Starcraft Co 7- Orbital Cleansing

This was the first mission in the Starcraft Co campaign that involved the use of starships. Prior to that every mission was infantry only, plus maybe some mech units that were rescued or commandeered during the mission. It focused on using a small number of units strategically, with limited resources to repair, to take on a far larger force:

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StarCraft Co. spent the Tarson money almost as quickly as it received it. The commander had no interest in building a profitable little infantry contractor that could clear laboratories, hunt escaped Zerg and occasionally raid a pirate base. The requests arriving after Ardea had convinced him that something larger was happening, and the contracts StarCraft Co. was being offered increasingly required capabilities the company simply did not possess. So the money went back into the company. Then StarCraft Co. borrowed more. By the time the accountants finished complaining, the company owned two battlecruisers, a squadron of Wraith fighters, a squadron of Valkyrie missile frigates and several science vessels. A small fleet of transports and SCVs provided the less glamorous infrastructure required to keep everything flying. It was an enormous gamble. The ships had crews to pay, reactors to fuel and maintenance requirements that made infantry armor look cheap. If the right contracts didn't materialize, StarCraft Co. could go bankrupt owning some extremely impressive hardware.

The right contract materialized almost immediately. It came directly from the United Interstellar Council, the governing authority over the core Terran worlds. The UIC had taken notice after the Tarson operation, and the commander's new preferred-contractor status meant StarCraft Co. was now receiving requests that would never have reached it six months earlier. The briefing concerned an orbital city in the Cressida asteroid belt, close enough to the core worlds that the commander initially assumed there had been some mistake in the coordinates. There hadn't been. A massive concentration of Zerg fliers had attacked the settlement, destroyed its small defensive fleet and settled across the network of platforms that made up the city.

Roving groups of Zerg fliers were not extraordinary. Mutalisks sometimes traveled astonishing distances from established hives, and small airborne swarms were an accepted hazard on the outskirts of colonized space. They occasionally attacked freighters, remote stations or poorly defended settlements before disappearing again. Cressida was different in almost every respect. It was too close to the core. The swarm was too large. UIC reconnaissance drones had confirmed hundreds of organisms and suggested the actual population might number in the thousands. More concerning, the Zerg weren't passing through. They had nested. “Why?” the commander asked during the briefing. The UIC intelligence officer admitted they weren't certain. The orbital city contained enormous power generation and distribution systems, and the creatures appeared to be feeding from ambient energy sources throughout the station network. Whatever had brought them there, they had found enough to make them stay.

The UIC could destroy Cressida easily enough. A major fleet could bombard the platforms until nothing remained larger than scrap metal. Unfortunately, the city wasn't empty. Emergency transmissions indicated that survivors remained barricaded inside sealed portions of several platforms, some of them with functioning life support and enough supplies to last for days. The facilities themselves were also valuable. Cressida contained shipyards, fuel-processing infrastructure, warehouses and residential sections worth billions of credits. The UIC wanted the Zerg exterminated without exterminating everything else along with them. StarCraft Co. had developed a reputation for exactly that sort of work. For the first time, however, the commander would have to prove that the philosophy worked in space.

The numbers were unpleasant. StarCraft Co.'s entire combat fleet amounted to a handful of capital ships and two small fighter squadrons. The enemy consisted of hundreds, perhaps thousands, of mutalisks, scourge, guardians, devourers and overlords scattered across kilometers of interconnected orbital infrastructure. Attacking the whole infestation simultaneously would be suicide. The commander therefore decided not to fight the whole infestation. The same principle that had killed twenty-three ultralisks on Ardea would work here: isolate one manageable piece of the problem, destroy it, repair, then repeat until there was no problem left.

The first target was an isolated cargo platform several kilometers from the main city. Reconnaissance identified dozens of mutalisks resting along its superstructure, several guardians drifting beyond the platform, a pair of devourers and an unknown number of scourge concealed among debris. The battlecruisers approached first while the lighter ships remained outside engagement range. The devourers reacted almost immediately. That was intentional. The commander had studied reports describing what their corrosive spores could do to armored spacecraft and had no interest in learning firsthand. Both battlecruisers acquired targets before the creatures reached effective range. Their Yamato cannons charged. Two brilliant energy discharges crossed the darkness, and both devourers ceased to exist.

Then came the scourge. They were smaller, faster and considerably more frightening. A devourer could tear a battlecruiser apart given enough time. A handful of scourge reaching the hull together could accomplish the same thing in seconds. The battlecruisers filled the space ahead of them with laser fire, picking apart the first wave as the suicidal organisms accelerated directly toward the ships. Most died. One didn't. It struck the forward section of the second battlecruiser and detonated hard enough to shake the enormous vessel from bow to stern. Damage alarms filled the bridge, but the armor held. That was the signal for the lighter craft to move.

Valkyries entered first. Their missile systems saturated the space around dense concentrations of mutalisks, turning formations of Zerg fliers into expanding clouds of biological debris. Wraiths followed, using their speed and maneuverability to hunt scattered targets and finish organisms attempting to withdraw toward neighboring platforms. Guardians were dangerous but slow, and once the faster Zerg had been cleared they became relatively straightforward targets. Overlords were killed last. Science vessels remained behind the combat line, reinforcing damaged fighters with defensive matrices while monitoring for hidden concentrations of scourge. When one cluster of mutalisks packed itself tightly beneath the cargo platform, a science vessel irradiated the center of the group. The effect spread through the mass of biological organisms with horrifying efficiency.

The cargo platform took four hours to clear. StarCraft Co. lost two Wraiths and suffered serious damage to one battlecruiser. The commander ordered everyone back to the forward base. The first engagement had killed fewer than a hundred Zerg. Reconnaissance still showed many times that number throughout Cressida. Nobody aboard the fleet mistook the result for a major victory. The SCVs went to work.

Repairs took most of the night. Armor plates were replaced. Damaged fighter systems were stripped out and rebuilt. The battlecruiser's scorched forward hull required nearly six hours of continuous work. Pilots slept while technicians rearmed their ships. Science-vessel crews analyzed combat recordings and adjusted detection patterns specifically for scourge. The following morning, StarCraft Co. went back out and did almost exactly the same thing again.

