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Aaron Po c825d99b0a Refactor comments and update documentation for backend and pipeline (#246) 
* Remove restating comments in backend

* Remove restating comments in frontend stories

* Remove restating comments in pipeline

* Remove restating comments in pipeline scripts

* Restore location-clear comment in BreweryRepository

* Remove stale/restating comments found in second pass

* Restore mock curated-data branch comment in main.cc

* Remove more restating/filler comments in backend

* Document account-management endpoints, compose files, and env generator

* Squashed commit of the following:

commit a8a5b8abd9969859c695092fae6990d03b2135ed
Author: Aaron Po <aaron.po97@gmail.com>
Date:   Sun Aug 23 23:53:56 2026 -0400

    Add reverse geocoding for brewery street addresses (#245)

    * Add geocoding to seed application, remove postal codes from generator

    Update comments

* Update pipeline class diagram for OpenAI generator

* Update pipeline activity diagram for brewery coordinates and OpenAI backend

* Add mailpit, production, db-only, and minimal environments to deployment diagram

* Fix authentication flow diagram for Identity migration

* Add account-management flows to authentication diagram

* Fix database schema diagram note referencing removed AuthRepository
2026-08-24 01:09:48 -04:00

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<?plantuml 1.2026.2?><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" contentStyleType="text/css" data-diagram-type="ACTIVITY" height="5316px" preserveAspectRatio="none" style="width:7072px;height:5316px;background:#FAFCF9;" version="1.1" viewBox="0 0 7072 5316" width="7072px" zoomAndPan="magnify"><title>The Biergarten Data Pipeline (Current &#8212; Synchronous Data Path)</title><defs/><g><rect fill="#FAFCF9" height="5316" style="stroke:none;stroke-width:1;" width="7072" x="0" y="0"/><g class="title" data-source-line="20"><text fill="#28342A" font-family="'Volkhov'" font-size="20" font-weight="bold" lengthAdjust="spacing" textLength="643.3092" x="3213.1128" y="41.38">The Biergarten Data Pipeline (Current &#8212; Synchronous Data Path)</text></g><rect fill="none" height="19.0679" style="stroke:none;stroke-width:1;" width="7039.5348" x="15" y="60.842"/><rect fill="#F2F6F0" height="5243.2679" style="stroke:#F2F6F0;stroke-width:1;" width="758.7604" x="15" y="60.842"/><ellipse cx="252.0382" cy="94.9099" fill="#222222" rx="10" ry="10" style="stroke:#222222;stroke-width:1;"/><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="338.5547" x="82.7608" y="124.9099"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="318.5547" x="92.7608" y="149.8758">Create BoundedChannel&lt;LogEntry&gt; log_channel</text><path d="M376.4188,173.9778 L376.4188,213.1136 L356.4188,217.1136 L376.4188,221.1136 L376.4188,260.2495 A0,0 0 0 0 376.4188,260.2495 L720.6075,260.2495 A0,0 0 0 0 720.6075,260.2495 L720.6075,183.9778 L710.6075,173.9778 L376.4188,173.9778 A0,0 0 0 0 376.4188,173.9778" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M710.6075,173.9778 L710.6075,183.9778 L720.6075,183.9778 L710.6075,173.9778" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="293.8868" x="382.4188" y="193.9437">The only concurrency in the current pipeline:</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="280.041" x="382.4188" y="213.0116">a dedicated thread drains log_channel and</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="294.6429" x="382.4188" y="232.0796">forwards entries to spdlog for the entire run.</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="323.1887" x="382.4188" y="251.1475">Joined during shutdown after log_channel closes.</text><rect fill="#FAFCF9" height="58.1358" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="208.7613" x="147.6575" y="188.0457"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="188.7613" x="157.6575" y="213.0116">Spawn log dispatcher thread</text><text fill="#28342A" font-family="'DM Sans'" 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L327.8939,602.5551 L347.8939,606.5551 L347.8939,636.157 A0,0 0 0 0 347.8939,636.157 L709.2186,636.157 A0,0 0 0 0 709.2186,636.157 L709.2186,578.9532 L699.2186,568.9532 L347.8939,568.9532 A0,0 0 0 0 347.8939,568.9532" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M699.2186,568.9532 L699.2186,578.9532 L709.2186,578.9532 L699.2186,568.9532" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="336.2087" x="353.8939" y="588.9191">Binds ILogger, IEnrichmentService, DataGenerator,</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="340.3247" x="353.8939" y="607.9871">IExportService, IPromptFormatter, WebClient based</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="245.699" x="353.8939" y="627.055">on --mocked vs. model-backed mode.</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="151.7115" x="176.1824" y="583.0211"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="131.7115" x="186.1824" y="607.9871">di::make_injector(...)