~/talks

Vincent Caldeira

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Stop Trusting a Black Box: The Economic Case for Open, Sovereign AIOpen Source Summit Korea 20262026-08-11
79% of organizations now treat AI sovereignty as strategic and 82% build customized AI solutions, motivating a move from rented APIs to reproducible stacks…
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Beyond Monolithic AI: Cloud Native Patterns for Dynami...KubeCon + CloudNativeCon India 20262026-06-18
A concrete architecture for an AI Gateway that uses semantic routing (a small intent model plus rule signals) and a VLLM-based serving layer to pick models per…
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Decoding the Open-source Blueprint for India's Sovereign AI FutureOpen Source Summit India 20262026-06-16
A production-ready sovereign stack called M4 coding runs on Indian infrastructure using OpenStack + OpenShift, Kubernetes, multi-GPU nodes (eight GPUs per…
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Architecting Efficient Agents with Semantic Routing and Mixture-of-ToolsDevConf.IN 20262026-02-13
Claims a semantic router (VLM envoy proxy + small classifier + keyword/embedding signals) routes queries to the right model and cuts cost and time—benchmarks…
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Keynote: Building India’s Sovereign AI Stack w/ Local Talent & Open Global CollabDevConf.IN 20262026-02-13
India builds a DPI-style AI stack that actually ships resources and models: 38,000 GPUs at ~70% discount for startups and researchers, a curated data portal AI…
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Stop Allocating GPUs, Start Delivering Intelligence: An Enterprise...Open Source Summit Japan + AI_dev: Open Source GenAI & ML Summit + Automotive Linux Summit 20252025-12-08
Enterprises face GPUs that cost ~$30,000 each and run at ~15% utilization; moving from charging per-GPU to charging per-token or per-job increases margin. The…
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From Lab To Life: Practical AI System EvaluationOpen Source Summit Japan + AI_dev: Open Source GenAI & ML Summit + Automotive Linux Summit 20252025-12-08
Argues that fixed benchmarks like MMLU miss real-world risks and demonstrates a risk‑adjusted, continuous evaluation pipeline that moves from design to…
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Operationalizing Openness: Standardizing AI Model Supply Chains With the Model Openness FrameworkOpen Source Summit Europe 20252025-08-25
Claims a concrete standard (the Model Openness Framework) that scores model distributions on 17 components of completeness and license openness, and shows an…
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Multi-Layered Guardrails for Cloud Native AI: Enforcin...KubeCon + CloudNativeCon India 20252025-08-06
Claims a practical cloud-native pattern: deploy specialized agents as Kubernetes pods orchestrated with a service mesh, use LlamaIndex for the REACT-style…
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Sovereign AI in Action: Advancing India’s Digital Future With Ope...Open Source Summit India 20252025-08-05
Only 24 countries have accelerator access and 95% of rack GPUs are Nvidia, so India builds local capacity: a sovereign cloud with Ceph storage, OpenStack…
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From Containers To Cognitive Agents: Open Source Foundations for Enterprise-Grad...Open Source Summit India 20252025-08-05
Claims an open source, container-first workflow that goes from local experiments to Kubernetes deployment using RamaLama serve for local LLM and RAG packaging…
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Green AI in Cloud Native Ecosystems: Strategies for Sustainability and EfficiencyKubeCon + CloudNativeCon Europe 20252025-04-01
Cloud-native AI platforms focus on cutting inference costs because 65% of operational carbon often comes from inference; data distillation can cut training…
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