Clydara is a web and software studio. We design and build custom websites, SaaS platforms, business dashboards, workflow tools and AI integrations for startups and growing businesses around the world, with UI/UX and brand design in-house. https://speakerdeck.com/clydara 2026-10-15 10:54:01 -0400 Six slides on the October 19, 2026 OVHcloud CLI release swap: what happened, which install paths were exposed, why a checksums.txt in the same release did not help, and what users and maintainers can do (pinned hashes, gh release verify-asset, immutable releases, private vulnerability reporting). Sources: https://github.com/ovh/ovhcloud-cli/issues/300, https://docs.github.com/en/code-security/concepts/supply-chain-security/immutable-releases, https://thehackernews.com/2026/10/hackers-hijack-five-ovhcloud-cli.html. Longer write-up: https://dev.to/clydaralab/the-ovhcloud-cli-release-swap-why-the-checksum-file-didnt-help-5h27. Written with AI assistance. Six slides on the October 19, 2026 OVHcloud CLI release swap: what happened, which install paths were exposed, why a checksums.txt in the same release did not help, and what users and maintainers can do (pinned hashes, gh release verify-asset, immutable releases, private vulnerability reporting). Sources: https://github.com/ovh/ovhcloud-cli/issues/300, https://docs.github.com/en/code-security/concepts/supply-chain-security/immutable-releases, https://thehackernews.com/2026/10/hackers-hijack-five-ovhcloud-cli.html. Longer write-up: https://dev.to/clydaralab/the-ovhcloud-cli-release-swap-why-the-checksum-file-didnt-help-5h27. Written with AI assistance. Tue, 20 Oct 2026 00:00:00 -0400 https://speakerdeck.com/clydara/release-asset-swaps-lessons-from-the-ovhcloud-cli-incident https://speakerdeck.com/clydara/release-asset-swaps-lessons-from-the-ovhcloud-cli-incident A 6-slide summary of what OpenCode disclosed on Oct 17, 2026, what is still unknown, and a short checklist for any API key you hand to a gateway. Sources: The Hacker News https://thehackernews.com/2026/10/opencode-console-breach-may-have.html and OpenCode's notice https://x.com/opencode/status/2111519637049319818 . A 6-slide summary of what OpenCode disclosed on Oct 17, 2026, what is still unknown, and a short checklist for any API key you hand to a gateway. Sources: The Hacker News https://thehackernews.com/2026/10/opencode-console-breach-may-have.html and OpenCode's notice https://x.com/opencode/status/2111519637049319818 . Mon, 19 Oct 2026 00:00:00 -0400 https://speakerdeck.com/clydara/key-custody-check-after-the-opencode-console-incident https://speakerdeck.com/clydara/key-custody-check-after-the-opencode-console-incident Four slides on Reflection's Beam open-weight release (Oct 16, 2026, Apache 2.0): what shipped, the weight-memory estimate per precision, the official quantized benchmarks, and a self-hosting checklist. Sources: https://reflection.ai/blog/beam-is-available and https://huggingface.co/reflection/Beam-1.0-501B-A23B Four slides on Reflection's Beam open-weight release (Oct 16, 2026, Apache 2.0): what shipped, the weight-memory estimate per precision, the official quantized benchmarks, and a self-hosting checklist. Sources: https://reflection.ai/blog/beam-is-available and https://huggingface.co/reflection/Beam-1.0-501B-A23B Sun, 18 Oct 2026 00:00:00 -0400 https://speakerdeck.com/clydara/reflections-beam-23b-active-501b-in-memory https://speakerdeck.com/clydara/reflections-beam-23b-active-501b-in-memory Six slides on SPACE, the open-source (Apache 2.0) sandbox platform behind Perplexity Computer, released October 15, 2026: what it is, Perplexity's own performance claims, its red-team results (0 of 108 VM escapes, 11 of 54 network bypasses with partial network access, both fixed), what coverage skipped (8 of 10 other sandbox platforms had bypasses; KVM host requirements; partial E2B compatibility), and facts vs our read. Sources: https://www.perplexity.ai/hub/blog/open-sourcing-space , https://www.perplexity.ai/hub/blog/escaping-space-part-i , https://github.com/perplexityai/SPACE Six slides on SPACE, the open-source (Apache 2.0) sandbox platform behind Perplexity Computer, released October 15, 2026: what it is, Perplexity's own performance claims, its red-team results (0 of 108 VM escapes, 11 of 54 network bypasses with partial network access, both fixed), what coverage skipped (8 of 10 other sandbox platforms had bypasses; KVM host requirements; partial E2B compatibility), and facts vs our read. Sources: https://www.perplexity.ai/hub/blog/open-sourcing-space , https://www.perplexity.ai/hub/blog/escaping-space-part-i , https://github.com/perplexityai/SPACE Sat, 17 Oct 2026 00:00:00 -0400 https://speakerdeck.com/clydara/perplexity-open-sourced-space-the-vm-held-the-network-rules-did-not https://speakerdeck.com/clydara/perplexity-open-sourced-space-the-vm-held-the-network-rules-did-not Meta released Muse Spark Open's weights on Oct 15, 2026 (816B total, 42B active, 1M context). Five slides on what shipped, the three license clauses (credit line, derivatives that reach outputs, the $20M API clause), and what to check before you build. Sources: https://research.meta.ai/blog/muse-spark-open and https://huggingface.co/meta-models/Muse-Spark-Open-816B-A42B/blob/main/LICENSE.md Meta released Muse Spark Open's weights on Oct 15, 2026 (816B total, 42B active, 1M context). Five slides on what shipped, the three license clauses (credit line, derivatives that reach outputs, the $20M API clause), and what to check before you build. Sources: https://research.meta.ai/blog/muse-spark-open and https://huggingface.co/meta-models/Muse-Spark-Open-816B-A42B/blob/main/LICENSE.md Fri, 16 Oct 2026 00:00:00 -0400 https://speakerdeck.com/clydara/muse-spark-open-what-metas-open-weight-license-actually-lets-you-do https://speakerdeck.com/clydara/muse-spark-open-what-metas-open-weight-license-actually-lets-you-do A five-slide summary of NVIDIA's October 13, 2026 Run:ai open-source release: the four components, what most coverage misses (CUDA 13.4 fractions, no enterprise support on the free build), and where to start. Source: https://developer.nvidia.com/blog/nvidia-runai-is-now-open-source-as-part-of-nvidia-dsx-ai-factory-platform/ A five-slide summary of NVIDIA's October 13, 2026 Run:ai open-source release: the four components, what most coverage misses (CUDA 13.4 fractions, no enterprise support on the free build), and where to start. Source: https://developer.nvidia.com/blog/nvidia-runai-is-now-open-source-as-part-of-nvidia-dsx-ai-factory-platform/ Thu, 15 Oct 2026 00:00:00 -0400 https://speakerdeck.com/clydara/nvidia-open-sourced-run-ai-what-changed-for-kubernetes-gpu-teams https://speakerdeck.com/clydara/nvidia-open-sourced-run-ai-what-changed-for-kubernetes-gpu-teams