</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="462.0763" x="21" y="656.157"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="442.0763" x="31" y="681.1229">injector.create&lt;std::unique_ptr&lt;BiergartenPipelineOrchestrator&gt;&gt;()</text><path d="M406.6377,710.6909 L406.6377,730.7588 L386.6377,734.7588 L406.6377,738.7588 L406.6377,758.8268 A0,0 0 0 0 406.6377,758.8268 L768.7604,758.8268 A0,0 0 0 0 768.7604,758.8268 L768.7604,720.6909 L758.7604,710.6909 L406.6377,710.6909 A0,0 0 0 0 406.6377,710.6909" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M758.7604,710.6909 L758.7604,720.6909 L768.7604,720.6909 L758.7604,710.6909" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="341.1227" x="412.6377" y="730.6569">Run() itself is synchronous &#8212; sampling, enrichment,</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="324.1408" x="412.6377" y="749.7248">generation, and export all happen on this thread.</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="269.199" x="117.4386" y="715.2249"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="249.199" x="127.4386" y="740.1908">BiergartenPipelineOrchestrator::Run()</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="138.1175" x="182.9794" y="5104.9061"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="118.1175" x="192.9794" y="5129.8721">Close log_channel</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="189.5114" x="157.2825" y="5163.974"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="169.5114" x="167.2825" y="5188.94">Join log dispatcher thread</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="76.3918" x="213.8423" y="5223.042"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="56.3918" x="223.8423" y="5248.0079">Return 0</text><ellipse cx="252.0382" cy="5293.1099" fill="none" rx="11" ry="11" style="stroke:#222222;stroke-width:1;"/><ellipse cx="252.0382" cy="5293.1099" fill="#222222" rx="6" ry="6" style="stroke:#222222;stroke-width:1;"/><line style="stroke:#547461;stroke-width:0.3;" x1="15" x2="15" y1="60.842" y2="5304.1099"/><rect 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region_context}</text><polygon fill="#FAFCF9" points="1383.6037,1439.6756,1395.6037,1451.6756,1383.6037,1463.6756,1371.6037,1451.6756,1383.6037,1439.6756" style="stroke:#628A5B;stroke-width:0.5;"/><polygon fill="#FAFCF9" points="1292.5131,1189.5059,1474.6944,1189.5059,1486.6944,1201.5059,1474.6944,1213.5059,1292.5131,1213.5059,1280.5131,1201.5059,1292.5131,1189.5059" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="107.9256" x="1387.6037" y="1228.4719">Remaining cities</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="182.1813" x="1292.5131" y="1206.9379">For each sampled Location?</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="35.2379" x="1245.2752" y="1197.4039">Done</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="224.5812" x="1271.3131" y="1505.6756"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="204.5812" x="1281.3131" y="1530.6415">GenerateUsers(enriched_cities)</text><rect fill="#FAFCF9" height="58.1358" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="304.1009" x="1231.5533" y="1839.617"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="245.993" x="1241.5533" y="1864.5829">SampleName(forenames_by_country,</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="276.8209" x="1248.8332" y="1883.6508">surnames_by_country, location.iso3166_1)</text><polygon fill="#FAFCF9" points="1288.2361,1917.7528,1478.9714,1917.7528,1490.9714,1929.7528,1478.9714,1941.7528,1288.2361,1941.7528,1276.2361,1929.7528,1288.2361,1917.7528" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="190.7353" x="1288.2361" y="1935.1848">Names available for country?</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="17.1219" x="1259.1142" y="1925.6508">no</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="21.7419" x="1490.9714" y="1925.6508">yes</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="162.1834" x="806.7604" y="1961.7528"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="142.1834" x="816.7604" y="1986.7187">Log warning, skip city</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="278.047" x="1740.3319" y="1961.7528"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="258.047" x="1750.3319" y="1986.7187">Sample UserPersona (uniform random)</text><polygon fill="#FAFCF9" points="1803.8747,2763.6943,1954.8361,2763.6943,1966.8361,2775.6943,1954.8361,2787.6943,1803.8747,2787.6943,1791.8747,2775.6943,1803.8747,2763.6943" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="150.9614" x="1803.8747" y="2781.1262">Generation successful?