Plataforma de trazabilidad y cumplimiento para cadenas de suministro alimentarias. FSMA 204, EUDR, AI y blockchain en una sola solución.https://www.darwinevolution.iohttps://www.darwinevolution.io/rag-over-10-databases-lessons-productionhttps://www.darwinevolution.io/rag-over-10-databases-lessons-productionPor qué RAG vector-only no escala en compliance, cómo diseñamos retrieval híbrido sobre múltiples stores, y las decisiones arquitectónicas que funcionaron en producción.Thu, 23 Apr 2026 00:00:00 GMThttps://www.darwinevolution.io/en/rag-over-10-databases-lessons-productionhttps://www.darwinevolution.io/en/rag-over-10-databases-lessons-productionWhy vector-only RAG doesn't scale in compliance, how we designed hybrid retrieval across multiple stores, and the architectural decisions that worked in production.Thu, 23 Apr 2026 00:00:00 GMThttps://www.darwinevolution.io/fr/rag-over-10-databases-lessons-productionhttps://www.darwinevolution.io/fr/rag-over-10-databases-lessons-productionPourquoi RAG vector-only ne passe pas à l'échelle en conformité, comment nous avons conçu du retrieval hybride sur plusieurs stores, et les décisions architecturales qui ont fonctionné en production.Thu, 23 Apr 2026 00:00:00 GMThttps://www.darwinevolution.io/pt/rag-over-10-databases-lessons-productionhttps://www.darwinevolution.io/pt/rag-over-10-databases-lessons-productionPor que RAG vector-only não escala em conformidade, como desenhamos retrieval híbrido sobre múltiplos stores, e as decisões arquiteturais que funcionaram em produção.Thu, 23 Apr 2026 00:00:00 GMThttps://www.darwinevolution.io/traceability-on-chain-fsma-204-protocol-levelhttps://www.darwinevolution.io/traceability-on-chain-fsma-204-protocol-levelLa mayoría de las plataformas de trazabilidad usan blockchain como marketing. Contamos cómo y por qué en Darwin la usamos a nivel arquitectónico, y cuándo NO tiene sentido.Fri, 20 Mar 2026 00:00:00 GMThttps://www.darwinevolution.io/en/traceability-on-chain-fsma-204-protocol-levelhttps://www.darwinevolution.io/en/traceability-on-chain-fsma-204-protocol-levelMost traceability platforms use blockchain as marketing. We share how and why we use it architecturally at Darwin, and when it does NOT make sense.Fri, 20 Mar 2026 00:00:00 GMThttps://www.darwinevolution.io/fr/traceability-on-chain-fsma-204-protocol-levelhttps://www.darwinevolution.io/fr/traceability-on-chain-fsma-204-protocol-levelLa plupart des plateformes de traçabilité utilisent la blockchain comme marketing. Nous racontons comment et pourquoi chez Darwin nous l'utilisons au niveau architectural, et quand ça n'a PAS de sens.Fri, 20 Mar 2026 00:00:00 GMThttps://www.darwinevolution.io/pt/traceability-on-chain-fsma-204-protocol-levelhttps://www.darwinevolution.io/pt/traceability-on-chain-fsma-204-protocol-levelA maioria das plataformas de rastreabilidade usa blockchain como marketing. Contamos como e por que na Darwin usamos a nível arquitetural, e quando NÃO faz sentido.Fri, 20 Mar 2026 00:00:00 GMThttps://www.darwinevolution.io/agentic-compliance-langgraph-production-patternshttps://www.darwinevolution.io/agentic-compliance-langgraph-production-patternsNo todos los multi-agent patterns sirven en dominios regulados. Contamos qué arquitectura de agentes usamos en Darwin, por qué, y qué anti-patterns evitamos.Sun, 15 Feb 2026 00:00:00 GMThttps://www.darwinevolution.io/en/agentic-compliance-langgraph-production-patternshttps://www.darwinevolution.io/en/agentic-compliance-langgraph-production-patternsNot every multi-agent pattern survives regulated domains. We share the agent architecture we use at Darwin, why, and