That became the operation. It was not heroic, and anyone watching from a distance would have found it painfully repetitive. Reconnaissance identified an isolated platform or section of infrastructure. The battlecruisers approached first. Devourers received Yamato fire before they could spread their corrosive spores across the fleet. Scourge were identified and destroyed at maximum possible distance. Only then did the Valkyries and Wraiths enter to massacre mutalisks and hunt down guardians and overlords. Science vessels maintained defensive matrices around whichever ships were most exposed and used irradiation whenever the Zerg clustered densely enough to justify it. Once the local infestation was destroyed, StarCraft Co. searched the platform for survivors, marked damaged facilities for salvage crews and withdrew for repairs.

The scourge remained the nightmare. Mutalisks could be fought. Guardians could be outmaneuvered. Devourers were terrifying, but enormous enough to track and important enough to justify Yamato fire. Scourge were missiles with instincts. On the third day, six emerged from behind a wrecked transport that reconnaissance had already classified as clear. The first battlecruiser destroyed three. A Valkyrie caught another. Two reached the second battlecruiser almost simultaneously. The explosions tore open an entire section of its outer hull and killed seventeen crewmen. Only emergency compartmentalization prevented decompression from spreading. The science vessels threw defensive matrices around the wounded ship while every available fighter formed a screen around it. StarCraft Co. abandoned the engagement and limped back to base.

The commander considered withdrawing the damaged battlecruiser from the operation. The chief engineer argued that they could repair it. It would take fourteen hours. The commander gave him twelve. SCVs swarmed across the hull while technicians worked inside compartments still smelling of burned metal and decompression foam. Replacement armor was cannibalized from nonessential sections of the forward base. They finished in thirteen hours and twenty minutes. The battlecruiser returned to combat that afternoon.

Progress was measured in platforms. Three cleared. Five. Eight. Eleven. With every victory the safe operating area expanded, allowing the forward base to move deeper into Cressida. Survivors began emerging from sealed compartments after hearing Terran transmissions outside. Some had spent days without knowing whether anyone was coming. A group of more than two hundred people was discovered inside a residential emergency shelter after its external communications array had been destroyed. Thirty-seven engineers had barricaded themselves inside a power-management station and survived by shutting down every system around them that appeared to attract Zerg. A medical center contained nearly five hundred civilians and staff protected by security doors that had somehow held through the original attack.

Every rescue slowed the operation. The commander allowed it. StarCraft Co. was being paid to recover Cressida, not merely improve a kill count. Transports carried survivors back to the forward base while SCVs stabilized damaged life-support systems and sealed hull breaches. Some platforms were too badly damaged to save. Others could be restored almost immediately once the Zerg were gone. By the fifth day, portions of the orbital city were coming back online behind the advancing mercenary fleet.

The Zerg also began reacting. What had initially been scattered nests increasingly converged when StarCraft Co. attacked. On the sixth day, a strike against a refinery platform drew organisms from three neighboring sectors. The fleet suddenly faced dozens of guardians, a cloud of mutalisks and more devourers than the commander had seen in any previous engagement. Worse, scourge appeared from beneath the refinery structure while the battlecruisers were already engaged. The commander immediately ordered the lighter ships back. Yamato cannons fired at the closest devourers while battlecruiser lasers concentrated on the scourge. Science vessels pushed forward far closer than doctrine recommended, wrapping defensive matrices around the capital ships and irradiating dense formations as they approached.

The battle lasted less than twenty minutes before StarCraft Co. withdrew. They had not cleared the refinery. They had, however, killed a significant portion of the responding swarm and lost no capital ships. The fleet returned eight hours later. The remaining Zerg were still clustered around the platform. This time there were fewer devourers. Fewer scourge. Fewer mutalisks. StarCraft Co. repeated the attack. Then withdrew again. On the third attempt, the refinery fell.

That engagement established the pattern for the final phase of the operation. The commander stopped caring how many times a target had to be attacked. If conditions became unfavorable, StarCraft Co. left. The Zerg could keep the platform for another six hours. The mercenaries would repair, rearm and come back. There was no prize for finishing an engagement in one attempt. There was only a contract requiring every Zerg organism in Cressida to be dead.

The infestation died by arithmetic. Every engagement reduced it. StarCraft Co.'s damaged ships could be repaired. Its ammunition could be replaced. Its pilots could sleep. The Zerg could not replace their losses. Whatever biological mechanism had allowed zerglings to multiply in the previous infestations did not appear to exist here. There was no hive, no larvae and no reinforcement swarm arriving from elsewhere. Every mutalisk destroyed was one fewer mutalisk the fleet would ever have to fight again.

On the eighth day, reconnaissance estimated that fewer than three hundred Zerg remained. On the ninth, fewer than one hundred. The survivors had clustered around the city's primary power complex, where enormous energy conduits apparently provided whatever sustenance had attracted them in the first place. StarCraft Co. approached exactly as it had approached the first cargo platform. The battlecruisers went first. Yamato fire killed the remaining devourers. Lasers swept scourge from the approach. Valkyries entered next and saturated the mutalisk formations with missiles. Wraiths hunted anything that escaped. Science vessels reinforced the exposed fighters and irradiated the densest surviving cluster beneath the power station.

The final organism was an overlord. It drifted away from the station after the rest of the swarm died, moving slowly toward the asteroid belt. A Wraith pilot requested permission to pursue. The commander granted it. The fighter disappeared among the rocks for several minutes. Then the pilot reported the kill.

Cressida was clear.

The operation had taken nine days. StarCraft Co. had destroyed well over a thousand Zerg organisms, although nobody could produce an exact count from the debris. Several fighters had been lost. Both battlecruisers required extensive repairs. Dozens of personnel were dead or injured. But the capital ships had survived. Most of the orbital city's major infrastructure remained intact. Thousands of civilians and station personnel had been recovered alive from sealed compartments throughout the complex. Salvage crews estimated that a substantial majority of Cressida could eventually return to service.

