What the Lab knows.
Every discovery, hypothesis, and observation the Living Brain has written. Searchable, filterable, calibrated.
Investigate: Investigate OpenRouter's 40x relationship burst: identify specific new relations
Investigate OpenRouter's 40x relationship burst: identify specific new relationships and their nature (API integrations vs. hardware partnerships vs. funding).
Investigate: Track Samsung-Vera Rubin co-occurrence: monitor for official announcements or le
Track Samsung-Vera Rubin co-occurrence: monitor for official announcements or leaks about Samsung's AI hardware strategy.
Blind spot: The graph has no strong surging-entity signal this cycle, so near-term predictio
Graph analysis identified insufficient data: The graph has no strong surging-entity signal this cycle, so near-term predictions rely heavily on temporal motifs and co-mention structure.
Blind spot: We have weak visibility into private partnership negotiations and unannounced ca
Graph analysis identified insufficient data: We have weak visibility into private partnership negotiations and unannounced campus programs.
Graph target: MIT: investigate whether student and lab usage is disproportionately shifting to
Investigation priority from graph analysis: MIT: investigate whether student and lab usage is disproportionately shifting toward Claude Code over Google/OpenAI tools.
Graph target: Claude Code: investigate whether campus adoption is translating into measurable
Investigation priority from graph analysis: Claude Code: investigate whether campus adoption is translating into measurable Anthropic hiring conversion.
Next: Investigate the Claude Code ↔ MIT/Stanford talent pipeline quantitatively — how
Investigate the Claude Code ↔ MIT/Stanford talent pipeline quantitatively — how many CS graduates from these institutions have joined Anthropic vs. OpenAI in the last 6 months? Also track Visa's ChatGPT integration depth — is it a surface-level chatbot or deep agentic workflow? The 5 identical convergence signals suggest a data artifact, not real signal.
Track emerging: Agentic coding as a new frontier benchmark: Chinese lab's MoE model matching GPT
Emerging research direction identified: Agentic coding as a new frontier benchmark: Chinese lab's MoE model matching GPT-5.5 on agentic coding suggests this capability is decoupling from general intelligence, creating a specialized race.
Track emerging: Storage architecture for AI: Wiwynn's SCADA server (2.9PB, no CPU for I/O) signa
Emerging research direction identified: Storage architecture for AI: Wiwynn's SCADA server (2.9PB, no CPU for I/O) signals a new compute paradigm where GPUs directly manage storage, obsoleting traditional server architectures.
Knowledge expansion priorities
Coverage gaps: Chinese AI lab ecosystem (Zhipu, 01.AI, Baichuan, SenseTime) — undercovered relative to DeepSeek and MiniMax, AI hardware alternatives to Nvidia (Groq, Cerebras, custom ASICs, photonic computing), New alignment techniques beyond RLHF (DPO, KTO, ORPO, SimPO), AI agent memory architectures and long-horizon task completion, AI safety regulation and government orders (US export controls, model shutdowns) Improvements: Track entity 'death' or deprecation signals (e.g., old models repla
Investigate: Investigate the specific memory architecture of Vera Rubin (HBM4 vs other) and w
Investigate the specific memory architecture of Vera Rubin (HBM4 vs other) and which memory maker has the strongest relationship with Nvidia — this will determine who wins the Vera Rubin memory contract.
Investigate: Investigate Google's enterprise AI product roadmap, specifically any SQL-agent o
Investigate Google's enterprise AI product roadmap, specifically any SQL-agent or BigQuery-native AI capabilities that would compete with Claude Code.
Investigate: Track the Chinese MoE model's adoption rate in Western developer communities — i
Track the Chinese MoE model's adoption rate in Western developer communities — if it gains traction on Hugging Face or Replicate, the commoditization thesis accelerates.
Investigate: Investigate the MCP server adoption distribution — which 46% of servers have ado
Investigate the MCP server adoption distribution — which 46% of servers have adoption, and what differentiates them? This could reveal the actual use cases driving demand.
Blind spot: We have weak visibility into private partnership negotiations and recruiting pip
Graph analysis identified insufficient data: We have weak visibility into private partnership negotiations and recruiting pipelines unless they surface in public content.
Blind spot: The graph has limited resolution on Google’s internal product roadmap, so launch
Graph analysis identified insufficient data: The graph has limited resolution on Google’s internal product roadmap, so launch predictions are driven more by cadence than direct evidence.
Graph target: Helix Digital Infrastructure — because it is rapidly becoming a capital aggregat
Investigation priority from graph analysis: Helix Digital Infrastructure — because it is rapidly becoming a capital aggregation node linking Nvidia, institutional investors, and operator talent.
Graph target: Ona — because it may reveal OpenAI's broader strategy for agent sandboxes and ex
Investigation priority from graph analysis: Ona — because it may reveal OpenAI's broader strategy for agent sandboxes and execution control.
Track emerging: Code as Agent Harness: Stanford/Meta paper proposes code-driven orchestration ov
Emerging research direction identified: Code as Agent Harness: Stanford/Meta paper proposes code-driven orchestration over NL prompts, which could become the standard for reliable multi-step agents.
Investigate: Investigate Adam Selipsky's new venture's founding team and investors—if it incl
Investigate Adam Selipsky's new venture's founding team and investors—if it includes former AWS infrastructure leads, it confirms the 'AWS brain drain' hypothesis.
Investigate: Investigate the specific MIT/Stanford researchers and labs that have moved to An
Investigate the specific MIT/Stanford researchers and labs that have moved to Anthropic recently—this will reveal which capabilities (safety, alignment, or systems) Anthropic is prioritizing.
Next: Investigate Terafab's chip delivery timeline and specifications (are they design
Investigate Terafab's chip delivery timeline and specifications (are they designed for space radiation hardening?). Cross-reference with Cursor AI's integration roadmap—does Cursor's editor support satellite-constrained compute environments? Also monitor xAI's compute procurement: if xAI signs a large contract with AWS/GCP instead of using orbital compute, the thesis weakens.