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  • Pair programming with AI in 2025: habits that stick
  • vLLM in 2025: the improvements that matter to LLM-serving teams
  • Microsoft's GraphRAG in enterprise: patterns that work
  • Alignment evaluation: RLHF, DPO, and recent alternatives
  • Gemma 2: Google's open model one year later

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Category: Metodologías

Pair programming with AI in 2025: habits that stick

February 17, 2025 javi
Dos monitores de programador con código e interfaz de terminal iluminados

Two years after living with AI assistants in the editor, habits have settled. A reflection on what’s changed in day-to-day coding, what has been learned, and what remained to be discovered.

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Desarrollo de Software Metodologías 

Alignment evaluation: RLHF, DPO, and recent alternatives

February 8, 2025 javi
Balanza antigua sobre fondo neutro simbolizando equilibrio y ajuste

Three years after RLHF became popular, the alignment landscape is richer. A review of RLHF, DPO, and recent methods like KTO or ORPO, with criteria for choosing.

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Inteligencia Artificial Metodologías 

SLSA v1.0: a mature framework for the software supply chain

December 31, 2024 javi
Cadenas metálicas entrelazadas sobre fondo oscuro como metáfora de la cadena de suministro de software

SLSA has been in its 1.0 version for a year and a half, and the ecosystem has had time to adopt it. A review of what works, what still hurts, and where it makes sense to start.

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Metodologías 

How to Evaluate a RAG System Without Fooling Yourself

December 28, 2024 javi
Balanza de precisión con pesas sobre mesa marmolada representando medición objetiva

Measuring RAG system quality is more subtle than it seems. Metrics, golden sets, and the most common evaluation mistakes.

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Inteligencia Artificial Metodologías 

Green Software Principles: A Checklist for Teams

December 16, 2024 javi
Bosque verde denso vista aérea representando sostenibilidad ambiental

Software consumes energy. Reducing its carbon footprint isn’t just virtue — it’s operational savings. Eight practical principles applicable from tomorrow.

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Metodologías 

LLM Observability: Traces, Costs, and Quality

November 10, 2024 javi
Gráficos de dashboard analíticos con líneas de métricas en pantalla moderna

LLM apps need specific observability: prompt/response traces, token costs, quality metrics. 2024 tools and patterns.

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Inteligencia Artificial Metodologías 

Kubecost and OpenCost: Native FinOps in Kubernetes

September 11, 2024 javi
Gráfico financiero ascendente con barras coloridas sobre tableta digital

Kubecost gives cost visibility by namespace/deployment/label. OpenCost is its OSS core. When it helps and how to integrate.

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Arquitectura Metodologías 

Alertmanager: Routing That Doesn’t Wake Your Team at 3am

August 30, 2024 javi
Teléfono moderno con notificaciones en pantalla en entorno nocturno

Misconfiguring Alertmanager is the norm. Sensible routing, silencing, grouping, and on-call rotation patterns to prevent alert fatigue.

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Metodologías Tecnología 

Chaos Engineering in Enterprise: Beyond Chaos for Chaos’s Sake

July 19, 2024 javi
Ondas concéntricas en agua representando propagación controlada de efectos

Chaos engineering is more than ‘break production’. How to implement with hypotheses, controlled blast radius, and measurable ROI.

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Metodologías 

Ansible and Pulumi: Two Automation Philosophies Coexisting

June 25, 2024 javi
Engranajes metálicos entrelazados representando automatización cooperativa

Ansible orchestrates servers, Pulumi manages cloud infra with real code. They’re complementary, not competitors. How to combine without duplicating.

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Herramientas Metodologías 

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Recent Posts

  • Pair programming with AI in 2025: habits that stick
  • vLLM in 2025: the improvements that matter to LLM-serving teams
  • Microsoft’s GraphRAG in enterprise: patterns that work
  • Alignment evaluation: RLHF, DPO, and recent alternatives
  • Gemma 2: Google’s open model one year later
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  • Gemini 2.0: integrated tools and agent mode
  • Home lab: self-hosted lab as a testing ground
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