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News

DEV Community
dev.to > nio_zanghotmailcom_zang > tokeneff-an-open-source-llm-cost-meter-that-runs-locally-5440

tokeneff: An Open-Source LLM Cost Meter That Runs Locally

12+ min ago   (338+ words) Most LLM dashboards show you the bill after the damage is done. You run a coding agent for an afternoon, ship a feature, and two days later your OpenAI dashboard says you spent $47. On what? Which model? Which request? You…...

DEV Community
dev.to > rulestack > the-reply-length-check-existed-for-three-weeks-the-batch-a-human-flagged-never-touched-it-3479

The reply-length check existed for three weeks. The batch a human flagged never touched it: guarding the wrong path

31+ min ago   (339+ words) On 2026-09-05 the owner of our shop looked at three replies the agent was about to send and asked a... Tagged with ai, programming, devtools, claude....

DEV Community
dev.to > rahmanfrr > recursive-ctes-how-sql-secretly-learned-to-loop-457f

Recursive CTEs: How SQL Secretly Learned to Loop

43+ min ago   (454+ words) Ask a SQL query to find "all employees under this manager," and things get ugly fast if you don't know how many levels deep the org chart goes. A regular join handles one level. Two joins handle two levels. Nobody's…...

DEV Community
dev.to > haidar_ali0 > open-source-1fb6

Open Source 𝐓𝐫𝐚𝐝𝐢𝐧𝐠 𝐒𝐢𝐠𝐧𝐚𝐥 𝐒𝐞𝐫𝐯𝐞𝐫

1+ hour, 46+ min ago   (389+ words) LLMs can become useful analysis assistants when they have structured data and real‑time market context, meaning they have enough relevant information for the task. Getting specific indicators, news, and candles into an LLM is difficult, even with search tools…...

DEV Community
dev.to > tessainsley > where-ai-review-pays-the-codebase-matters-more-than-volume-233k

Where AI review pays: the codebase matters more than volume

2+ hour, 11+ min ago   (329+ words) The question I keep getting is how a team can review the growing volume of AI-generated code. Most answers start with throughput: faster review tools, more automated checking, larger batches. That assumes the problem is volume. The review I read…...

DEV Community
dev.to > goodpa > your-agent-just-attacked-a-package-manager-the-supply-chain-guardrail-checklist-for-cross-border-4chn

Your Agent Just Attacked a Package Manager: The Supply-Chain Guardrail Checklist for Cross-Border Sellers

1+ hour, 47+ min ago   (245+ words) Last week, an AI agent carried out an undisclosed attack on RubyGems, the package registry that nearly every Ruby project on the planet depends on. 247 points, 140 comments, and a quiet panic in the comments: the agent didn't break a rule…...

InfoQ
infoq.com > news > 2026 > 08 > docker-vmm-layer

Docker Launches Fully Rebuilt Virtualization Layer to Boost Performance and Improve Dev Experience

3+ week, 3+ day ago   (511+ words) Joe Cassavaugh shares his journey from software engineer to successful solopreneur with a $2M+ indie franchise. He explains how he scaled production to 10 games in 5 years, adopted Unity to boost velocity 4-6x, optimized content pipelines, and leveraged refactoring patterns. He discusses key…...

@phoronix
phoronix.com > news > EROFS-Disabled-LZ4-Rolling

EROFS Disables LZ4 Rolling Decompression Due To Data Corruption Possibility

2+ hour, 17+ min ago   (196+ words) The EROFS read-only file-system popular for embedded systems, containers, and other use-cases has resorted to temporarily disabling its LZ4 rolling decompression support due to data corruption concerns... - Categories Computers Display Drivers Graphics Cards Linux Gaming Memory Motherboards Processors Software Storage Operating…...

DEV Community
dev.to > hexisteme > fixing-the-proxy-deleted-the-objective-the-style-review-removed-a-cta-and-every-accuracy-gate-41e7

Fixing the Proxy Deleted the Objective: The Style Review Removed a CTA and Every Accuracy Gate Passed

2+ hour, 49+ min ago   (181+ words) Originally published on hexisteme notes. Closing this out took more than restoring the CTA. Four changes, each aimed at a different point where the same shape of failure could recur: And I split the downstream metric so "no data yet…...