</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="21.7419" x="1770.1328" y="2771.5923">yes</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="17.1219" x="1966.8361" y="2771.5923">no</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="375.2766" x="1386.9366" y="2807.6943"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="355.2766" x="1396.9366" y="2832.6602">GetRandomCoordsWithinRange(city_centre, 5km, rng)</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="293.6709" x="1427.7394" y="2866.7622"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="273.6709" x="1437.7394" y="2891.7281">BuildEmail(name, used_email_local_parts)</text><path d="M1690.3945,2915.8301 L1690.3945,2964.4999 L1670.3945,2968.4999 L1690.3945,2972.4999 L1690.3945,3021.1697 A0,0 0 0 0 1690.3945,3021.1697 L2011.1754,3021.1697 A0,0 0 0 0 2011.1754,3021.1697 L2011.1754,2925.8301 L2001.1754,2915.8301 L1690.3945,2915.8301 A0,0 0 0 0 1690.3945,2915.8301" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M2001.1754,2915.8301 L2001.1754,2925.8301 L2011.1754,2925.8301 L2001.1754,2915.8301" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="252.363" x="1696.3945" y="2935.796">email and date_of_birth are generated</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="261.715" x="1696.3945" y="2954.8639">programmatically, never LLM-authored.</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="264.571" x="1696.3945" y="2973.9319">Generation + coordinate jitter run inside</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="299.7809" x="1696.3945" y="2992.9998">one try/catch per record. UserRecord.address</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="244.971" x="1696.3945" y="3012.0677">now carries {city, longitude, latitude}.</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="191.6393" x="1478.7552" y="2948.9659"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="171.6393" x="1488.7552" y="2973.9319">GenerateDateOfBirth(rng)</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="246.7011" x="1451.2243" y="3333.9074"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="226.7011" x="1461.2243" y="3358.8733">Log warning "SQLite export failed"</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="305.9209" x="2028.3789" y="2807.6943"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="285.9209" x="2038.3789" y="2832.6602">Log warning "Generation failed, skipping..."</text><polygon fill="#FAFCF9" points="1879.3554,3426.9753,1891.3554,3438.9753,1879.3554,3450.9753,1867.3554,3438.9753,1879.3554,3426.9753" style="stroke:#628A5B;stroke-width:0.5;"/><polygon fill="#FAFCF9" points="1383.6037,3460.9753,1395.6037,3472.9753,1383.6037,3484.9753,1371.6037,3472.9753,1383.6037,3460.9753" style="stroke:#628A5B;stroke-width:0.5;"/><polygon fill="#FAFCF9" points="1309.425,1779.151,1457.7824,1779.151,1469.7824,1791.151,1457.7824,1803.151,1309.425,1803.151,1297.425,1791.151,1309.425,1779.151" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="107.9256" x="1387.6037" y="1818.117">Remaining cities</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="148.3574" x="1309.425" y="1796.583">For each EnrichedCity?</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="35.2379" x="1262.1872" y="1787.049">Done</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="252.9311" x="1257.1382" y="3526.9753"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="232.9311" x="1267.1382" y="3551.9412">GenerateBreweries(enriched_cities)</text><polygon fill="#FAFCF9" points="1308.123,4449.227,1459.0844,4449.227,1471.0844,4461.227,1459.0844,4473.227,1308.123,4473.227,1296.123,4461.227,1308.123,4449.227" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="150.9614" x="1308.123" y="4466.6589">Generation successful?</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="21.7419" x="1274.3811" y="4457.125">yes</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="17.1219" x="1471.0844" y="4457.125">no</text><path d="M1242.8902,4493.227 L1242.8902,4522.8288 L1222.8902,4526.8288 L1242.8902,4530.8288 L1242.8902,4560.4307 A0,0 0 0 0 1242.8902,4560.4307 L1558.9951,4560.4307 A0,0 0 0 0 1558.9951,4560.4307 L1558.9951,4503.227 L1548.9951,4493.227 L1242.8902,4493.227 A0,0 0 0 0 1242.8902,4493.227" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M1548.9951,4493.227 L1548.9951,4503.227 L1558.9951,4503.227 L1548.9951,4493.227" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="293.2289" x="1248.8902" y="4513.1929">Generation + coordinate jitter run inside one</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="295.1049" x="1248.8902" y="4532.2608">try/catch per record. BreweryRecord.address</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="244.971" x="1248.8902" y="4551.3287">now carries {city, longitude, latitude}.</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="375.2766" x="847.6136" y="4507.2949"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="355.2766" x="857.6136" y="4532.2608">GetRandomCoordsWithinRange(city_centre, 5km, rng)</text><path d="M1178.6025,4873.1684 L1178.6025,4893.2363 L1158.6025,4897.2363 L1178.6025,4901.2363 L1178.6025,4921.3043 A0,0 0 0 0 1178.6025,4921.3043 L1422.2716,4921.3043 A0,0 0 0 0 1422.2716,4921.3043 L1422.2716,4883.1684 L1412.2716,4873.1684 L1178.6025,4873.1684 A0,0 0 0 0 1178.6025,4873.1684" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M1412.2716,4873.1684 L1412.2716,4883.1684 L1422.2716,4883.1684 L1412.2716,4873.1684" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="222.6692" x="1184.6025" y="4893.1344">Data loss is prevented per-record.