which anti-patterns we avoid.Sun, 15 Feb 2026 00:00:00 GMThttps://www.darwinevolution.io/fr/agentic-compliance-langgraph-production-patternshttps://www.darwinevolution.io/fr/agentic-compliance-langgraph-production-patternsTous les multi-agent patterns ne survivent pas aux domaines régulés. Nous partageons l'architecture d'agents que nous utilisons chez Darwin, pourquoi, et quels anti-patterns nous évitons.Sun, 15 Feb 2026 00:00:00 GMThttps://www.darwinevolution.io/pt/agentic-compliance-langgraph-production-patternshttps://www.darwinevolution.io/pt/agentic-compliance-langgraph-production-patternsNem todos os multi-agent patterns servem em domínios regulados. Contamos qual arquitetura de agentes usamos na Darwin, por quê, e quais anti-patterns evitamos.Sun, 15 Feb 2026 00:00:00 GMThttps://www.darwinevolution.io/ai-anomaly-detection-yield-optimization-traceabilityhttps://www.darwinevolution.io/ai-anomaly-detection-yield-optimization-traceabilityDetectar anomalías es el 20% del problema. El otro 80% es convertir alertas en ahorro real de producción. Contamos cómo lo resolvemos en Darwin, con modelos simples que mueven la aguja.Fri, 16 Jan 2026 00:00:00 GMThttps://www.darwinevolution.io/en/ai-anomaly-detection-yield-optimization-traceabilityhttps://www.darwinevolution.io/en/ai-anomaly-detection-yield-optimization-traceabilityDetecting anomalies is 20% of the problem. The other 80% is turning alerts into real production savings. We share how we solve it at Darwin, with simple models that move the needle.Fri, 16 Jan 2026 00:00:00 GMThttps://www.darwinevolution.io/fr/ai-anomaly-detection-yield-optimization-traceabilityhttps://www.darwinevolution.io/fr/ai-anomaly-detection-yield-optimization-traceabilityDétecter des anomalies, c'est 20 % du problème. Les 80 % restants consistent à convertir des alertes en économies réelles de production. Nous racontons comment nous résolvons ça chez Darwin, avec des modèles simples qui font bouger l'aiguille.Fri, 16 Jan 2026 00:00:00 GMThttps://www.darwinevolution.io/pt/ai-anomaly-detection-yield-optimization-traceabilityhttps://www.darwinevolution.io/pt/ai-anomaly-detection-yield-optimization-traceabilityDetectar anomalias é 20% do problema. Os outros 80% são converter alertas em economia real de produção. Contamos como resolvemos isso na Darwin, com modelos simples que mexem o ponteiro.Fri, 16 Jan 2026 00:00:00 GMThttps://www.darwinevolution.io/eudr-actualizacion-cambio-fechas-2025https://www.darwinevolution.io/eudr-actualizacion-cambio-fechas-2025El 19 de diciembre la UE oficializó un nuevo retraso en EUDR: grandes y medianas empresas hasta 30/12/2026, micro y pequeñas hasta 30/06/2027. Lo que cambia, lo que no, y qué hacer ahora.Tue, 23 Dec 2025 00:00:00 GMThttps://www.darwinevolution.io/en/eudr-actualizacion-cambio-fechas-2025https://www.darwinevolution.io/en/eudr-actualizacion-cambio-fechas-2025On December 19 the EU formalized a new EUDR delay: large and medium companies until 30/12/2026, micro and small until 30/06/2027. What changes, what does not, and what to do now.Tue, 23 Dec 2025 00:00:00 GMThttps://www.darwinevolution.io/fr/eudr-actualizacion-cambio-fechas-2025https://www.darwinevolution.io/fr/eudr-actualizacion-cambio-fechas-2025Le 19 décembre, l'UE a officialisé un nouveau report de l'EUDR : grandes et moyennes entreprises jusqu'au 30/12/2026, micro et petites jusqu'au 30/06/2027. Ce qui change, ce qui ne change pas, et ce qu'il faut faire maintenant.Tue, 23 Dec 2025 00:00:00 GMThttps://www.darwinevolution.io/pt/eudr-actualizacion-cambio-fechas-2025https://www.darwinevolution.io/pt/eudr-actualizacion-cambio-fechas-2025Em 