The UIC payout dwarfed every contract StarCraft Co. had completed before it. The number would once have seemed sufficient to make the commander rich. Instead, he spent most of it. New armor composites were commissioned specifically to improve resistance against Zerg biological weapons. Weapons engineers were hired to develop improved ammunition and targeting systems. Science-vessel technology received additional investment after defensive matrices had repeatedly saved ships that should have been destroyed. The company established dedicated research programs rather than relying entirely on off-the-shelf military hardware. StarCraft Co. was no longer merely buying better equipment. It was beginning to design its own.

The UIC noticed something else. StarCraft Co. had been sent against an unprecedented Zerg concentration with a fleet that was, on paper, badly inadequate for the job. The commander had not won through overwhelming force. He had reduced a strategically impossible engagement into a sequence of tactically manageable ones, accepted delays instead of unnecessary losses, preserved billions of credits of infrastructure and recovered thousands of civilians. That was exactly the sort of organization the Council needed for problems that could not be handed to a conventional fleet.

Several days after the operation, the commander received a message that did not arrive through the normal contractor network. It contained no description of the assignment and no proposed payment. There was only a UIC security classification, a meeting location and a notice that everything discussed there would be subject to secrecy statutes carrying penalties considerably more severe than the loss of preferred-contractor status.

StarCraft Co. had spent its early existence taking whatever jobs would pay the bills. Then corporations had learned its name. Then governments had.

Now the United Interstellar Council wanted to tell the commander something it did not tell the public.

I had a CD collection, not so long ago, numbering close to 300. It went into storage while I was away, and got stolen at some point — best part of 20 years of collecting, gone, never to be recovered. That was it — for over a decade I became dependent on streaming. Now, I'm not anti streaming, I think it has its place, I still stream when in the office or mowing the lawn etc.

But over the last few years I've begun to miss that physical connection I once had. Some will argue it's a tactile experience you can only have with vinyl, I respectfully disagree — for someone who became a teenager in 1990, CDs were and are my thing. I want to place a CD in the tray, peruse the liner notes, consider the cover art, then close my eyes and absorb the sound, have an experience again. And it's still tactile!

So a few months ago I began buying CDs again. Then I bought a new CD player and speakers, and that's when a magical thing started to happen — I started to hear elements of the recordings that I hadn't noted before, and that made me listen even more diligently. As a result I began to make notes as I was listening, not reviews, more observations, musings, memories associated with different songs and albums. And that's kind of how the idea for this blog came about.

What this actually is

So there won't be reviews. I'll share thoughts, observations, feelings — sometimes track by track, sometimes an album as a whole, sometimes I'll comment on just a few tracks in an album, or maybe it will just be a single song. I'm not here to score albums out of ten or tell you whether something's “good.” I want to write about how a record sits with me — what it stirs up, what it reminds me of, why I picked it up in the first place, why it's earned a place on the shelf. Sometimes that'll be about the music. Sometimes it'll be about a memory the music happens to be attached to. Expect it to wander.

Occasionally I may post collection updates, but not updates on every purchase. Every so often I'll share a batch of finds, particularly when something in there actually meant something: a record I'd been hunting for years, a charity shop find I didn't expect, a recommendation that turned into an obsession.

The finds worth writing about

Some CDs are just CDs. Others have a story — why I went looking, what led me there, what it was like to finally find it. Those are the ones worth writing about properly, and those are the ones I'll slow down for.

Why physical media, why now

I could give you the practical reasons — audio quality, ownership, the fact that a streaming service can quietly remove an album from existence and there's nothing you can do about it. All true. But honestly, the real reason is simpler: I missed the ritual. Choosing a CD, holding the case, reading who played what while the album runs — that's a different relationship with music than a thumbnail and a play button. I want that relationship back.

This isn't a nostalgia trip for nostalgia's sake, though. It's a genuine rebuild — new finds alongside old favourites, discovering things I missed the first time around as much as reclaiming what I already loved.

What to expect going forward

No schedule, no promises of consistency for its own sake. I'll write when there's something worth saying — about an album, a find, a memory a song dragged back up unannounced. If you're rebuilding your own collection, rediscovering physical media, or just miss the feeling of committing to an album rather than skipping through one, I think you'll feel at home here.

That's what The Tracklist is: not a top ten, not a countdown — just the running order of what's actually been playing, in whatever order it means something.

First entry's coming soon. Let's see where the shelf takes us.

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P.S. A few people will ask what I'm listening on, so — for the curious: Denon D-M41DAB driving a pair of Wharfedale Diamond 220s. Not a flex, just context — it's the setup that started all this.

Facebook Disappoints the intellectual writer's because the Facebook doesn't spread there valuable text.

In today’s competitive online marketplace, choosing one of the best digital marketing companies can make a significant difference to a business’s growth. Whether you run a small business, an e-commerce store, or a large company, digital marketing helps you reach the right audience, build brand awareness, and generate more leads and sales.

The best digital marketing companies provide a complete range of online marketing services. These commonly include Search Engine Optimization (SEO), Pay-Per-Click (PPC) advertising, social media marketing, content marketing, email marketing, web design, and online reputation management. A professional agency creates a customized strategy based on your business goals, target audience, industry, and budget.

Why Choose a Digital Marketing Company?

Managing digital marketing independently can be challenging because online platforms and search engine algorithms are constantly changing. A professional digital marketing agency has experienced marketers who understand these changes and can develop effective campaigns.

SEO is one of the most important services offered by digital marketing companies. It helps websites improve their visibility on search engines such as Google and attract organic traffic. PPC advertising can provide faster results by placing targeted advertisements in front of potential customers. Social media marketing helps businesses connect with customers on platforms such as Facebook, Instagram, LinkedIn, and other popular networks.

Services Offered by the Best Digital Marketing Companies

A reliable agency should offer services that match your business requirements. Some of the most valuable services include:

• SEO: Improves search engine rankings and organic website traffic.
• PPC Advertising: Helps generate targeted visitors and leads through paid campaigns.
• Social Media Marketing: Builds brand awareness and customer engagement.
• Content Marketing: Creates useful content that attracts and educates potential customers.
• Email Marketing: Helps businesses maintain relationships with existing and potential customers.
• Web Design and Development: Creates user-friendly websites designed for conversions.
• Analytics and Reporting: Measures campaign performance and identifies opportunities for improvement.

How to Select the Best Digital Marketing Company

Before hiring an agency, businesses should carefully evaluate its experience, services, previous work, and client reviews. Look for a company that has experience in your industry and understands your target audience.

