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    <title>Cengkuru Michael - Writing</title>
    <link>https://cengkuru.com/</link>
    <description>Essays, field notes, data investigations, and selected interactive projects on disclosure systems, procurement transparency, and decision infrastructure.</description>
    <language>en</language>
    <lastBuildDate>Wed, 30 Sep 2026 08:42:28 GMT</lastBuildDate>
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      <title>Why public procurement data does not deliver accountability alone</title>
      <link>https://cengkuru.com/essays/nobody-is-rewarded-for-finding-a-problem/</link>
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      <pubDate>Sun, 26 Jul 2026 00:00:00 GMT</pubDate>
      <description>Who benefits when a problem is reported, and who bears the risk of naming it? In the disclosure programmes this essay draws on, publication cannot settle those incentives. It makes a problem knowable; acting on it is decided elsewhere.</description>
      <category>disclosure-systems</category>
      <category>infrastructure-and-procurement</category>
    </item>
    <item>
      <title>Who decides what better means when AI ranks public projects?</title>
      <link>https://cengkuru.com/essays/the-moat-is-the-decision-layer/</link>
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      <pubDate>Thu, 16 Jul 2026 00:00:00 GMT</pubDate>
      <description>A road contract, eighteen days before fiscal close. A model can optimise any objective you give it; it cannot decide which public objective deserves the authority, or answer for the consequences. Keep the facts fixed, change what better means, and watch the right call change.</description>
      <category>ai-and-decision-infrastructure</category>
    </item>
    <item>
      <title>How financing rules shape infrastructure transparency rankings</title>
      <link>https://cengkuru.com/essays/the-road-that-does-not-count/</link>
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      <pubDate>Wed, 15 Jul 2026 00:00:00 GMT</pubDate>
      <description>Two Ugandan expressways use different financing structures: a sovereign buyer&apos;s credit and a hybrid availability-payment concession. Loan-keyed comparisons can miss concession records or credit a financier&apos;s disclosures to a government. Three proposed boundary rules show how to test that distortion before scoring.</description>
      <category>disclosure-systems</category>
      <category>infrastructure-and-procurement</category>
      <category>data-standards-and-implementation</category>
    </item>
    <item>
      <title>AI agent costs: why price per token misses the finished task</title>
      <link>https://cengkuru.com/essays/the-missing-meter/</link>
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      <pubDate>Tue, 30 Jun 2026 00:00:00 GMT</pubDate>
      <description>A router reads a price tag and picks the cheapest model. Then the receipt keeps printing: re-read context, schema error, retry, fallback, human repair. The real unit is cost per successful task.</description>
      <category>ai-and-decision-infrastructure</category>
    </item>
    <item>
      <title>Five links between infrastructure disclosure and public action</title>
      <link>https://cengkuru.com/essays/when-a-project-becomes-public/</link>
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      <pubDate>Mon, 29 Jun 2026 00:00:00 GMT</pubDate>
      <description>Publication is not the same as followability. Five links turn a visible project into a readable, testable, measurable one a citizen can act on, from disclosure to a real decision.</description>
      <category>disclosure-systems</category>
      <category>infrastructure-and-procurement</category>
      <category>data-standards-and-implementation</category>
    </item>
    <item>
      <title>Zambia&apos;s infrastructure data: one of six public checks can run</title>
      <link>https://cengkuru.com/essays/the-door-is-not-the-verdict/</link>
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      <pubDate>Sat, 27 Jun 2026 00:00:00 GMT</pubDate>
      <description>Transparency does not make a project good. It lets you find out whether it is. Six inspection tests and four distinct reasons a record cannot answer, anchored on a real OC4IDS field-level mapping.</description>
      <category>disclosure-systems</category>
      <category>data-standards-and-implementation</category>
    </item>
    <item>
      <title>Malawi infrastructure portal: 162 records and no measured progress data</title>
      <link>https://cengkuru.com/essays/the-scanner-under-the-portal/</link>
