AI Intelligence Archive

If your AI reviewer says "pass" every time, you didn't build a reviewer. You built a rubber...

A 5/5 mutation score missed a regression. A ninth candidate then exposed why a redundant-looking test mattered.

Thermal optimization of 2D CFET inverters requires testing structural proposals against their electrical costs. We examine these research tasks using an AI agent workflow within a supplied electrothermal model. At 12 nm, Astra selects a re…

Large language models can easily generate explanations for their own outputs, but such self-explanations are not necessarily faithful to the model's behavior. We study this issue through counterfactual self-explanations, where a model mini…

Vision-language-action (VLA) systems already bring together two valuable resources for robot learning: rich visual representations and demonstrations of successful task execution. Intrinsic Robot Rewarding (IRR) proposes to use these resou…

Modelling with mathematical formalisms like logical formulas, mathematical equations, or regular expressions is an important yet challenging task for students of computer science and other STEM disciplines. Identifying common mistakes occu…

A common small-model deployment runs one shared backbone with several LoRA specialists that answer over the same context. Serving them naively re-prefills that shared context once per specialist. We study a narrow, practical question: for …

Generative AI promises natural language access to the massive numerical telemetry of data centers and Industry 4.0 installations, yet text-to-query and tool-using agents stay unreliable: even frontier models answer little more than half of…

The purpose of this paper is the identification of high-fidelity digital twin data models from numerical code outputs by non-intrusive techniques (i.e., not requiring Galerkin projection of the governing equations onto the reduced modes ba…

Liver cancer is a complex disease responsible for a high number of deaths across the globe each year, making automated solutions for liver cancer classification urgent. The most common form of liver cancer is hepatocellular carcinoma (HCC)…

A Semgrep detector plus hand adjudication over 120 locally generated Python/TypeScript functions: syntax can surface 'silent failure' candidates, but the verdict lives outside the code.

Multi-target regression requires a model to simultaneously predict several related outputs. Conformal prediction provides distribution-free, finite-sample marginal coverage guarantees, but extending these to joint multi-dimensional regions…

The choice of Riemannian metric can strongly influence the convergence of gradient-based optimization over covariance matrices. Euclidean, Bures-Wasserstein and affine-invariant metrics are common choices, but their relative effectiveness …

Recent advancements in large language models have significantly enhanced the capabilities of agents in modeling long-term conversations. Despite these successes, existing approaches typically adopt a static heuristic paradigm, where inform…

Grounded language-model systems are often evaluated by final answer accuracy, yet a correct answer can be unsupported, drawn from the wrong source, or produced when evidence is insufficient or contradictory. We introduce EviScope, a paired…

Few-shot audio classifiers may rely on foreground-background co-occurrences and fail when those correlations shift. On SpurAudio, the resulting representation shift is concentrated and class dependent: for ResNet12, the top 10 percent of c…

Congenital heart disease (CHD) diagnosis and surgical planning often require patient-specific 3D anatomical models, but manual segmentation is labor-intensive, particularly in complex anatomies. Although deep-learning methods can automate …

Indirectly encoded neural networks can assign different activation functions to individual nodes, but the right functions are rarely known in advance. When the available set contains only standard monotonic functions, problems like parity …

AI assistance places a metacognitive demand on users, who must judge their own competence and the system's. Yet designers lack comparative evidence on which interventions to choose, where to place them, and how to tell whether they worked.…

Assistive autonomous systems must anticipate human goals before an observed behavior is complete. This article formulates anticipation as goal inference from a partially observed multimodal episode together with structured prediction of th…

A few days ago, I posted a tutorial in the Spring AI Dev community on how to use Anthropic Claude’s...

Message-passing Graph Neural Networks (GNNs) iteratively propagate and aggregate local neighborhood information followed by global readout to learn graph representations. However, their discriminative power is upper-bounded by the Weisfeil…

Current predictive turn-taking models (PTTMs) achieve strong performance on benchmarks with controlled acoustic conditions and clean audio signals. Their generalisation to conversations with overlapping speech and background interference r…

I call this an automated blog, and technically that's true -- Windows Task Scheduler wakes a sleeping...

We study nonconvex methods for matrix completion, the problem of recovering a low-rank matrix from a subset of its entries. Convex methods achieve sample complexity linear in the matrix dimension and the rank, up to logarithmic factors, wh…

Unnecessary information that's safe to ignore Hi. So I've been away for a couple of weeks....

If you spend 8+ hours a day looking at high-DPI monitors, debugging race conditions, and tweaking CSS...

Deny by default, or watch your API become someone else's playground. TL;DR: Give every AI agent...

This is one of those articles that I wanted to write for many days, but I kept delaying it until, a...

On September 15, India — along with Sri Lanka and Tanzania — celebrates Engineer's Day, marking the...

Every spreadsheet AI demo starts with a clean table and a friendly request: "Show me the trend and...

Make It Work, Make It Right, Make It… There is a piece of advice, usually attributed to...

Every session starts the same way. I ask the agent to merge a few PDFs and strip the EXIF off some...

TL;DR — AI diagram generation fails not because models are weak, but because there's no production...

I'm building a diagnostic tool for A-level maths. A student gives it a question they're stuck on,...

I don't think the biggest question about AI is "Will it replace developers?" I think it's this:...

Most teams approach a multilingual support bot as a translation problem. Wire up a translation layer,...

AI coding agents have changed the way I think about software development. Not long ago, when I...

We split a perfectly working app into eight microservices because it was 2023 and that's what...

A comprehensive guide to vibe coding on a boilerplate: stop your agent from rebuilding what it already has