19 de dezembro, a UE oficializou um novo adiamento da EUDR: grandes e médias empresas até 30/12/2026, micro e pequenas até 30/06/2027. O que muda, o que não muda e o que fazer agora.Tue, 23 Dec 2025 00:00:00 GMThttps://www.darwinevolution.io/offline-first-architecture-rural-supply-chainhttps://www.darwinevolution.io/offline-first-architecture-rural-supply-chainEn América Latina, el primer eslabón productivo suele tener señal 3G o peor. Contamos cómo diseñamos Captia para que funcione sin conexión, y qué tradeoffs asumimos con eventual consistency.Fri, 12 Dec 2025 00:00:00 GMThttps://www.darwinevolution.io/en/offline-first-architecture-rural-supply-chainhttps://www.darwinevolution.io/en/offline-first-architecture-rural-supply-chainIn Latin America, the first production link typically has 3G signal or worse. We share how we designed Captia to work without connection, and what tradeoffs we accepted with eventual consistency.Fri, 12 Dec 2025 00:00:00 GMThttps://www.darwinevolution.io/fr/offline-first-architecture-rural-supply-chainhttps://www.darwinevolution.io/fr/offline-first-architecture-rural-supply-chainEn Amérique latine, le premier maillon productif a souvent du signal 3G ou pire. Nous racontons comment nous avons conçu Captia pour fonctionner sans connexion, et quels tradeoffs nous avons acceptés avec l'eventual consistency.Fri, 12 Dec 2025 00:00:00 GMThttps://www.darwinevolution.io/pt/offline-first-architecture-rural-supply-chainhttps://www.darwinevolution.io/pt/offline-first-architecture-rural-supply-chainNa América Latina, o primeiro elo produtivo costuma ter sinal 3G ou pior. Contamos como desenhamos o Captia para funcionar sem conexão, e que tradeoffs assumimos com eventual consistency.Fri, 12 Dec 2025 00:00:00 GMThttps://www.darwinevolution.io/seguridad-alimentaria-2026-trazabilidad-infraestructurahttps://www.darwinevolution.io/seguridad-alimentaria-2026-trazabilidad-infraestructuraThe Food Tech publicó su mapa de seguridad alimentaria 2026: trazabilidad, IA, transparencia y resiliencia. Las cuatro convergen en una conclusión incómoda: el tiempo de especular se terminó.Tue, 09 Dec 2025 00:00:00 GMThttps://www.darwinevolution.io/en/seguridad-alimentaria-2026-trazabilidad-infraestructurahttps://www.darwinevolution.io/en/seguridad-alimentaria-2026-trazabilidad-infraestructuraThe Food Tech published its 2026 food safety map: traceability, AI, transparency and resilience. The four converge on an uncomfortable conclusion: the time to speculate is over.Tue, 09 Dec 2025 00:00:00 GMThttps://www.darwinevolution.io/fr/seguridad-alimentaria-2026-trazabilidad-infraestructurahttps://www.darwinevolution.io/fr/seguridad-alimentaria-2026-trazabilidad-infraestructuraThe Food Tech a publié sa carte de la sécurité alimentaire 2026 : traçabilité, IA, transparence et résilience. Les quatre convergent vers une conclusion inconfortable : le temps de spéculer est révolu.Tue, 09 Dec 2025 00:00:00 GMThttps://www.darwinevolution.io/pt/seguridad-alimentaria-2026-trazabilidad-infraestructurahttps://www.darwinevolution.io/pt/seguridad-alimentaria-2026-trazabilidad-infraestructuraA The Food Tech publicou seu mapa de segurança alimentar 2026: rastreabilidade, IA, transparência e resiliência. As quatro convergem para uma conclusão incômoda: o tempo de especular acabou.Tue, 09 Dec 2025 00:00:00 GMThttps://www.darwinevolution.io/llm-evaluation-regulated-domains-beyond-accuracyhttps://www.darwinevolution.io/llm-evaluation-regulated-domains-beyond-accuracyCuando una respuesta incorrecta de tu LLM impacta una auditoría FDA, accuracy no alcanza. Contamos cómo evaluamos