</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="208.5291" x="1184.6025" y="4912.2023">The pipeline continues running.</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="246.7011" x="911.9014" y="4877.7024"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="226.7011" x="921.9014" y="4902.6683">Log warning "SQLite export failed"</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="305.9209" x="1578.9951" y="4493.227"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="285.9209" x="1588.9951" y="4518.1929">Log warning "Generation failed, skipping..."</text><polygon fill="#FAFCF9" points="1383.6037,4975.3043,1395.6037,4987.3043,1383.6037,4999.3043,1371.6037,4987.3043,1383.6037,4975.3043" style="stroke:#628A5B;stroke-width:0.5;"/><line style="stroke:#547461;stroke-width:0.3;" x1="773.7604" x2="773.7604" y1="60.842" y2="5304.1099"/><rect fill="#E0EAE0" height="5243.2679" style="stroke:#E0EAE0;stroke-width:1;" width="1013.7406" x="2367.2998" y="60.842"/><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="353.3947" x="2704.4257" y="837.8947"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="333.3947" x="2714.4257" y="862.8606">GetUtcTimestamp() from SystemDateTimeProvider</text><path d="M2942.9379,886.9626 L2942.9379,935.6324 L2922.9379,939.6324 L2942.9379,943.6324 L2942.9379,992.3022 A0,0 0 0 0 2942.9379,992.3022 L3376.0403,992.3022 A0,0 0 0 0 3376.0403,992.3022 L3376.0403,896.9626 L3366.0403,886.9626 L2942.9379,886.9626 A0,0 0 0 0 2942.9379,886.9626" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M3366.0403,886.9626 L3366.0403,896.9626 L3376.0403,896.9626 L3366.0403,886.9626" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="412.1024" x="2948.9379" y="906.9285">Builds a fresh biergarten_seed_&lt;UTC datetime&gt;.sqlite filename</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="372.5386" x="2948.9379" y="925.9964">Appends a numeric suffix if the timestamp already exists</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="144.4234" x="2948.9379" y="945.0644">Opens DB Connection</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="145.0674" x="2948.9379" y="964.1323">Executes Schema DDL</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="125.3555" x="2948.9379" y="983.2002">Begins Transaction</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="83.6297" x="2839.3082" y="920.0984"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="63.6297" x="2849.3082" y="945.0644">Initialize()</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="202.1393" x="2971.0245" y="3041.1697"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="182.1393" x="2981.0245" y="3066.1356">ProcessRecord(UserRecord)</text><polygon fill="#FAFCF9" points="3012.2794,3100.2376,3131.909,3100.2376,3143.909,3112.2376,3131.909,3124.2376,3012.2794,3124.2376,3000.2794,3112.2376,3012.2794,3100.2376" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="119.6295" x="3012.2794" y="3117.6696">Location in cache?</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="21.7419" x="2978.5375" y="3108.1356">yes</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="17.1219" x="3143.909" y="3108.1356">no</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="134.3795" x="2912.6227" y="3134.2376"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="114.3795" x="2922.6227" y="3159.2035">Reuse location_id</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="194.7473" x="3067.0023" y="3134.2376"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="174.7473" x="3077.0023" y="3159.2035">Insert Location &amp; Cache ID</text><polygon fill="#FAFCF9" points="3072.0942,3179.3055,3084.0942,3191.3055,3072.0942,3203.3055,3060.0942,3191.3055,3072.0942,3179.3055" style="stroke:#628A5B;stroke-width:0.5;"/><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="199.3393" x="2972.4245" y="3223.3055"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="179.3393" x="2982.4245" y="3248.2714">Insert User (FK: location_id)</text><polygon fill="#FAFCF9" points="2967.9136,3282.3734,3176.2748,3282.3734,3188.2748,3294.3734,3176.2748,3306.3734,2967.9136,3306.3734,2955.9136,3294.3734,2967.9136,3282.3734" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="21.7419" x="3076.0942" y="3321.3394">yes</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="208.3612" x="2967.9136" y="3299.8054">Exception caught during insert?