It is also important to ask about the agency’s strategy and reporting process. The company should provide clear information about campaign goals, important performance metrics, timelines, and expected outcomes. Avoid agencies that promise guaranteed rankings or instant results, because successful digital marketing generally requires consistent effort and optimization.

Budget is another important factor. Instead of choosing an agency only because it offers the lowest price, compare the quality of services, experience, communication, and expected return on investment.

Conclusion

The best digital marketing companies help businesses build a strong online presence and achieve measurable growth. From SEO and PPC to social media and content marketing, the right agency can create a strategy that attracts potential customers and increases conversions. Businesses should compare agencies carefully and choose a reliable partner that understands their goals, provides transparent reporting, and focuses on long-term results. With the right digital marketing strategy, businesses can strengthen their brand, reach more customers, and compete successfully in the digital marketplace.

Best Digital Marketing Companies: How to Choose the Right Agency

In today’s competitive online marketplace, choosing one of the best digital marketing companies can make a significant difference to a business’s growth. Whether you run a small business, an e-commerce store, or a large company, digital marketing helps you reach the right audience, build brand awareness, and generate more leads and sales.

The best digital marketing companies provide a complete range of online marketing services. These commonly include Search Engine Optimization (SEO), Pay-Per-Click (PPC) advertising, social media marketing, content marketing, email marketing, web design, and online reputation management. A professional agency creates a customized strategy based on your business goals, target audience, industry, and budget.

Why Choose a Digital Marketing Company?

Managing digital marketing independently can be challenging because online platforms and search engine algorithms are constantly changing. A professional digital marketing agency has experienced marketers who understand these changes and can develop effective campaigns.

SEO is one of the most important services offered by digital marketing companies. It helps websites improve their visibility on search engines such as Google and attract organic traffic. PPC advertising can provide faster results by placing targeted advertisements in front of potential customers. Social media marketing helps businesses connect with customers on platforms such as Facebook, Instagram, LinkedIn, and other popular networks.

Services Offered by the Best Digital Marketing Companies

A reliable agency should offer services that match your business requirements. Some of the most valuable services include:

SEO: Improves search engine rankings and organic website traffic. PPC Advertising: Helps generate targeted visitors and leads through paid campaigns. Social Media Marketing: Builds brand awareness and customer engagement. Content Marketing: Creates useful content that attracts and educates potential customers. Email Marketing: Helps businesses maintain relationships with existing and potential customers. Web Design and Development: Creates user-friendly websites designed for conversions. Analytics and Reporting: Measures campaign performance and identifies opportunities for improvement. How to Select the Best Digital Marketing Company

Before hiring an agency, businesses should carefully evaluate its experience, services, previous work, and client reviews. Look for a company that has experience in your industry and understands your target audience.

It is also important to ask about the agency’s strategy and reporting process. The company should provide clear information about campaign goals, important performance metrics, timelines, and expected outcomes. Avoid agencies that promise guaranteed rankings or instant results, because successful digital marketing generally requires consistent effort and optimization.

Budget is another important factor. Instead of choosing an agency only because it offers the lowest price, compare the quality of services, experience, communication, and expected return on investment.

Conclusion

The best digital marketing companies help businesses build a strong online presence and achieve measurable growth. From SEO and PPC to social media and content marketing, the right agency can create a strategy that attracts potential customers and increases conversions. Businesses should compare agencies carefully and choose a reliable partner that understands their goals, provides transparent reporting, and focuses on long-term results. With the right digital marketing strategy, businesses can strengthen their brand, reach more customers, and compete successfully in the digital marketplace.

I was talking to my partner the other day about how I am becoming an analog person: paper notebooks, pens, highlighters, etc.

And right off the bat, he told me:

“You are not becoming a paper person, you are just getting back to being one. You were always analog.”

That was interesting to hear from a person I've known and interacted with for 27 years.

So, I'm rediscovering my analog side. I've always been into handwriting, doing lettering and drawing when I was younger.

After university and when I entered the workforce, in the early 2000's, everything was about high efficiency and productivity with these amazing digital tools: emails, computer-aided design tools, messengers, chats, word processors and spreadsheets. Of course that trend continued, and nowadays it has all become digital.

I got fully into digital note-taking around 2013 with Evernote. From that point on I became a bit obsessed with digital productivity. I wanted to have everything digitally, work or personal, from photos to notes, task lists, calendars and books.

But at the same time, I've always kept one single paper notebook with me at work. A notebook that worked as a daily planner where I would just add the day and take meeting notes or list the things I was working on. So even though 99% of my information world became digital, I still kept that one analog piece with me (which I still use to this day).

I would say that my “re-awakening” to the analog world started when I tried Cal Newport's Time Block Planner. I realized how different it felt to write things down with pen and paper. I noticed that re-writing my digital calendar appointments onto paper made me less anxious about my day. It felt more real and manageable.

Then I tried the Happy Planner last year because I was missing having a personal analog place to draft and view my monthly and weekly plans. Even though I use the Getting Things Done (GTD) methodology, I missed a visual planning tool. Attempts to plan digitally did not give me the clarity I experienced with paper.

But then I started finding the Happy Planner too bulky to carry around and also too restrictive because of the fixed template. I wanted to have more space to write on some days and less space on others.

And that's how I've landed on Bullet Journaling. It's been interesting to see how paper gives me this contained space, while at the same time providing freedom. With digital tools I became an information hoarder. It's so easy to dump articles to read, actions, websites to visit and random references into a digital list. I end up capturing things that don't REALLY have my attention, they are just noise. Paper acts as a great filter, because capturing becomes slower and more intentional.

I would say that one experience during my recent trip to PEI pushed me towards paper. While I was at the Charlottetown Public Library, browsing the dedicated shelf of the author L.M. Montgomery, I saw that all her personal journals were published as books. I read a couple of entries while I was there, and it really inspired me to have some sort of analog journal. For years I thought that not having paper made me a true minimalist, because why would I create a pile of used notebooks taking space in my house?

You know what? Now I am thinking that handwritten notes and journals are these precious personal things that are worth keeping.

