Research & Dispatches

The Lab Blog

Essays, technical notes, and field reports from the frontier of biological and artificial intelligence.

Latest Posts

Quantum Machine Learning: hype cycle, computational reality, and the search for post-silicon intelligence

Quantum Machine Learning: hype cycle, computational reality, and the search for post-silicon intelligence

For years, quantum machine learning occupied an unusual position within the AI ecosystem simultaneously overhyped and un...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
May 22, 2026
Memory Architectures for AI Agents: from stateless responses to persistent cognition

Memory Architectures for AI Agents: from stateless responses to persistent cognition

For most of their existence, modern AI systems have suffered from a fundamental limitation that is easy to overlook: the...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
May 13, 2026
Diffusion Models Beyond Images: why generative physics engines may redefine simulation itself

Diffusion Models Beyond Images: why generative physics engines may redefine simulation itself

For most people, diffusion models are associated with image generation. Systems like Stable Diffusion, Midjourney, and D...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
May 12, 2026
Neuro-Symbolic AI and the return of structured reasoning in the age of generative models

Neuro-Symbolic AI and the return of structured reasoning in the age of generative models

For the past several years, the trajectory of artificial intelligence has been overwhelmingly dominated by scale. Larger...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
May 09, 2026
Model Context Protocol (MCP) and the emergence of interoperable AI ecosystems

Model Context Protocol (MCP) and the emergence of interoperable AI ecosystems

One of the least visible - yet potentially most consequential - shifts happening in AI right now is not about larger mod...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
May 07, 2026
Test-Time Compute and the Economics of Thought: why AI is becoming computationally self-aware

Test-Time Compute and the Economics of Thought: why AI is becoming computationally self-aware

For most of the modern AI era, intelligence was treated as something static. A model was trained, deployed, and then eva...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
May 06, 2026
Cerebral Hemodynamics at the Edge: “Temple” and the rise of NIRS-native wearable neurophysiology

Cerebral Hemodynamics at the Edge: “Temple” and the rise of NIRS-native wearable neurophysiology

There is a quiet but meaningful shift underway in health-tech - a movement away from indirect, proxy-based wellness sign...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
May 05, 2026
Benchmark Saturation and the Crisis of AI Evaluation: are we measuring progress or optimizing illusions?

Benchmark Saturation and the Crisis of AI Evaluation: are we measuring progress or optimizing illusions?

For the past decade, progress in AI has been narrated through numbers. Accuracy scores, benchmark rankings, leaderboard ...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
May 05, 2026
Claude is no longer just a model - it’s becoming an execution system

Claude is no longer just a model - it’s becoming an execution system

For a long time, most AI systems were evaluated on a simple axis: how well they respond. Better answers, better reasonin...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
May 03, 2026
Latent Space Engineering: the new control layer for generative intelligence

Latent Space Engineering: the new control layer for generative intelligence

For most people, generative AI feels like a black box. You write a prompt, the system responds, and somewhere in between...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
May 02, 2026
Inference-Time Scaling: Why the next frontier of AI isn’t bigger models, but longer thinking

Inference-Time Scaling: Why the next frontier of AI isn’t bigger models, but longer thinking

For years, progress in AI followed a relatively simple playbook: scale the model, scale the data, scale the compute. Lar...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
May 01, 2026
Synthetic Data, World Models, and the Collapse of the Real-Data Assumption

Synthetic Data, World Models, and the Collapse of the Real-Data Assumption

For most of modern machine learning, there has been an unspoken assumption: progress is constrained by access to real-wo...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
Apr 30, 2026
The AI Layoff Trap: why efficiency gains are quietly eroding long-term capability

The AI Layoff Trap: why efficiency gains are quietly eroding long-term capability

There is a narrative that has quickly become normalized in the current AI cycle: if AI can do the work, reduce the workf...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
Apr 29, 2026
Algorithmic Sovereignty, Alignment Debt, and the Illusion of Neutrality in Frontier AI Systems

Algorithmic Sovereignty, Alignment Debt, and the Illusion of Neutrality in Frontier AI Systems

There is a persistent myth at the center of modern artificial intelligence - that these systems are, by default, neutral...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
Apr 28, 2026
Retrieval-Augmented Generation (RAG) vs Fine-Tuning: the emerging fault line in modern AI system design

Retrieval-Augmented Generation (RAG) vs Fine-Tuning: the emerging fault line in modern AI system design

Over the past year, a subtle but consequential shift has begun to crystallize within the architecture of modern AI syste...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
Apr 27, 2026
From prompts to systems: why everyone is suddenly talking about AI agents

From prompts to systems: why everyone is suddenly talking about AI agents

For a while, interacting with AI meant one thing: prompts. You asked, it answered. A clean input-output loop. Whether it...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
Apr 27, 2026
Why ChatGPT sounds confident even when it’s wrong

Why ChatGPT sounds confident even when it’s wrong

The first time you notice it, it’s subtle. You ask a question, and the answer comes back smooth, structured, and convinc...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
Apr 24, 2026
What if your career was a graph, not a CV?

What if your career was a graph, not a CV?

Resumes look structured - but they aren’t.They give the illusion of clarity. Bullet points. Job titles. Timelines. Every...

Bishnu Dev Changkakoti
Bishnu Dev Changkakoti
Apr 24, 2026