</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="17.1219" x="3188.2748" y="3290.2714">no</text><polygon fill="#FAFCF9" points="3072.0942,3392.9753,3084.0942,3404.9753,3072.0942,3416.9753,3060.0942,3404.9753,3072.0942,3392.9753" style="stroke:#628A5B;stroke-width:0.5;"/><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="249.7671" x="2407.8877" y="4580.4307"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="229.7671" x="2417.8877" y="4605.3966">ProcessRecord(GeneratedBrewery)</text><polygon fill="#FAFCF9" points="2472.9565,4639.4986,2592.586,4639.4986,2604.586,4651.4986,2592.586,4663.4986,2472.9565,4663.4986,2460.9565,4651.4986,2472.9565,4639.4986" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="119.6295" x="2472.9565" y="4656.9306">Location in cache?</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="21.7419" x="2439.2146" y="4647.3966">yes</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="17.1219" x="2604.586" y="4647.3966">no</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="134.3795" x="2373.2998" y="4673.4986"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="114.3795" x="2383.2998" y="4698.4646">Reuse location_id</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="194.7473" x="2527.6793" y="4673.4986"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="174.7473" x="2537.6793" y="4698.4646">Insert Location &amp; Cache ID</text><polygon fill="#FAFCF9" points="2532.7712,4718.5665,2544.7712,4730.5665,2532.7712,4742.5665,2520.7712,4730.5665,2532.7712,4718.5665" style="stroke:#628A5B;stroke-width:0.5;"/><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="223.3212" x="2421.1106" y="4762.5665"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="203.3212" x="2431.1106" y="4787.5325">Insert Brewery (FK: location_id)</text><polygon fill="#FAFCF9" points="2428.5906,4821.6345,2636.9518,4821.6345,2648.9518,4833.6345,2636.9518,4845.6345,2428.5906,4845.6345,2416.5906,4833.6345,2428.5906,4821.6345" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="21.7419" x="2536.7712" y="4860.6004">yes</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="208.3612" x="2428.5906" y="4839.0664">Exception caught during insert?</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="17.1219" x="2648.9518" y="4829.5325">no</text><polygon fill="#FAFCF9" points="2532.7712,4941.3043,2544.7712,4953.3043,2532.7712,4965.3043,2520.7712,4953.3043,2532.7712,4941.3043" style="stroke:#628A5B;stroke-width:0.5;"/><path d="M2939.8649,5036.7703 L2939.8649,5056.8382 L2919.8649,5060.8382 L2939.8649,5064.8382 L2939.8649,5084.9061 A0,0 0 0 0 2939.8649,5084.9061 L3147.4562,5084.9061 A0,0 0 0 0 3147.4562,5084.9061 L3147.4562,5046.7703 L3137.4562,5036.7703 L2939.8649,5036.7703 A0,0 0 0 0 2939.8649,5036.7703" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M3137.4562,5036.7703 L3137.4562,5046.7703 L3147.4562,5046.7703 L3137.4562,5036.7703" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="139.6495" x="2945.8649" y="5056.7362">Commits Transaction</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="186.5913" x="2945.8649" y="5075.8041">Closes Database Connection</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="77.4838" x="2842.3812" y="5041.3043"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="57.4838" x="2852.3812" y="5066.2702">Finalize()</text><line style="stroke:#547461;stroke-width:0.3;" x1="2367.2998" x2="2367.2998" y1="60.842" y2="5304.1099"/><rect fill="#E2EBDC" height="5243.2679" style="stroke:#E2EBDC;stroke-width:1;" width="740.2945" x="3381.0403" y="60.842"/><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="306.4109" x="3429.9011" y="1071.3701"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="286.4109" x="3439.9011" y="1096.336">JsonLoader::LoadLocations("locations.json")</text><path d="M3777.305,1135.438 L3777.305,1145.972 L3757.305,1149.972 L3777.305,1153.972 L3777.305,1164.5059 A0,0 0 0 0 3777.305,1164.5059 L3999.2322,1164.5059 A0,0 0 0 0 3999.2322,1164.5059 L3999.2322,1145.438 L3989.2322,1135.438 L3777.305,1135.438 A0,0 0 0 0 3777.305,1135.438" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M3989.2322,1135.438 L3989.2322,1145.438 L3999.2322,1145.438 L3989.2322,1135.438" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="200.9272" x="3783.305" y="1155.4039">--location-count defaults to 10.</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="348.3968" x="3408.9082" y="1130.438"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="328.3968" x="3418.9082" y="1155.4039">std::ranges::sample(all_locations, --location-count)</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="224.4972" x="3470.858" y="1564.7435"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="204.4972" x="3480.858" y="1589.7095">LoadPersonas("personas.json")</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="392.1326" x="3387.0403" y="1623.8114"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="372.1326" x="3397.0403" y="1648.7774">LoadForenamesByCountry("forenames-by-country.json")</text><path d="M3792.6139,1672.8794 L3792.6139,1712.0152 L3772.6139,1716.0152 L3792.6139,1720.0152 L3792.6139,1759.151 A0,0 0 0 0 3792.6139,1759.151 L4116.3348,1759.151 A0,0 0 0 0 4116.3348,1759.151 L4116.3348,1682.8794 L4106.3348,1672.8794 L3792.6139,1672.8794 A0,0 0 0 0 3792.6139,1672.8794" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M4106.3348,1672.8794 L4106.3348,1682.8794 L4116.3348,1682.8794 L4106.3348,1672.8794" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="248.401" x="3798.6139" y="1692.8453">Each call is cached after its first parse.