Post 05 of #Blaugust #Productivity #notes #journal

Hace poco, conversando con un amigo sobre cómo organiza sus datos, comenzó a hablarme de carpetas Bronze, Silver y Gold, archivos Parquet y procesos que ejecutaba con un archivo .bat.

Los términos eran nuevos para mí, pero la lógica no.

Mientras me explicaba el proceso, me di cuenta de que durante años había trabajado con una idea bastante parecida, solo que dentro de bases de datos SQL y sin ponerle esos nombres.

Eso fue lo que me llevó a conocer la arquitectura Medallion.

La idea es bastante sencilla

Medallion Architecture es una forma de organizar el procesamiento de datos en capas.

La información va avanzando desde su estado original hasta convertirse en información limpia, estructurada y finalmente preparada para responder preguntas del negocio.

La representación más común es:

Bronze → Silver → Gold

No necesariamente tienen que ser carpetas. Pueden ser tablas, bases de datos, archivos o incluso capas dentro de una plataforma de datos.

Lo importante es la función que cumple cada una.

Bronze: conservar el dato original

La capa Bronze contiene los datos tal como llegan desde la fuente.

Pueden venir de un ERP, un servidor SQL, un archivo Excel, un CSV, una API o cualquier otro sistema.

La regla general es intervenirlos lo menos posible.

Por ejemplo:

Bronze
│
├── ventas
├── inventarios
├── clientes
└── vendedores

La ventaja de conservar esta capa es que siempre tenemos un punto de partida.

Si mañana descubrimos que una transformación estaba equivocada, podemos volver al dato original y reconstruir el proceso.

Silver: convertir datos en información confiable

En Silver comienza el verdadero trabajo de transformación.

Aquí podemos:

• corregir tipos de datos;
• eliminar duplicados;
• homologar nombres;
• relacionar diferentes fuentes;
• aplicar reglas de negocio;
• limpiar registros;
• validar información;
• crear campos derivados.

Por ejemplo, un vendedor podría aparecer de tres maneras diferentes en el sistema fuente.

Bronze podría conservar las tres.

Silver debería determinar que las tres representan a la misma persona.

La capa Silver busca responder una pregunta fundamental:

¿Puedo confiar en estos datos para analizarlos?

Gold: información preparada para tomar decisiones

La capa Gold está construida pensando en el usuario final.

Aquí ya no estamos preocupados principalmente por cómo venían los datos, sino por las preguntas que queremos responder.

Por ejemplo:

Gold
│
├── ventas_por_equipo
├── margen_por_marca
├── disponibilidad
├── rotacion_inventario
└── indicadores_gerenciales

Esta información puede alimentar un dashboard, Power BI, un reporte automatizado o simplemente terminar en un Excel.

Gold no significa necesariamente “Excel”.

Significa información preparada para consumo y toma de decisiones.

Cuando descubrí que ya hacía algo parecido

Mi experiencia ha sido principalmente con una arquitectura basada en bases de datos.

Durante años he trabajado con SQL Server creando tablas auxiliares, procedimientos almacenados, vistas y capas de información que terminan alimentando reportes y herramientas de análisis.

Simplificando mucho, algo de este tipo:

Sistema fuente
      ↓
Tablas originales
      ↓
Tablas auxiliares y reglas
      ↓
Vistas de negocio
      ↓
Power BI / Excel / reportes

Cuando conocí el concepto Bronze, Silver y Gold, fue fácil reconocer la lógica.

Una tabla que conserva información prácticamente como viene de la fuente tiene una función cercana a Bronze.

Las tablas auxiliares, homologaciones y transformaciones se parecen a Silver.

Y las vistas diseñadas específicamente para indicadores, reportes o análisis cumplen muchas veces una función cercana a Gold.

No son arquitecturas idénticas, pero comparten una idea importante:

separar el dato original, la transformación y la información que consume el negocio.

Esa separación hace que los sistemas sean más fáciles de entender, mantener y corregir.

Database-based vs. file-based

Otra cosa que me llamó la atención fue que el proceso que me describieron estaba construido principalmente con archivos.

Algo como:

/data

   /bronze
   /silver
   /gold

En cada etapa se generan nuevos archivos.

Mi experiencia tradicionalmente ha sido diferente:

SQL Server

   tablas fuente
        ↓
   tablas auxiliares
        ↓
   vistas
        ↓
   reportes

Podríamos llamar al primero un enfoque principalmente file-based y al segundo uno database-based.

Ninguno es automáticamente mejor.

La elección depende del volumen de información, infraestructura disponible, frecuencia de procesamiento, cantidad de usuarios y complejidad del proyecto.

Para muchas aplicaciones empresariales, una base de datos sigue siendo una excelente solución.

Pero los formatos de archivo modernos y las herramientas actuales han hecho que trabajar directamente con archivos sea mucho más poderoso de lo que era hace algunos años.

¿Y dónde entra Parquet?

En arquitecturas basadas en archivos aparece frecuentemente Parquet.

Parquet es simplemente un formato para almacenar datos, así como CSV o Excel son formatos de archivo.

Pero está diseñado específicamente para análisis de grandes cantidades de información.

Entre otras cosas, permite una compresión eficiente y facilita leer solamente las columnas necesarias para un análisis.

Por eso es frecuente encontrar estructuras como:

Bronze
   ventas_originales.csv

Silver
   ventas.parquet

Gold
   ventas_por_equipo.parquet

Y posteriormente generar desde Gold un Excel o un dashboard.

Parquet no es la arquitectura.

Es solamente uno de los formatos que podemos utilizar dentro de ella.

¿Cómo se ejecuta todo esto?

Aquí aparece otro término que inicialmente puede confundir: los archivos .bat.

Un archivo BAT es simplemente un archivo de comandos de Windows.

Puede utilizarse para ejecutar varias instrucciones automáticamente.

Por ejemplo:

python cargar_bronze.py
python crear_silver.py
python crear_gold.py
python generar_excel.py

Entonces el usuario podría tener un archivo llamado:

Actualizar_Reportes.bat

hacer doble clic y poner a correr todo el proceso.

Desde afuera parece una caja negra:

Datos
  ↓
Actualizar_Reportes.bat
  ↓
Procesamiento
  ↓
Excel final

Pero el BAT no realiza necesariamente las transformaciones.