LLMs y agents en Darwin, golden sets, LLM-as-judge, regression detection y guardrails numéricos.Mon, 10 Nov 2025 00:00:00 GMThttps://www.darwinevolution.io/en/llm-evaluation-regulated-domains-beyond-accuracyhttps://www.darwinevolution.io/en/llm-evaluation-regulated-domains-beyond-accuracyWhen a wrong answer from your LLM affects an FDA audit, accuracy isn't enough. We share how we evaluate LLMs and agents at Darwin, golden sets, LLM-as-judge, regression detection and numeric guardrails.Mon, 10 Nov 2025 00:00:00 GMThttps://www.darwinevolution.io/fr/llm-evaluation-regulated-domains-beyond-accuracyhttps://www.darwinevolution.io/fr/llm-evaluation-regulated-domains-beyond-accuracyQuand une réponse incorrecte de votre LLM impacte un audit FDA, l'accuracy ne suffit pas. Nous racontons comment nous évaluons les LLMs et agents chez Darwin, golden sets, LLM-as-judge, regression detection et guardrails numériques.Mon, 10 Nov 2025 00:00:00 GMThttps://www.darwinevolution.io/pt/llm-evaluation-regulated-domains-beyond-accuracyhttps://www.darwinevolution.io/pt/llm-evaluation-regulated-domains-beyond-accuracyQuando uma resposta incorreta do seu LLM impacta uma auditoria FDA, accuracy não basta. Contamos como avaliamos LLMs e agents na Darwin, golden sets, LLM-as-judge, regression detection e guardrails numéricos.Mon, 10 Nov 2025 00:00:00 GMThttps://www.darwinevolution.io/carne-grass-fed-argentina-eeuu-cuotahttps://www.darwinevolution.io/carne-grass-fed-argentina-eeuu-cuotaEE. UU. cuadruplicó el cupo arancelario para carne vacuna argentina. Para capturar la ola, especialmente con grass-fed, la trazabilidad digital es el pasaporte al mercado más exigente del mundo.Thu, 23 Oct 2025 00:00:00 GMThttps://www.darwinevolution.io/en/carne-grass-fed-argentina-eeuu-cuotahttps://www.darwinevolution.io/en/carne-grass-fed-argentina-eeuu-cuotaThe U.S. quadrupled the tariff-rate quota for Argentine beef. To capture the wave, especially with grass-fed, digital traceability is the passport to the world's most demanding market.Thu, 23 Oct 2025 00:00:00 GMThttps://www.darwinevolution.io/fr/carne-grass-fed-argentina-eeuu-cuotahttps://www.darwinevolution.io/fr/carne-grass-fed-argentina-eeuu-cuotaLes États-Unis ont quadruplé le contingent tarifaire pour la viande bovine argentine. Pour capter la vague, surtout avec le grass-fed, la traçabilité numérique est le passeport vers le marché le plus exigeant au monde.Thu, 23 Oct 2025 00:00:00 GMThttps://www.darwinevolution.io/pt/carne-grass-fed-argentina-eeuu-cuotahttps://www.darwinevolution.io/pt/carne-grass-fed-argentina-eeuu-cuotaOs EUA quadruplicaram a cota tarifária para a carne bovina argentina. Para capturar a onda, especialmente com grass-fed, a rastreabilidade digital é o passaporte para o mercado mais exigente do mundo.Thu, 23 Oct 2025 00:00:00 GMThttps://www.darwinevolution.io/trazabilidad-alimentos-confianza-consumidorhttps://www.darwinevolution.io/trazabilidad-alimentos-confianza-consumidorLa trazabilidad pasó de requisito logístico a pilar de confianza con el consumidor. Cumplir FSMA 204 y EUDR sin convertir esa data en relación con quien compra es perder la mitad del valor.Wed, 23 Jul 2025 00:00:00 GMThttps://www.darwinevolution.io/en/trazabilidad-alimentos-confianza-consumidorhttps://www.darwinevolution.io/en/trazabilidad-alimentos-confianza-consumidorTraceability has shifted from logistics requirement to a pillar of consumer trust. Meeting FSMA 204 and EUDR without turning that data into a relationship with the buyer means losing half the value.Wed, 23 Jul 2025 00:00:00 