</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="302.7208" x="3798.6139" y="1711.9132">MockCuratedDataService (--mocked) returns a</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="278.417" x="3798.6139" y="1730.9811">fixed in-memory dataset instead and skips</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="199.1632" x="3798.6139" y="1750.049">these three JSON files entirely.</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="379.0147" x="3393.5993" y="1696.4812"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="359.0147" x="3403.5993" y="1721.4472">LoadSurnamesByCountry("surnames-by-country.json")</text><line style="stroke:#547461;stroke-width:0.3;" x1="3381.0403" x2="3381.0403" y1="60.842" y2="5304.1099"/><rect fill="#DCE8D8" height="5243.2679" style="stroke:#DCE8D8;stroke-width:1;" width="601.52" x="4121.3348" y="60.842"/><path d="M4325.2262,1239.9719 L4325.2262,1279.1077 L4305.2262,1283.1077 L4325.2262,1287.1077 L4325.2262,1326.2435 A0,0 0 0 0 4325.2262,1326.2435 L4717.8547,1326.2435 A0,0 0 0 0 4717.8547,1326.2435 L4717.8547,1249.9719 L4707.8547,1239.9719 L4325.2262,1239.9719 A0,0 0 0 0 4325.2262,1239.9719" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M4707.8547,1239.9719 L4707.8547,1249.9719 L4717.8547,1249.9719 L4707.8547,1239.9719" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="302.5807" x="4331.2262" y="1259.9378">WikipediaEnrichmentService fetches a generic</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="330.5527" x="4331.2262" y="1279.0057">"brewing" extract and a "beer in {country}" extract</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="371.6286" x="4331.2262" y="1298.0736">(not a city/region-specific page). MockEnrichmentService</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="285.2489" x="4331.2262" y="1317.1415">(--mocked) returns an empty string instead.</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="177.8914" x="4127.3348" y="1263.5737"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="157.8914" x="4137.3348" y="1288.5397">GetLocationContext(loc)</text><line style="stroke:#547461;stroke-width:0.3;" x1="4121.3348" x2="4121.3348" y1="60.842" y2="5304.1099"/><rect fill="#E5EDE1" height="5243.2679" style="stroke:#E5EDE1;stroke-width:1;" width="2330.8601" x="4722.8547" y="60.842"/><polygon fill="#FAFCF9" points="5316.7135,2020.8207,5425.6051,2020.8207,5437.6051,2032.8207,5425.6051,2044.8207,5316.7135,2044.8207,5304.7135,2032.8207,5316.7135,2020.8207" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="102.9416" x="5375.1593" y="2059.7866">MockGenerator</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="108.8916" x="5316.7135" y="2038.2527">Generator Mode</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="206.5353" x="5267.8917" y="2083.8886"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="186.5353" x="5277.8917" y="2108.8546">DeterministicHash &amp; Format</text><polygon fill="#FAFCF9" points="5688.9643,2020.8207,5797.8559,2020.8207,5809.8559,2032.8207,5797.8559,2044.8207,5688.9643,2044.8207,5676.9643,2032.8207,5688.9643,2020.8207" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="107.3236" x="5747.4101" y="2059.7866">LlamaGenerator</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="108.8916" x="5688.9643" y="2038.2527">Generator Mode</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="117.3616" x="5809.8559" y="2028.7187">OpenAIGenerator</text><path d="M5930.6645,2088.8886 L5930.6645,2099.4226 L5910.6645,2103.4226 L5930.6645,2107.4226 L5930.6645,2117.9565 A0,0 0 0 0 5930.6645,2117.9565 L6315.0752,2117.9565 A0,0 0 0 0 6315.0752,2117.9565 L6315.0752,2098.8886 L6305.0752,2088.8886 L5930.6645,2088.8886 A0,0 0 0 0 5930.6645,2088.8886" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M6305.0752,2088.8886 L6305.0752,2098.8886 L6315.0752,2098.8886 L6305.0752,2088.8886" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="363.4107" x="5936.6645" y="2108.8546">Resolves to USER_GENERATION.md inside --prompt-dir.</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="334.5088" x="5576.1557" y="2083.8886"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="314.5088" x="5586.1557" y="2108.8546">prompt_directory_-&gt;Load("USER_GENERATION")</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="477.9663" x="5504.427" y="2213.4226"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="457.9663" x="5514.427" y="2238.3885">Infer(system_prompt, user_prompt, max_tokens, kUserJsonGrammar)</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="200.6273" x="5643.0965" y="2278.3254"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="180.6273" x="5653.0965" y="2303.2913">ValidateUserJson(raw, user)</text><polygon fill="#FAFCF9" points="5698.4213,2343.2282,5788.399,2343.2282,5800.399,2355.2282,5788.399,2367.2282,5698.4213,2367.2282,5686.4213,2355.2282,5698.4213,2343.2282" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="89.9777" x="5698.4213" y="2360.6602">Is JSON Valid?