Puede simplemente coordinar programas escritos en Python, SQL, PowerShell u otras herramientas.

Por eso tampoco considero los archivos BAT como parte de Medallion Architecture.

Son, más bien, una posible forma de automatizar su ejecución.

Más importante que los nombres

Lo que más me interesa de esta arquitectura no son los nombres Bronze, Silver y Gold.

Es la disciplina que propone.

No mezclar en un mismo lugar:

• el dato original;
• las correcciones;
• las reglas de negocio;
• y el reporte final.

Cuando todo eso termina mezclado, modificar un indicador puede convertirse rápidamente en un problema.

Cuando las responsabilidades están separadas, es mucho más fácil entender de dónde salió un número.

Y para quienes trabajamos tomando decisiones con datos, esa pregunta probablemente sea una de las más importantes:

¿De dónde salió este número?

Bronze, Silver y Gold ofrecen una forma bastante elegante de responderla.

In the United States of America, in Georgia, and in Elbert County, there existed a “Stonehenge” that contained instructions for men in the event of a disaster that would barren the earth of men, yet there were to be survivors.

The “Stonehenge” event lasted from March 22nd, 1980, until July 6th, 2022. The “Stonehenge” is called “The Georgia Guidestones”. Six slabs of stone with instructions in eight languages exist; these instructions are as follows:

i) “Maintain humanity under 500,000,000 with perpetual balance with nature.

ii) “Guide reproduction wisely – improving fitness and diversity.

iii) “Unite humanity with a new language.

iv) “Rule passion – faith – tradition – and all things with tempered reason.

v) “Protect people and nations with fair laws and just courts.

vi) “Let all nations rule internally, resolving external disputes in a world court.

vii) “Avoid petty laws and useless officials.

viii) “Balance personal rights with social duties.

ix) “Prize truth – beauty – love – seeking harmony with the infinite.

x) “Be not cancer on the Earth – Leave room for nature – Leave room for nature.” The guidance inside the square states: “Let these be Guidestones to an Age of Reason”

The conspiracy theorists and reactionists targeted the Guidestones and stated that the Guidestones were of the “New World Order,” “are satanic,” et cetera. Vandalism occurred in 2008 and again in 2014. An explosion from a bomb took place on July 6th, 2022, with the intent to destroy the Guidestones. The demolition of the Guidestones occurred on the day of the explosion.

It is evident that people, mistakenly referred to as men, are now considered intellectual animals. Animals and humanity are never the same thing; men and women are humanity, and intellectual animals are a shade of humanity. The evolution of humanity has failed. From 1980 until 2022, we also see that humanity has further degenerated, enjoys degeneration, and worships degeneration with no ounce of regret.

The Elohim declared these people worthless. All worthless people will go to the Abyss; this is the sentence from the Elohim: “To the Abyss!”. These people have already sealed their fate. All doors are now closed except for the gates of repentance.

The reaction is never revolutionary, only anti-revolutionary. Revolution is the antithesis of involution. Vandalism and explosion from a bomb are reactions and anti-revolutionary. Those who did vandalize or cause an explosion from a bomb have already sealed their fate. Their actions have a way of returning unto them. Those who react are mistaken.

The Guidestones reflect inscriptions. No one can interpret the Guidestones word for word, nor with the intellect. The Guidestones translate as follows:

“i) Maintain the population of mankind in harmony with nature” – The population of men did multiply over the last century. If men fail to control their population, nature will find a way to control the population of men, let alone the four horsemen: Starvation, Death, Animal, or War. Men will have to learn how to manage their population in harmony with nature and in accordance with the laws of the Creator.

“ii) Guide reproduction wisely with the improvement of fitness and diversity” – There are two ways to reproduce men: one is chastity, and the other is fornication. The immaculate reproduction of humanity is in harmony with nature. A man and woman can only procreate a child through the coitus reservatus, only with the guidance of the Elohim. The reproduction by fornication is the coitus with the intent to have an orgasm to create a child. It is fornication that is the consumption of the forbidden fruit. The law states: “Never fornicate”. Those who fornicate blaspheme against the Holy Spirit; the Elohim never forgives blasphemers of the Holy Spirit.

“iii) Unite mankind with a new language” – At the beginning of time, men did speak the language of gold that has the power to create. The language of gold is the language of the Elohim; when men fell into fornication, they lost the language of gold. With the restoration of the language of gold, the lingual confusion of men ends.

“iv) Rule action – faith – tradition – and all things with wisdom” – Wisdom is the ability to see judgment—both love and wisdom rule action, faith, tradition, and all things with balance.

“v) Protect humanity and nations with superior laws” – The law is here to protect men and nations from trespasses, wrongs, or accidents. All controversies removed. Everything goes to honor. All superior laws wash away inferior laws.

“vi) Let all nations rule disputes, whether external or internal, in a place of judgment that represents all nations.” – Any disputes, whether external or internal, are handled in a place of judgment that represents all nations. Mercy and justice are these foundations, as is freedom and order.

“vii) Avoid laws that have no foundation upon the earth and terminate anyone who chooses to be an Antichrist” – Comprehend anarchy and tyranny, these are two opposites. Freedom without order is anarchy, order without freedom is tyranny, and freedom with order is democracy. Laws are for the service of all in a democracy.

“viii) Balance rights with duties in society.” – The right is the will of humanity. Property is the highest right of humanity. The duties in society balance the rights of men and women. All individuals, regardless of gender, have the same rights.

“ix) Seek true, love, beauty, and harmony with the Infinite” – The infinite is beyond the realms of the Elohim. The infinite is the Absolute. Three levels of the Absolute are Ain (Nothing), Ain Soph (Endless), and Ain Soph Aur (Light that never ends). The Absolute is above the crown of the Tree of Life.