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      <pubDate>Thu, 25 Jun 2026 00:00:00 GMT</pubDate>
      <description>Malawi&apos;s public data marks six kilometres of the M12 to Ludzi road complete, at 1.3 billion kwacha, and the records that would let you check that claim are largely absent. Across 162 projects, measured progress is recorded for none.</description>
      <category>disclosure-systems</category>
      <category>infrastructure-and-procurement</category>
      <category>data-standards-and-implementation</category>
    </item>
    <item>
      <title>Bujagali power project: the 30-year contract behind the dam</title>
      <link>https://cengkuru.com/posts/the-second-infrastructure/</link>
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      <pubDate>Tue, 16 Jun 2026 12:00:00 GMT</pubDate>
      <description>A dam is built once. The contract inside it runs for thirty years. Using Bujagali, this essay opens the project-finance machine inside a public-private partnership: the payments, guarantees, financial terms and risk allocation that live in the contract and the data standards (OC4IDS, OCDS for PPPs).</description>
      <category>disclosure-systems</category>
      <category>infrastructure-and-procurement</category>
      <category>data-standards-and-implementation</category>
    </item>
    <item>
      <title>Beneficial ownership data: a company name is not an owner</title>
      <link>https://cengkuru.com/essays/the-name-on-the-certificate/</link>
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      <pubDate>Sun, 14 Jun 2026 00:00:00 GMT</pubDate>
      <description>Follow one line from a company certificate toward a person, and learn what ownership data can and cannot establish: entity, person and relationship statements; declared claims, not truth; and why a shared name is not a shared identity.</description>
      <category>data-standards-and-implementation</category>
      <category>disclosure-systems</category>
    </item>
    <item>
      <title>What infrastructure projects must disclose after contract award</title>
      <link>https://cengkuru.com/essays/after-the-award/</link>
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      <pubDate>Fri, 12 Jun 2026 00:00:00 GMT</pubDate>
      <description>Construction, payments, safeguards and maintenance continue after award, so the public record must continue too. Uganda&apos;s upgraded procurement portal is designed to keep that record visible. The test is whether agencies publish complete data every month, and whether anyone acts on what it reveals.</description>
      <category>infrastructure-and-procurement</category>
      <category>disclosure-systems</category>
    </item>
    <item>
      <title>Linking public contracts to beneficial ownership records</title>
      <link>https://cengkuru.com/essays/black-light/</link>
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      <pubDate>Mon, 01 Jun 2026 00:00:00 GMT</pubDate>
      <description>The Slovakia case shows why a supplier name is not enough to establish who controls it. A shared organisation identifier can connect procurement and declared ownership records; an explicitly labelled composite shows how that join works. Matching does not prove wrongdoing.</description>
      <category>disclosure-systems</category>
      <category>data-standards-and-implementation</category>
    </item>
    <item>
      <title>Uganda procurement portal training: attendance is not adoption</title>
      <link>https://cengkuru.com/posts/what-143-officers-taught-me-about-training/</link>
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      <pubDate>Fri, 08 May 2026 01:29:30 GMT</pubDate>
      <description>What did the Kampala workshop establish, and what still needs evidence after the room empties?</description>
      <category>disclosure-systems</category>
      <category>infrastructure-and-procurement</category>
      <category>data-standards-and-implementation</category>
    </item>
    <item>
      <title>Why public disclosure portals stop updating</title>
      <link>https://cengkuru.com/posts/why-disclosure-portals-die/</link>
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      <pubDate>Tue, 31 Mar 2026 09:29:58 GMT</pubDate>
      <description>A disclosure portal can be online and still be gone. Using dated cases of portals that went quiet, this essay traces what actually sustains useful disclosure: access and permissions, recurrent funding, maintenance, institutional demand, and a real task for a practitioner.</description>
      <category>disclosure-systems</category>
      <category>infrastructure-and-procurement</category>
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