified |
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This paper offers a manifesto for workflow-native AI built on a binary test: when a task was finished, did the AI do it, or merely help a person do it? It argues that most of what is called AI transformation fails this test, explains why the distinction is decisive rather than rhetorical, and describes what it means to build software that passes it.
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| WP16 | Africa's Regulatory Failure Is Not a Law Problem The PBO compliance series Kenya replaced a bad law for non-profits with a good one, and registration barely moved. The lesson is that drafting a good law is only half the job. Somebody still has to build t… | Civic & Democratic Infrastructure | ⌁ verified |
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Kenya's PBO Act improved on its predecessor in nearly every respect, yet registration rates did not meaningfully rise. This paper argues that the recurring failure mode in African regulatory reform is rarely the quality of the law itself but the absence of a translation layer that makes the law navigable to those it governs.
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| WP15 | Your Donor Is Now Your Regulator The PBO compliance series the pressure on Kenyan civil society to prove it is compliant used to come from the state. It now comes mostly from the donors who fund the work, through their own due-diligence c… | Civic & Democratic Infrastructure | ⌁ verified |
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International donors' due-diligence requirements increasingly impose compliance pressure that the Kenyan state itself has never consistently applied. This paper argues that the organisations least able to meet these requirements are often those doing the most essential ground-level work, producing an unintended regulatory effect that nobody designed. Understanding the mechanism, it argues, is the first step to addressing it.
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| WP14 | What a Language Model Finds When It Reads Your Constitution The PBO compliance series asking AI to interpret the law is hard and contested. Asking it to check a document against a fixed list — does this constitution contain the clauses the Act requires? — is neithe… | Civic & Democratic Infrastructure | ⌁ verified |
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Discussion of AI and law fixates on whether AI can reason about law. This paper argues that a more tractable problem is already solved: reading a document against a specific checklist to identify gaps. Using the example of constitutive documents checked against statutory requirements, it shows what reliable document-versus-checklist analysis can do today and why it matters for compliance.
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| WP13 | Kenya's PBO Act Is Finally in Force After a Decade. Most Organisations Still Cannot Comply. The PBO compliance series the law governing Kenyan non-profits was passed in 2013 and only came into force more than a decade later. Its requirements are not unreasonable on their face, but meeting them ta… | Civic & Democratic Infrastructure | ⌁ verified |
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Kenya's Public Benefit Organizations Act came into force after more than a decade of delay, yet most organisations still cannot comply. This paper argues the Act's requirements are not unreasonable but inaccessible, walking through what compliance actually demands and showing that the gap between what the law requires and what a typical community-based organisation has is structural rather than a matter of intent.
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| WP12 | The Agentic Buyer and the End of Dark Patterns The procurement trust series software pricing pages are built to work on human psychology — a high number placed first, a "most popular" badge, a countdown. An agent doing the buying feels none of it. Once ag… | AI Automation | ⌁ verified |
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The SaaS pricing page is less a disclosure of cost than an attempt to shape the buyer's decision. This paper argues that an AI procurement agent, lacking the psychological vulnerabilities those pages exploit — anchoring, social pressure, manufactured urgency — will restructure B2B software pricing structurally rather than incrementally, and considers what vendor strategy looks like when the buyer cannot be manipulated.
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| WP11 | The Corporate Card Was Never the Solution The procurement trust series companies still pass one card number around the office, because there has never been a good way to let somebody buy one specific thing. Every instrument invented since the 1950s h… | AI Automation | ⌁ verified |
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From charge cards to virtual cards, every procurement instrument since 1950 has been a partial answer to one trust problem: how to authorise a specific transaction without manually validating every purchase after the fact. This paper traces that lineage and argues that agentic payment infrastructure represents the first complete answer, shifting authorisation from after-the-fact review to scoped, programmatic intent.
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| WP10 | Your Knowledge Gaps Are the Most Intimate Data You Have where you went and what you bought are already treated as sensitive data. What you did not understand — the words you looked up, the sentence where your comprehension ran out — is… | AI Automation | ⌁ verified |
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Behavioural data is usually discussed in terms of location and purchases. This paper introduces epistemic data — the record of what a person looked up, what confused them, and where their understanding ran out — and argues it is more intimate than other categories because it records the activity of the mind. It warns that the tools being built to help people read sit precisely at the centre of this …
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| WP09 | The Web Was Built for Navigation, Not Comprehension every primitive the web gave us — the link, the page, the tab — is a way of going somewhere else. Understanding the thing in front of you is the one task that going somewhere else… | AI Automation | ⌁ verified |
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The hyperlink is a navigation primitive: it connects documents but cannot bring an explanation to the reader inline, at the point of confusion, without a context switch. This paper argues that the web delivered unprecedented access to knowledge while never building the layer that helps people understand it, and considers what a comprehension layer — explanation at the point of need — would require.