</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="21.7419" x="5664.6794" y="2351.1262">yes</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="17.1219" x="5800.399" y="2351.1262">no</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="89.7197" x="5786.668" y="2377.2282"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="69.7197" x="5796.668" y="2402.1941">Attempt++</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="282.471" x="5690.2924" y="2451.2961"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="262.471" x="5700.2924" y="2476.2621">Append validation error to retry prompt</text><polygon fill="#FAFCF9" points="5743.4101,2156.1896,5755.4101,2168.1896,5743.4101,2180.1896,5731.4101,2168.1896,5743.4101,2156.1896" style="stroke:#628A5B;stroke-width:0.5;"/><polygon fill="#FAFCF9" points="5701.8723,2544.364,5784.948,2544.364,5796.948,2556.364,5784.948,2568.364,5701.8723,2568.364,5689.8723,2556.364,5701.8723,2544.364" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="83.0757" x="5701.8723" y="2561.796">Attempt &lt; 3?</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="21.7419" x="5796.948" y="2552.2621">yes</text><polygon fill="#FAFCF9" points="5743.4101,2603.364,5755.4101,2615.364,5743.4101,2627.364,5731.4101,2615.364,5743.4101,2603.364" style="stroke:#628A5B;stroke-width:0.5;"/><path d="M6722.908,2061.5877 L6722.908,2081.6556 L6702.908,2085.6556 L6722.908,2089.6556 L6722.908,2109.7235 A0,0 0 0 0 6722.908,2109.7235 L7048.7148,2109.7235 A0,0 0 0 0 7048.7148,2109.7235 L7048.7148,2071.5877 L7038.7148,2061.5877 L6722.908,2061.5877 A0,0 0 0 0 6722.908,2061.5877" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M7038.7148,2061.5877 L7038.7148,2071.5877 L7048.7148,2071.5877 L7038.7148,2061.5877" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="304.8069" x="6728.908" y="2081.5536">Same prompt file as LlamaGenerator - content</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="133.7135" x="6728.908" y="2100.6215">is backend-agnostic.</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="334.5088" x="6368.3991" y="2066.1216"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="314.5088" x="6378.3991" y="2091.0876">prompt_directory_-&gt;Load("USER_GENERATION")</text><rect fill="#FAFCF9" height="58.1358" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="381.1567" x="6345.0752" y="2200.1896"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="361.1567" x="6355.0752" y="2225.1555">CallChatCompletionsApi(system_prompt, user_prompt,</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="208.0532" x="6355.0752" y="2244.2234">kUserJsonSchema, max_tokens)</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="200.6273" x="6435.3399" y="2284.1603"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="180.6273" x="6445.3399" y="2309.1262">ValidateUserJson(raw, user)</text><path d="M6592.6424,2349.0631 L6592.6424,2473.4706 L6879.3334,2473.4706 L6879.3334,2359.0631 L6869.3334,2349.0631 L6592.6424,2349.0631" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M6869.3334,2349.0631 L6869.3334,2359.0631 L6879.3334,2359.0631 L6869.3334,2349.0631" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="250.7811" x="6598.6424" y="2369.029">Structured Outputs (response_format:</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="216.2572" x="6598.6424" y="2388.097">json_schema, strict: true) already</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="238.6011" x="6598.6424" y="2407.1649">guarantees schema shape, so only 2</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="265.691" x="6598.6424" y="2426.2328">attempts are needed - retries here cover</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="234.8351" x="6598.6424" y="2445.3007">transient failures / placeholder text,</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="139.5095" x="6598.6424" y="2464.3686">not malformed JSON.</text><polygon fill="#FAFCF9" points="6490.6647,2473.4706,6580.6424,2473.4706,6592.6424,2485.4706,6580.6424,2497.4706,6490.6647,2497.4706,6478.6647,2485.4706,6490.6647,2473.4706" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="89.9777" x="6490.6647" y="2490.9026">Is JSON Valid?</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="21.7419" x="6456.9228" y="2481.3686">yes</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="17.1219" x="6592.6424" y="2481.3686">no</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="89.7197" x="6578.9114" y="2507.4706"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="69.7197" x="6588.9114" y="2532.4365">Attempt++</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="282.471" x="6482.5358" y="2581.5385"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="262.471" x="6492.5358" y="2606.5045">Append validation error to retry prompt</text><polygon fill="#FAFCF9" points="6535.6535,2142.9565,6547.6535,2154.9565,6535.6535,2166.9565,6523.6535,2154.9565,6535.6535,2142.9565" style="stroke:#628A5B;stroke-width:0.5;"/><polygon fill="#FAFCF9" points="6494.1157,2647.364,6577.1914,2647.364,6589.1914,2659.364,6577.1914,2671.364,6494.1157,2671.364,6482.1157,2659.364,6494.1157,2647.364" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="83.0757" x="6494.1157" y="2664.796">Attempt &lt; 2?