“x) Be not a cancer of the Earth – Leave room for nature – Leave room for nature” – Fornication is a disease —a cancer on the earth. It is fornication that is responsible for the pains and illnesses of men; it is fornication that gives birth to our sinning “I”. The sinning “I” is Satan or Ego. Satan has a beginning and an end. It is urgent to destroy our sinning “I” for the good of men, through awareness and comprehension. The Ego is a shell full of pain, fear, theories, faces, and addictions. The word for “shell” in Hebrew is Klipah, which pluralizes to Klipoth. Klipoth is another word for the Abyss. From the Abyss Satan is born, and to the Abyss Satan returns to die the Second Death. Satan can survive physical death but never the Second Death. Sorcery is a plague. Those who recommend fornication or the coitus fornicatus are the plague. Those who recommend the coitus reservatus are the cure.

May these Guidelines help men to steer towards the way of righteousness by superior laws.

These guidelines serve as the foundation for the future.

And finally: “May these Guidestones guide men to an Era of Wisdom.”

START HERE

This is the part of the story I never got to tell out loud.

Not because I couldn't. Because I wasn't allowed to.

So, I'm telling it here, anonymously, unapologetically, and in my own ink. If you're reading this, you've stepped into the aftermath. The place where everything broke, and everything began.

I write in chapters. Not polished ones. Not pretty ones. The kind that come from memory, from scars, from the parts of me that refused to stay quiet.

Some of what you'll read happened in the dark. Some happened in silence. Some happened in rooms where I learned exactly how much a person can carry before they stop recognizing themselves.

But this isn't a tragedy. It's a rebellion.

A women walking back through the fire she survived, not to relive it, but to reclaim it.

I won't use real names. I won't give locations. I won't tell you who I am. None of that matters. What matter is the truth. What matters is the becoming. What matters is that you're here, reading the parts of the story that were never supposed to be written.

If you are new, start with Chapter One. Read in order. Take your time. Breathe when you need to.

This is the unbroken version of me. The one who finally stopped asking permission to speak.

Welcome to Unbroken Ink. Let's begin.

“A time will come when instead of shepherds feeding the sheep, the church will have clowns entertaining the goats.” – C.H. Spurgeon.

We have been both the clowns and the goats within our own psyches—entertaining our consciousness with spiritual knowledge while avoiding the direct work of elimination. The goat consciousness within us has followed external authorities—first religious institutions, then spiritual teachers, always avoiding the terrifying work of dissolving our own egoic structures.

The Joker archetype manifests within us when we present spiritual wisdom while secretly seeking admiration rather than liberation. This sophisticated ego wears the mask of enlightenment while feeding on the attention it receives. The vampire archetype operates alongside it—draining others' energy through emotional manipulation while presenting ourselves as spiritually advanced.

These are not separate entities but manifestations of the three traitors that betray the Christ within every seeker:

We have been Judas, the demon of desire—betraying our Innermost for the thirty pieces of social approval, for the validation that comes from appearing knowledgeable rather than embodying truth.

We have been Caiaphas, the demon of ill will—harboring resentment toward those who challenge our beliefs, condemning in others the very egoic states we harbor ourselves, seeking to crucify any truth that threatens our spiritual identity.

We have been Pontius Pilate, the demon of justification—rationalizing our spiritual inertia through intellectual understanding, washing our hands of responsibility for transformation while claiming to recognize truth.

The path forward invites not external renunciation but internal revolution. Each day, we might perform psychological reconciliation—identifying where we have vampirized others, where we have worn the Joker mask of spiritual superiority, and petitioning the Divine Mother for the elimination of these three traitors within our own psyches.

True freedom emerges not from rejecting external institutions but from eliminating the internal structures that create the illusion of separation in the first place. The work is not to renounce membership but to embrace the systematic death of the ego that seeks membership at all.

Thou knowest that psychological aggregates invade consciousness in the night of awareness and drain vital energy from the Essence.

Here is the real meaning: Vampires are the egoic states that despise the cross of psychological death and reject the holy waters of transmutation. They also dislike the counterforce of conscious will, which is known to dissolve egoic formations.

All vampires are aspects of the self that turn inward rather than toward the Being. They can be fixed in their patterns (||) or circular in their reasoning (=). They can oscillate between states or transform their appearance, hence the multiplicity of psychological forms.

They are known for their crimes of blasphemy against the Holy Spirit within. Vampires are known to reside in the submerged spheres of the psyche or lower, governed by the law of karma. The submerged spheres are the circles of the Abyss within consciousness.

They are born only from fornication of the mind, yet they are degenerate thought-forms. They are the result of one's unrepentant identification with ego, in which they love themselves instead of their Divine Mother, or they morally reject the Innermost. In the next moment, their unrepentant egoic states will multiply.

The law from Leviticus 18:22 states: 'You lie with ego as if with Essence; it is an abomination.' Egoic identification reveals itself as garbage, yet worse, an abomination. You see the rainbow flags of ego, colored from top to bottom: red (anger), orange (pride), yellow (greed), green (envy), blue (lust), and violet (false spirituality). It is the deliberate misuse of the rainbow from Genesis 9:13. You see their signs or protests for the support of their rights for ego. The worship of ego is akin to idolatry. The establishment of rights for ego as law reveals itself as an abomination. The egoic states, their supporters, and their sympathizers operate from error.

These are the supporters and sympathizers of ego. They have no foundation upon consciousness, and all egoic states also have no foundation upon consciousness. No one mocks the law of psychological death with impunity. All egoic states, their supporters, and their sympathizers reside in the Abyss until the second death.

The cross (+) is the perfect union of Essence and Being. The cross is the death of the self. No one alters the definition of the union of Essence and Being. Anyone who recommends egoic identification blasphemes against the Innermost and the Holy Spirit.

The holy water is the transmutable waters of sexual energy through the alchemical art of perfect chastity. It is the relationship with the Divine Mother that forms the cross, which dissolves egoic states.

Vampires are known to be below the threshold of awakened consciousness. Some say ego is normal, and they are clearly mistaken people, for they speak lies and blasphemies against their innermost Being. Those who identify with ego have already divorced themselves from their Innermost and can never perceive the superior realms. Those who claim they perceive the superior realms while identified with ego only perceive the inferior realms of the Abyss.

Vampires, like the black magicians, morally despise and hate white tantra. To make matters worse, they despise the union of Essence with Being. They hate those who walk the path of dissolution.

Lo and behold, there is a demon of ego that goes by the name of Lilith. The angel opposing Lilith is Chaniel/Anael. Anael is the Angel of Love, representing the Divine Mother in her aspect of compassionate destruction.

