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Build company knowledge people and agents can trust.
Practical guides on retrieval, permissions, organizational memory, deployment, and the operating details behind production-ready AI knowledge.
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Set up workspaces, connectors, roles, API access, and MCP clients.
EngineeringValidation and benchmarks
Understand how retrieval quality, multimodal needles, ACL isolation, and consistency are measured.
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CogLake connects its model offering, BYOK and self-hosted models to one knowledge foundation.
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Move from direct chat to recurring, permission-controlled work with company context.
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Why organizational knowledge should be treated as durable infrastructure.
Latest thinking
Research and operating lessons.
Security & governanceAnthropic opens Singapore office: MOU on AI safety and enterprise adoption
Anthropic has opened an office in Singapore — its fifth in the Asia-Pacific region — and signed an MOU with the Ministry of Digital Development and Information covering AI safety, model evaluation and responsible adoption. What this means for enterprises.
Read articleSecurity & governanceOn-device scam detection: DeepMind and Singapore fine-tune Gemma
Google DeepMind and GovTech Singapore have fine-tuned a lightweight Gemma model that flags conversational scams directly on the phone — without chat content leaving the device. What is documented, how the two-stage pipeline works, and what enterprises can take away.
Read articleKnowledge infrastructureGemini 4 Argon: Google makes its new frontier model globally available
Google DeepMind has released Gemini 4 Argon and made it globally available via API: introductory pricing of $2 per million input and $10 per million output tokens. What is documented, what remains a vendor claim — and how enterprises should check availability.
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