Curated by: Kanika Bhandari
Total Items: 10 curated treasures
Access: Public
Treasury URL: https://copus.network/treasury/7cpzaesi
Below are the items Kanika Bhandari has curated in this treasury, each with their curation notes explaining why it's valuable:
Curation Note: AI crisis Report
Original Source: https://www.cnbctv18.com/market/who-is-alap-shah-the-co-author-of-the-viral-citrini-research-report-global-markets-ai-ws-l-19856703.htm
Treasured: 1 times
Curation Note: It’s now built straight into Claude Code (web) and can scan entire codebases for those sneaky, context-dependent vulnerabilities that regular static tools always miss — the kind that trace data flows, spot broken access logic, and find stuff humans have overlooked for years. In tests it uncovered 50...
Original Source: https://www.anthropic.com/news/claude-code-security?utm_source=substack&utm_medium=email
Treasured: 1 times
Curation Note: It feels like the natural next step after all the model hype, and I’m low-key excited to see how they bake their frontier AI straight into everyday gadgets.
Original Source: https://www.theinformation.com/articles/inside-openai-team-developing-ai-devices?utm_source=substack&utm_medium=email
Treasured: 1 times
Curation Note: It’s one of those small-but-mighty changes that makes building real apps with Gemini so much smoother and faster.
Original Source: https://blog.google/innovation-and-ai/models-and-research/gemini-models/
Treasured: 1 times
Curation Note: They’re bringing serious AI power right to the edge — think rugged, fanless gateways and even a brand-new industrial all-in-one Panel PC that can run real-time inferencing (up to 97 TOPS) in factories, stores, hospitals, or smart cities. No more sending everything to the cloud — instant insights, lo...
Original Source: https://news.lenovo.com/pressroom/press-releases/data-potential-next-generation-ai-driven-thinkedge-solutions/
Treasured: 1 times
Curation Note: It’s such a hopeful reminder that the barriers are coming down fast — talent and ideas matter more than ever, no matter where you’re from
Original Source: https://www.business-standard.com/industry/news/unicorn-creation-surges-40x-in-decade-as-ai-founders-grow-younger-report-126022300928_1.html
Treasured: 1 times
Curation Note: They just dropped a sneak peek of their new AI dashboard — one clean window with five smart agents handling real-time on-chain monitoring, risk alerts, sentiment/FUD tracking, the works. The community hype has gone fully parabolic, especially with the presale still at a tiny $0.04064 entry and SOL t...
Treasured: 1 times
Curation Note: He’s talking about pure “LLM wrappers” (those apps that just put a pretty UI on top of GPT/Claude/Gemini without real moats) and “AI aggregators” (the ones routing between multiple models but adding zero special sauce). Basically, the industry’s patience for thin ideas is officially over - the big p...
Original Source: https://techcrunch.com/2026/02/21/google-vp-warns-that-two-types-of-ai-startups-may-not-survive/
Treasured: 1 times
Curation Note: Who should see this?Every AI founder, VC investing in infra, researcher training frontier models, policymaker talking tech sovereignty, and anyone betting their career or portfolio on AI’s next leap.
Original Source: https://www.newsbytesapp.com/news/science/memory-chip-shortage-could-slow-down-ai-growth-demis-hassabis/story
Treasured: 1 times
Curation Note: Tech future
Original Source: https://www.businessinsider.com/andrej-karpathy-claude-code-manual-skills-atrophy-software-engineering-tesla-2026-1
Treasured: 1 times
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