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Ethereum Foundation says AI found real protocol bugs, but humans still run the show
1+ hour, 21+ min ago (239+ words) An AI-assisted audit uncovered a live vulnerability that could have knocked validator nodes offline, raising the stakes for automated security in blockchain infrastructure The Ethereum Foundation's Protocol Security team just made something clear: AI isn't just a research toy anymore....
Stop Paying AWS Just to Test Your Code Locally
2+ hour, 30+ min ago (289+ words) Every developer building on AWS eventually runs into the same frustrations: waiting for deployments just to verify a small change, needing an internet connection for local development, watching cloud costs grow during testing, and discovering issues in CI that could…...
Ethereum Foundation Tests AI Agents on Blockchain Software Bugs
3+ hour, 23+ min ago (891+ words) Developers at the Ethereum Foundation recently used AI agents to test the software that Ethereum runs on, part of an ongoing effort to strengthen the largest blockchain by value locked. The exercise found real bugs, but it also showed a…...
Your Open API spec is already your documentation
6+ hour, 29+ min ago (137+ words) If your team defines APIs with an Open API spec, you're closer to good docs than you think. That spec already describes every endpoint, parameter, and response. Machines love it. Humans reading raw YAML? Not so much. And that gap…...
API Documentation
17+ hour, 17+ min ago (164+ words) Submit videos for processing and receive results via webhook This guide walks through how to submit a video for processing using the Split Step API. You submit a job and receive results via a webhook when the job completes or…...
Writing Evals for an LLM Security Tool: How I Know It Didn't Get Worse
9+ hour, 2+ min ago (308+ words) Every time a new model ships, I face the same question for spectr-ai: does my contract auditor get better or worse on the new model? "Vibes" is not an answer when the tool tells people whether their code is safe....
Practice Real-World Testing Scenarios for QA: Challenge 2 - Data Grid Validation and CRUD Operations
9+ hour, 16+ min ago (211+ words) Hi! The second challenge is ready " if you missed it, start with Challenge 1: Login with Different Users to get familiar with the site and set up your environment. This time you will create the testing scenarios following the structure of…...
Most Evals Measure the Wrong Thing
9+ hour, 27+ min ago (373+ words) Reading through the awesome-evals list on Git Hub yesterday, I realized something I've been circling for months: most of us are benchmarking wrong. Not "wrong" as in bad numbers. Wrong as in measuring the wrong thing. The list is a…...
Your New Prompt 'Feels' Better. That's Not an Eval.
9+ hour, 2+ min ago (340+ words) You tweak the prompt. Run it against the three examples you always use to sanity-check. It looks better. Ship it. That's not evaluation. That's vibes with extra steps " and it's the exact habit interviewers are trained to catch with one…...
What If the Model Knows It's Being Tested?
9+ hour, 8+ min ago (1016+ words) Inside the Black Box " Post 2 of 6 Series: Inside the Black Box " A developer's honest. .. Tagged with ai, llm, machinelearning, discuss....
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