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News

The New Stack
thenewstack.io > agent-harness-token-costs

Aider, Claude Code, and OpenClaw ran an identical model. Token use varied 70-fold.

4+ hour, 47+ min ago   (566+ words) Agent harnesses can change coding-agent costs by multiples, even when the model stays fixed. Three benchmarks show where the extra tokens come from....

Steam Deck HQ
steamdeckhq.com > news > deckbind-makes-creating-controller-layouts-easier

Deckbind Makes Creating Controller Layouts In Real-Time Much Easier

4+ hour, 58+ min ago   (454+ words) Steam Deck HQ Deckbind Makes Creating Controller Layouts In Real-Time Much Easier There have been tons of games that I’ve had the pleasure of reviewing and optimizing, but one of the things I dread doing is creating my own controller…...

blog.google
developers.googleblog.com > decoding-cosmic-signals-with-deep-learning-and-keras

Decoding cosmic signals with deep learning and Keras

5+ hour, 37+ min ago   (315+ words) Modern astroparticle physics is inherently data-intensive. It relies on gigantic observatories, often spanning thousands of square kilometers, designed to detect rare and tiny signals from the cosmos. These instruments generate enormous volumes of complex data, far exceeding what traditional analysis…...

DEV Community
dev.to > gerimate > vectorai-db-doesnt-embed-your-text-and-thats-the-point-3n34

VectorAI DB Doesn't Embed Your Text, and That's the Point

6+ hour, 27+ min ago   (913+ words) Building a small local knowledge base on top of Actian VectorAI DB, the actual challenge wasn't the database. It was easy to accidentally fake semantic search, and just as easy to reach for automation tools, or an LLM, in the…...

DEV Community
dev.to > aidevhub > stop-breaking-prod-with-a-env-file-manager-in-2026-8aj

Stop breaking prod with a.env file manager in 2026

8+ hour, 39+ min ago   (798+ words) Run your.env file through a real parser before it ships. Most.env disasters come from quoting rules that differ between dotenv and the shell. A client-side env file manager checks every line against explicit grammar rules and shows you…...

The New Stack
thenewstack.io > anthropic-files-api-costs

Anthropic's new Files API vs. pasting: It will save you time, but it won’t save you money.

9+ hour, 41+ min ago   (586+ words) Anthropic moved the Files API and computer-use toolset out of beta on August 19 and launched a browser-use toolset. It lets developers upload a document once and reference it by ID in subsequent requests, rather than sending its contents each time....

@tecmint
tecmint.com > openai-codex-cli-linux

Codex CLI: OpenAI AI Coding Agent for Linux Terminal

12+ hour, 10+ min ago   (1722+ words) It’s easy to install an AI agent, run it with all the guardrails turned off, and only check the sandbox settings after it has changed a configuration file you needed. Codex provides three sandbox levels along with a separate approval…...

DEV Community
dev.to > derekmwale > building-a-wait-free-queue-in-rust-2329

Building a Wait-Free Queue in Rust

12+ hour, 35+ min ago   (1314+ words) There is a point in systems programming where concurrency stops being about “running things at the... Tagged with rust, api, programming, softwaredevelopment....

DEV Community
dev.to > serbyte > resolving-algorithm-output-inconsistencies-when-porting-computer-vision-from-python-opencv-to-niche-201m

Resolving Algorithm Output Inconsistencies When Porting Computer Vision from Python OpenCV to Niche Frameworks

12+ hour, 35+ min ago   (669+ words) Ultimately, success in porting is measured not by replication but by functional alignment with intended use cases. Defining acceptance criteria early—based on application sensitivity, not numerical perfection—prevents unnecessary rework and fosters trust in the ported algorithm’s reliability. Code…...

AutoGPT
autogpt.net > gambling-sites-solved-output-verification-ai-still-cannot

Gambling Sites Solved Output Verification. AI Still Cannot.

14+ hour, 32+ min ago   (944+ words) You send a prompt to an API. You get tokens back. You have no way to establish that the model which produced them is the model you were billed for, that its weights were not quantised last Tuesday, or that…...