GMThttps://www.darwinevolution.io/fr/trazabilidad-alimentos-confianza-consumidorhttps://www.darwinevolution.io/fr/trazabilidad-alimentos-confianza-consumidorLa traçabilité est passée d'une exigence logistique à un pilier de la confiance du consommateur. Se conformer à FSMA 204 et EUDR sans transformer ces données en relation avec l'acheteur, c'est perdre la moitié de la valeur.Wed, 23 Jul 2025 00:00:00 GMThttps://www.darwinevolution.io/pt/trazabilidad-alimentos-confianza-consumidorhttps://www.darwinevolution.io/pt/trazabilidad-alimentos-confianza-consumidorA rastreabilidade passou de requisito logístico a pilar de confiança com o consumidor. Cumprir FSMA 204 e EUDR sem transformar esses dados em relacionamento com quem compra é perder metade do valor.Wed, 23 Jul 2025 00:00:00 GMThttps://www.darwinevolution.io/fsma-204-eudr-pausa-estrategica-latamhttps://www.darwinevolution.io/fsma-204-eudr-pausa-estrategica-latamLa FDA retrasa FSMA 204 hasta 2028, pero los retailers ya exigen trazabilidad y la EUDR llega en diciembre de 2025. Lo que parece pausa regulatoria es ventana estratégica para invertir.Tue, 03 Jun 2025 00:00:00 GMThttps://www.darwinevolution.io/en/fsma-204-eudr-pausa-estrategica-latamhttps://www.darwinevolution.io/en/fsma-204-eudr-pausa-estrategica-latamThe FDA delays FSMA 204 to 2028, but retailers already demand traceability and the EUDR arrives in December 2025. What looks like a regulatory pause is a strategic window to invest.Tue, 03 Jun 2025 00:00:00 GMThttps://www.darwinevolution.io/fr/fsma-204-eudr-pausa-estrategica-latamhttps://www.darwinevolution.io/fr/fsma-204-eudr-pausa-estrategica-latamLa FDA reporte FSMA 204 à 2028, mais les distributeurs exigent déjà la traçabilité et l'EUDR arrive en décembre 2025. Ce qui semble être une pause réglementaire est une fenêtre stratégique pour investir.Tue, 03 Jun 2025 00:00:00 GMThttps://www.darwinevolution.io/pt/fsma-204-eudr-pausa-estrategica-latamhttps://www.darwinevolution.io/pt/fsma-204-eudr-pausa-estrategica-latamA FDA adia a FSMA 204 para 2028, mas os varejistas já exigem rastreabilidade e a EUDR chega em dezembro de 2025. O que parece pausa regulatória é uma janela estratégica para investir.Tue, 03 Jun 2025 00:00:00 GMThttps://www.darwinevolution.io/digitalizacion-agricultura-latam-fsma204-eudrhttps://www.darwinevolution.io/digitalizacion-agricultura-latam-fsma204-eudrPara productores y exportadores latinoamericanos la digitalización dejó de ser opción. FSMA 204, EUDR y los retailers globales redefinen los requisitos de acceso al mercado.Mon, 26 May 2025 00:00:00 GMThttps://www.darwinevolution.io/en/digitalizacion-agricultura-latam-fsma204-eudrhttps://www.darwinevolution.io/en/digitalizacion-agricultura-latam-fsma204-eudrFor Latin American producers and exporters, digitalization is no longer optional. FSMA 204, EUDR and global retailers are redefining the requirements for market access.Mon, 26 May 2025 00:00:00 GMThttps://www.darwinevolution.io/fr/digitalizacion-agricultura-latam-fsma204-eudrhttps://www.darwinevolution.io/fr/digitalizacion-agricultura-latam-fsma204-eudrPour les producteurs et exportateurs latino-américains, la numérisation n'est plus une option. FSMA 204, EUDR et les distributeurs mondiaux redéfinissent les conditions d'accès au marché.Mon, 26 May 2025 00:00:00 GMThttps://www.darwinevolution.io/pt/digitalizacion-agricultura-latam-fsma204-eudrhttps://www.darwinevolution.io/pt/digitalizacion-agricultura-latam-fsma204-eudrPara produtores e exportadores latino-americanos, a digitalização deixou de ser opcional. FSMA 204, EUDR e os varejistas globais estão redefinindo os requisitos de acesso ao mercado.Mon, 26 May 2025 00:00:00 GMT