Review your research

Sign in to track mastery across every rung of the base. Every challenge you complete becomes a spaced-repetition card — due when you're about to forget, not before.

Theses due for re-review (6)

Evidence decays; conviction should follow

A thesis is stale after 90 days without a review.

T1networkingnever reviewed

Photonic interconnects will become the standard for AI data centers by 2028, replacing electrical interconnects for GPU-to-GPU communication

6.0/10

no history yet

Never reviewed

T2modelsnever reviewed

Mechanistic interpretability will fail to keep pace with model capabilities, creating a widening safety gap

8.0/10

no history yet

Never reviewed

T3harnessesnever reviewed

Evolutionary code generation (AlphaEvolve pattern) will become a standard optimization tool in every major tech company by 2028

6.0/10

no history yet

Never reviewed

T1harnessesnever reviewed

Agentic reasoning will consolidate around a standard stack (VLM + tool use + memory + RL) by end of 2027

7.0/10

no history yet

Never reviewed

T1hardware189d since review

The AI compute shortage is substantially a memory-movement shortage

7.0/10Medium-high . The directional claim is overwhelmingly supported (energy measurements, HBM margin structure, C-HBM4E roadmap, Qualcomm's UPMEM acquisition). The *magnitude* claim (60–90%) remains single-source in its specific framing and deserves independent benchmark replication

7.0/10

Last reviewed 2026-04-21

189 days oldLast reviewed 2026-04-21

T2hardware189d since review

Reliability scaling is forcing memory intelligence regardless of commercial PIM adoption

8.0/10High . Physical disturbance mechanisms are peer-reviewed and exploited in the wild; DDR5 defenses are shipping; RowHammer paper won the 2024 Jean-Claude Laprie Award

8.0/10

Last reviewed 2026-04-21

189 days oldLast reviewed 2026-04-21