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AgenticSystemCore: a folder of Markdown texts that people and agents can use in multiple ways Existing technologies for future simpler combined understanding and use An open format that turns plain …
Software engineering practices need to catch up with increasingly capable agents
A coding benchmark shows when API spending reaches $200, while the plan’s real usage ceiling remains unpublished.Continue reading on Towards AI »
On Terminal-Bench 4.0, Sonnet 5.5 hit 70.6% while costing half as much as Opus. Here is the benchmark reality, the max-effort bug to avoid…Continue reading on Towards AI »
Coding agents give us more time for discovery and our review practices should follow the analysis The post Insight Is Still the Currency of Data Science appeared first on Towards Data Science.
Structured Output From an LLM Can Be Perfect JSON and Completely Wrong Schema compliance is the easy half of the problem. The half that quietly costs money is semantic validity, and almost nothing in …
One run, and what it actually proves The post Towards Spec-Driven Test Automation: Part 2 appeared first on Towards Data Science.
CodeScene has published a case study in which coding agents refactored 300,000 lines of C over three weeks for roughly $4,000 in tokens, verified by a frame-by-frame replay harness. The agents built a playbook of codebase-specific recipes along the way.
OpenAI just introduced dots at their DevDay today. Dots are persistent AI agents powered by GPT-6 Astra. Each dot gets its own cloud computer and browser. It works across 4,000+ apps through ChatGPT plugins and keeps going after you log off. Is it deployable today? Yes, as a managed product.
Kubernetes was designed around a simple, powerful premise: you build a stateless container image, declare how many copies you want, and…Continue reading on Towards AI »
Economists turn stock movements into an estimate of anticipated gains – while warning that markets can get carried away
Every boundary you draw removes a signal your tooling was relying on. That is a structure problem, not a search problem. The post Good Architecture Deletes the Signals Your Agent Depends On appeared first on Towards Data Science.
Why a green test suite can mean nothing The post Towards Spec-Driven Test Automation: Part 1 appeared first on Towards Data Science.
On August 13, 2026, DeepSeek published a GitHub repository called deepseek-harness. Within two days, it had passed 95,386 stars and 8,826 forks (a vanity metric on its own, but a spike this fast signa
Machine learning can sound much more complicated than it actually is. You hear words like models, training, features, datasets, predictions, and algorithms, and it can feel like you need a PhD in math
The moment a team decides to migrate a legacy application, there's usually pressure to start moving code. Move the database, the API, or the UI. Move the application to a new framework, runtime, cloud
The impact of AI on software development has been both profound and ever-evolving. Last year, I wrote about AMD’s plans to use AI not just for generating new lines of code, but also for other steps in the software development lifecycle (SDLC), such as triaging problems, debugging code, and testing…
Tame Your AlgoContinue reading on Becoming Human: Artificial Intelligence Magazine »
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