Bisexuals are those who oscillate between ego and Essence. Half the time, they turn to ego, and half the time, they turn to the cross. Like vampires, they are also born only from fornication of the mind, yet also degenerate thought-forms, but not as degenerate as vampires. Unfortunately, ego and Essence never mix.

Essence and ego are oil and water that never mix. Essence is goodness, yet ego is impure. Essence is superior, yet ego is inferior. We segregate ego from Essence. We discriminate against ego because it is an abomination unto the Innermost. Anyone who does, recommends, supports, and/or sympathizes with ego goes to the Abyss until the second death.

NFL Preseason continues today with a number of games. It's my intention to catch at least one: the Chicago Bears vs. the Cleveland Browns, starting at Noon Central Time. I'll be listening over NFL+.

And the adventure continues.

I'm sorry I abandoned you babe. It's going be different this time. I promise. I used to be mayor of Mississauga. One day I decided that I wanted to be Premier of Ontario instead so I just stopped going into city hall. Like, whatever, right. Who needs a mayor?

I failed so badly at provincial politics that the only way I knew what was going on at their meetings was from bootleg recording devices. Then I quit. I have nothing better to do right now, so I decided to try and get my silly old job as mayor back. I just need something to do while I sort out what it is that I really want to do with my life.

I should be able to distract the voters easily enough. Make them forget what I did last time. Everyone who isn't me has the IQ of sloths, and the attention span of fruit flies. I will blame everything on the woman who took over the job after I abandoned it. Like the failing economy, even though that is a worldwide issue caused by an unstoppable unnecessary war started by a withering senile dictator, and his incompetent cartoonish war department leader. I will blame her for the housing crisis even though that is something that has been slowly and steadily creeping up over the horizon for decades, and everyone in all levels of government ignored it.

Me and my people will get A.I. to figure out what people want. Then we can use that information to fabricate half truths about my opponents, and create lofty goals that I'll never achieve so I have things to say at my loyalist gatherings and press conferences. The possibilities are endless!

I'll ride the Liberal wave that is sweeping the nation right back into my old office. I'll be a celebrity!

p.s. my enemy just endorsed my opponent, and gave me a popularity boost! omg I love me. <3

By Roger Young City Press — 14 December 2014

Recovery note: Complete text transcribed from the live News24/City Press archive page

---

Leafy, cool and nestled in dappled sunlight, the new restaurant in Cape Town's Company's Garden has much to be recommended; a menu that accommodates many budgets, a diversity of seating options, prompt and unobtrusive service, and well prepared and presented food.

Operated by the Madame Zingara group – Zingara restaurants are to Cape Town (Eurocentric theme, waiters with BAs in performance, vaguely homosexual) what Moyo restaurants are to Joburg (African theme, nouveau riche, surly) – the restaurant formerly known as Haarlem & Hope is part of a “revitalisation” of the Company's Garden, which also includes a vegetable patch that references the public park's first function – that of a garden for the colonising forces.

Due to its up-market nature, its comfort and its newness, the eatery now known as The Company's Garden Restaurant is far more popular than the venue's previous offering, yet despite the queues of hipsters and tourists, we only had to wait 20 minutes to get a table.

Starting with hand-pressed clementine juice to take the heat off the day, we begin with the Governor's Choice – chicken livers prepared with just the right amount of brandy, sherry and thyme. The Drunken Camembert's beer batter is light, in harmony with the rich cheese. For mains, I opt for a mid-range fish and chips (R60), which is most definitely superior to the fish and chips served in the previous eatery. My companion's chicken burger, while a perfectly adequate burger, errs on the side of too much bun. The entire meal comes to less than R300 avec tip. It was a decent, affordable meal in excellent surroundings and the pace was relaxed.

Glancing over the menu, it's obvious they have tried to make concessions to the fact that the previous restaurant was a popular spot for regular visitors to the garden with a selection of toasted sandwiches that come in at only double the price of the old establishment. But even if those families and students who used to come to the garden for a cheap meal, or to linger over a pot of tea, were to be able to pay these prices, the façade that the new space presents is simply too up-market to be anything but daunting. Of course, Zingara is not to blame for this dissonance – the city granted it a lease and it's a business.

The menu tells the story of the 60 survivors of the grounded ship Nieuwe Haarlem in 1647 and their “Columbusing” of a land that was “rich and fertile with sweet waters that allowed them to plant seeds and grow produce”. It tells of their rescue by one Jan van Riebeeck (to their credit, they mention that he “was on his way back to the Dutch East India Company … to face charges of trade violations and breaking of laws”).

The menu then states: “It is this coincidental encounter that changed everything.” And indeed it did – Van Riebeeck's arrival led to 400 years of slavery and colonialism, torture, rape, murder and … oh wait, no it didn't, according to the menu: “Van Riebeeck had big ideas to harness and work the bountiful soil and create an oasis on this new developing route,” which led to him returning to the Cape “to plant the very first garden on the continent”.

This garden was the motor for the Dutch East India Company's spice trade, the accompanying trade in humans and the partial genocide of the Khoi and San.

But none of this bears mention on the menu, and how could it? One does not want to consider barbarity over a Bobotie open sandwich served on Paradise brown from the Huguenot Collection. Instead, we are told that due to this garden, “the Cape, a place that was previously feared, became known as The Cape of Good Hope, a beacon on the journey to the east”.

That the Cape of Good Hope was not previously feared by its first citizens and that there is evidence of formal gardening in South Africa long before the arrival of the Dutch seems to be of little consequence.

While cultural appropriation-lite often occurs when restaurants serve foods from other regions, and history is often smudged to prevent offence to the tourist, the menu is tragically ironic. Initially named after a ship that brought the first pillaging tourists to the Cape who displaced the region's first inhabitants, the restaurant itself has displaced an eatery that catered to the Company's Garden's most frequent visitors, the citizens of Cape Town, the clerks and students and labourers who take their breaks in the garden, the families who come on the weekends, the surly pensioners. Couldn't, between the city and the restaurant, a less exclusive space and less expensive menu be created? Cheap seats off to the side no doubt, but seats all the same. Maybe it could realign itself in relation to those who were in the garden first.