</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="21.7419" x="6589.1914" y="2655.2621">yes</text><polygon fill="#FAFCF9" points="6535.6535,2699.6943,6547.6535,2711.6943,6535.6535,2723.6943,6523.6535,2711.6943,6535.6535,2699.6943" style="stroke:#628A5B;stroke-width:0.5;"/><polygon fill="#FAFCF9" points="4802.6766,3646.5091,4911.5682,3646.5091,4923.5682,3658.5091,4911.5682,3670.5091,4802.6766,3670.5091,4790.6766,3658.5091,4802.6766,3646.5091" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="102.9416" x="4861.1224" y="3685.4751">MockGenerator</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="108.8916" x="4802.6766" y="3663.9411">Generator Mode</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="206.5353" x="4753.8547" y="3709.5771"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="186.5353" x="4763.8547" y="3734.543">DeterministicHash &amp; Format</text><polygon fill="#FAFCF9" points="5170.5923,3646.5091,5279.4839,3646.5091,5291.4839,3658.5091,5279.4839,3670.5091,5170.5923,3670.5091,5158.5923,3658.5091,5170.5923,3646.5091" style="stroke:#628A5B;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="107.3236" x="5229.0381" y="3685.4751">LlamaGenerator</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="108.8916" x="5170.5923" y="3663.9411">Generator Mode</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="117.3616" x="5291.4839" y="3654.4072">OpenAIGenerator</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="169.6174" x="5140.2294" y="3709.5771"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="149.6174" x="5150.2294" y="3734.543">PrepareRegionContext</text><path d="M5426.6004,3788.645 L5426.6004,3799.1789 L5406.6004,3803.1789 L5426.6004,3807.1789 L5426.6004,3817.7129 A0,0 0 0 0 5426.6004,3817.7129 L5839.627,3817.7129 A0,0 0 0 0 5839.627,3817.7129 L5839.627,3798.645 L5829.627,3788.645 L5426.6004,3788.645 A0,0 0 0 0 5426.6004,3788.645" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M5829.627,3788.645 L5829.627,3798.645 L5839.627,3798.645 L5829.627,3788.645" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="392.0266" x="5432.6004" y="3808.6109">Resolves to BREWERY_GENERATION.md inside --prompt-dir.</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="363.1247" x="5043.4757" y="3783.645"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="343.1247" x="5053.4757" y="3808.6109">prompt_directory_-&gt;Load("BREWERY_GENERATION")</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="501.9482" x="4974.064" y="3913.1789"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="481.9482" x="4984.064" y="3938.1449">Infer(system_prompt, user_prompt, max_tokens, kBreweryJsonGrammar)</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="249.6831" x="5100.1965" y="3978.0818"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="229.6831" x="5110.1965" y="4003.0477">ValidateBreweryJson(raw, brewery)</text><path d="M5282.0269,4032.9846 L5282.0269,4081.1204 L5541.67,4081.1204 L5541.67,4042.9846 L5531.67,4032.9846 L5282.0269,4032.9846" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><path d="M5531.67,4032.9846 L5531.67,4042.9846 L5541.67,4042.9846 L5531.67,4032.9846" fill="#EAF0E8" style="stroke:#547461;stroke-width:0.5;"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="238.6431" x="5288.0269" y="4052.9505">max_tokens is fixed across retries &#8212;</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="189.1953" x="5288.0269" y="4072.0184">it is not raised on truncation.</text><polygon fill="#FAFCF9" 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font-size="14" lengthAdjust="spacing" textLength="304.8069" x="6267.7677" y="3781.31">Same prompt file as LlamaGenerator - content</text><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="133.7135" x="6267.7677" y="3800.3779">is backend-agnostic.</text><rect fill="#FAFCF9" height="39.0679" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="363.1247" x="5878.643" y="3765.878"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="343.1247" x="5888.643" y="3790.8439">prompt_directory_-&gt;Load("BREWERY_GENERATION")</text><rect fill="#FAFCF9" height="58.1358" rx="12.5" ry="12.5" style="stroke:#547461;stroke-width:0.5;" width="381.1567" x="5869.627" y="3899.9459"/><text fill="#28342A" font-family="'DM Sans'" font-size="14" lengthAdjust="spacing" textLength="361.1567" x="5879.627" y="3924.9119">CallChatCompletionsApi(system_prompt, user_prompt,</text><text fill="#28342A" font-family="'DM 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