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| WP08 | Procuring the Unspecifiable: Why Institutional Software Procurement Is Broken in Kenya Kenyan public bodies buy software the way they buy office furniture — write a specification, take the lowest compliant bid, set a delivery date. Software cannot be specified that … | Civic & Democratic Infrastructure | ⌁ verified |
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Kenya's Public Procurement and Asset Disposal Act treats software as a commodity that can be fully specified in advance, compared by price, and delivered on a fixed date. This paper argues that this assumption is mismatched to how software is actually built, producing a predictable cycle of failed systems, vendor capture, and fraud-enabling infrastructure. It argues for reconceiving software as a distinct category of public acquisition with iterative delivery and …
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| WP07 | The Last Mile of Care: What Kenya's Community Health Workers Are Missing Kenya has committed to a community health promoter for roughly every hundred households, each visiting homes every month and writing what they find into paper registers. Very litt… | Community Health | ⌁ verified |
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Kenya fields roughly 100,000 Community Health Promoters who visit households monthly, yet much of the data they collect does not reach a usable system. This paper examines the last-mile gap in community health and describes what a well-instrumented community-health system would look like — one that captures, transmits, and acts on household-level data rather than letting it disappear.
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| WP06 | The Offline-First Problem: Why Most Institutional Software Fails in the Field most institutional software assumes a working internet connection. In the field there often is not one, so the app stops, the team falls back to paper, and the data never arrives … | Water & Sanitation | ⌁ verified |
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Most institutional software deployments in African field settings fail for a shared reason: they assume continuous connectivity that does not exist where they are meant to operate. This paper argues that offline-first architecture is not an optional feature but a prerequisite for data integrity — a system that loses or degrades data when the network drops produces worse operational intelligence than none. It frames connectivity assumptions as a requirements failure …
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| WP05 | Democracy Is Infrastructure a Kenyan MP's constituency office runs on WhatsApp groups, a shared spreadsheet, and the personal phones of whoever has been there longest. Whatever a citizen can actually get fro… | Civic & Democratic Infrastructure | ⌁ verified |
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Democracy is usually discussed as a matter of values and ideals. This paper argues that in practice democracy is constituted by the infrastructure it runs on: when the operational substrate of a civic process is an ad-hoc messaging group, the democracy is whatever fits in that container. It makes the case that improving democratic practice in African contexts is substantially a problem of building better civic infrastructure.
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| WP04 | Why Africa Needs Stablecoin Rails Before It Needs a Digital Currency moving money in and out of Africa is expensive, and the official answer — a digital currency issued by a central bank — is years of regulation away. Stablecoins are digital tokens… | Open Finance & Inclusion | ⌁ verified |
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Debate over central bank digital currencies has dominated African monetary-technology policy. This paper argues that debate is a distraction from a nearer-term need: stablecoin-native payment rails that route around the costs the legacy correspondent-banking system levies on cross-border transfers. It distinguishes retail digital currency from institutional payment infrastructure and argues the latter is both more tractable and more urgent.
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| WP03 | What Happens When Institutions Can Finally See Themselves this is the other side of the missing-layer argument — what actually changes on the ground once an institution can watch its own operations day by day instead of finding out month… | Civic & Democratic Infrastructure | ⌁ verified |
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What changes when an institution can finally see itself? This paper explores the consequences of operational visibility: a utility that tracks its own production and losses in real time, a constituency office that knows the status of every case. It argues that visibility is not an end in itself but the precondition for correction, accountability, and trust, and sketches the shifts in management and legitimacy that follow once institutions can …
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| WP02 | Africa's Institutions Don't Have a Funding Problem the usual explanation for a failing public institution is that it is underfunded. This paper argues the binding constraint is different: the software these institutions need alrea… | Water & Sanitation | ⌁ verified |
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Conventional accounts attribute the underperformance of African public institutions to inadequate funding. This paper contends the deeper failure is the absence of tools built for their actual operating context: software has been imported rather than designed for local constraints. Resources are necessary but not sufficient; the relevant technology already exists; the unmet task is building it for here. The argument reframes institutional failure as a problem of design and translation …
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| WP01 | The Missing Layer: Why Africa's Institutions Operate Blind most African institutions cannot answer basic questions about their own operations — how much water left the plant yesterday, how many bills were paid last month. Not because the … | — | ⌁ verified |
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African public institutions are widely held to fail for want of funding, mandates, staff, or data. This paper argues the binding constraint is instead an operational layer: the instrumentation that lets an institution observe its own functioning in real time. Lacking it, institutions operate blind — unable to see what they did yesterday or correct their own drift. Setting out the founding thesis of Flux, the paper characterises this missing …
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Nothing in the registry matches that.