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Ideas Worth Publishing.

Technical deep dives, research updates, and perspectives on AGI safety from the TAL Corp team. We write about what we are learning — including the parts that did not go as planned.

5Posts
4Authors
5Topics
2025Since
Featured
InterpretabilityDeep DiveFebruary 14, 2026 · 8 min read

Why Interpretability Is Load-Bearing for AGI Safety

We cannot align what we cannot understand. Mechanistic interpretability is not a nice-to-have — it is the foundation everything else rests on.

Ananya Krishnaswamy
Head of Interpretability
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Archive

All Posts.

AlignmentResearch UpdateJanuary 28, 2026 · 6 min read

The Corrigibility Problem Gets Harder as Models Get Better

Naive corrigibility constraints degrade as capability increases. Here is what we found — and what we are doing about it.

James Mercer
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EvaluationAnnouncementJanuary 12, 2026 · 5 min read

Introducing SAFE-AGENT: A Benchmark for Autonomous AI Safety

We are open-sourcing a 1,240-task benchmark suite for evaluating whether AI agents respect their autonomy envelopes.

Soo-Jin Park
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Agentic SystemsTechnicalDecember 18, 2025 · 7 min read

Emergent Misalignment in Multi-Agent Systems

When multiple AI agents coordinate, new safety failure modes emerge that are invisible at the individual agent level.

David Okafor
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PerspectiveOpinionNovember 30, 2025 · 4 min read

On AGI Timelines and Why We Are Building Now

We do not know exactly when AGI will arrive. But the work required to make it safe takes years — and it needs to start before we need it.

James Mercer
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