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Scenes, Screens, and Sim-to-Real Dreams: Why Scenario Queries Matter

A formal scenario-querying method shows how autonomy teams can turn simulation failures into searchable real-world evidence—provided they remember the labels are doing the heavy lifting.

November 14, 2025 · 16 min · Zelina
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Bodies Do the Thinking: Why Physical AI Changes the Intelligence Game

A mechanism-first reading of Physical AI as embodied feedback: where sensing, motion, learning, autonomy, and context become one business-critical control loop.

November 13, 2025 · 19 min · Zelina
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Don’t Self-Sabotage Me Now: Rational Policy Gradients for Sane Multi-Agent Learning

A mechanism-first look at why adversarial multi-agent training breaks cooperative systems, and how Rational Policy Gradient turns sabotage into useful stress testing.

November 13, 2025 · 14 min · Zelina
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From Yarn to Code: What CrochetBench Reveals About AI’s Procedural Blind Spot

CrochetBench shows why multimodal AI can describe finished objects yet still fail at generating executable, structure-aware procedures.

November 13, 2025 · 16 min · Zelina
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Plans, Tokens, and Turing Dreams: Why LLMs Still Can’t Out-Plan a 15-Year-Old Classical Planner

A business-readable analysis of why frontier LLMs are getting better at formal planning, but still need symbolic validation before they touch real operations.

November 13, 2025 · 14 min · Zelina
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Safety in Numbers: Why Consensus Sampling Might Be the Most Underrated AI Safety Tool Yet

Consensus sampling reframes AI safety as probability-level agreement, offering a formal way to reduce undetectable output risks when inspection is not enough.

November 13, 2025 · 16 min · Zelina
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What We Don’t C: Why Latent Space Blind Spots Matter More Than Ever

A mechanism-first reading of WWDC, a latent flow-matching method for suppressing known signals so residual structure becomes easier to inspect.

November 13, 2025 · 16 min · Zelina
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When Heuristics Go Silent: How Random Walks Outsmart Breadth-First Search

A mechanism-first reading of when restarting random walks beat breadth-first search for escaping heuristic dead zones in AI planning.

November 13, 2025 · 4 min · Zelina
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Decoding Intelligence: When Spikes Meet Hyperdimensions

A comparison-based reading of SNN-HDC, a decoding method that trades one-hot outputs for binary hypervectors to reduce spike activity and estimated energy in neuromorphic vision.

November 12, 2025 · 16 min · Zelina
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Memory, Bias, and the Mind of Machines: How Agentic LLMs Mislearn

A practical reading of why agent memory can turn useful experience into brittle, biased behaviour when systems continuously rewrite their own lessons.

November 12, 2025 · 15 min · Zelina