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AI Watermark Evidence Fails Forensic Readiness: An Empirical Evaluation

https://arxiv.org/abs/2607.16010
1•sbulaev•22s ago•0 comments

A Lunch Conversation Changed My Website

https://ammar-najjar.com/blog/rebuilding-website-astro/
1•ammarnajjar•1m ago•0 comments

Is there even a ground-truth for LLMs' internal representations?

https://www.lesswrong.com/posts/EetjXEwjR2eun2mAc/is-there-even-a-ground-truth-for-llms-internal
1•joozio•4m ago•0 comments

PixelSat I Software Part 3: Onboard Computer

https://www.projectpixelorbital.com/software-3/
1•aadishv•6m ago•0 comments

I compared 5 AI coding subscriptions by pricing model and usage limits

https://canopywave.com/blog/best-ai-coding-plans-2026-pricing-limits-use-cases
1•Rossmax•8m ago•0 comments

Britain: A Cautionary Tale for America

https://www.noahpinion.blog/p/the-uk-is-a-cautionary-tale-for-the
1•barry-cotter•13m ago•1 comments

Claude Fable 5 on your plan

https://support.claude.com/en/articles/15424964-claude-fable-5-on-your-plan
1•tidbeck•13m ago•1 comments

Notes from Inside China's AI Labs

https://www.interconnects.ai/p/notes-from-inside-chinas-ai-labs
1•hunglee2•14m ago•0 comments

The Jacobian Conjecture Is False per Anthropic

https://old.reddit.com/r/math/comments/1v1aix1/the_jacobian_conjecture_is_false_per_anthropic/
2•georgeven•22m ago•0 comments

Square Right Pyramid Volume (Height = Base) Visually

https://www.youtube.com/watch?v=5rJHidOvuvc
1•vismit2000•23m ago•0 comments

The Life and Times of Maxis, Part 2: SimWorld

https://www.filfre.net/2026/07/the-life-and-times-of-maxis-part-2-simworld/
2•zetamax•24m ago•0 comments

Identical quadruplets in 'one of the rarest births in the world'

https://www.abc.net.au/news/2026-07-20/identical-quadruplets-birth-brisbane/106935748
2•asdefghyk•24m ago•1 comments

First evidence of WordPress wp2shell exploit being used in the wild

https://twitter.com/rahulgovind517/status/2078998010969866538
2•rahulgovind517•25m ago•1 comments

Better Agent Leagues and Decision Supervision from Branched Rollouts

https://gertlabs.com/blog/verdict
1•gertlabs•32m ago•0 comments

NYC LL144 and EU AI Act Compliance Guides

https://www.nyc144euaiact.com
1•Haiec•37m ago•0 comments

Remarkable icefish nests found under Antarctic ice

https://oceanographicmagazine.com/news/thousands-of-remarkable-icefish-nests-found-under-antarcti...
2•teleforce•38m ago•0 comments

Project Euler Problems 1–100

https://github.com/norvig/pytudes/blob/main/ipynb/Euler.ipynb
1•vismit2000•39m ago•0 comments

China's mysterious new billionaires are conquering the world

https://www.economist.com/business/2026/07/19/chinas-mysterious-new-billionaires-are-conquering-t...
2•andsoitis•44m ago•0 comments

Apopo: 100M Square Meters Cleared of Landmines

https://apopo.org/apopo-reaches-milestone-in-landmine-clearance/
1•thunderbong•45m ago•0 comments

Fighter Jets Are Passé

https://www.theatlantic.com/ideas/2026/07/us-military-tech-drones/687945/
2•breve•48m ago•0 comments

An LLM API gateway with budget-limited tokens for your LLM API keys

https://github.com/er91/budget_aware_llm_api_gateway
1•endlessroad1991•48m ago•1 comments

A Practitioner Guide to AWS EFA Programming

https://uccl-project.github.io/posts/efa-programming/
3•ankitg12•52m ago•0 comments

Hugging Face hacked: Blue Team turned to Chinese LLM after US models blocked

https://www.thestack.technology/hugging-face-hacked-turned-to-chinese-llm-for-help-after-us-model...
4•wertyk•53m ago•0 comments

What Is Agentic AI?

https://www.hpc-ai.com/blog/What-Is-Agentic-AI
2•hpcaitech•54m ago•0 comments

My USB Drive Has a Hidden Encrypted Vault

https://rootkitlabs.com/2026/06/22/I%27m-Building-a-Secure-USB-Drive/
2•machinehum•58m ago•0 comments

Koppen Climate Lookup

https://epestr.com/koppen/
2•epestr•59m ago•0 comments

Show HN: BrainrotKit – Turn text and PDFs into editable vertical videos

https://brainrotkit.com/
2•nuco•1h ago•1 comments

Show HN: Fable-generated Bible minigames

https://biblegames.xyz/
1•jos-•1h ago•0 comments

27 days building a founder traffic network from scratch. What I learned

https://www.indiehackers.com/post/27-days-building-a-founder-traffic-network-from-scratch-what-i-...
1•danielabinav160•1h ago•0 comments

Use AI Free – GUI, Web, CLI, Telegram, 2k MCP, 100K Skills

1•devdulus•1h ago•0 comments
Open in hackernews

Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•1y ago

Comments

anuragdt•1y ago
Generating tests is good, but how to handle the updating tests? Also how will you handle the flakiness and side effects of AI models?
siddhant_mohan•1y ago
We handles flakiness with retries, smart waits, and isolation, while side effects are avoided using clean setups, teardowns, and state-safe mocks. Each tests scenarios are independent of each other and can be configured in a way to have prerequisite to setup the system and the post callback to cleanup the system

About updating test scenarios, we map it with your github commits and when a new commits come, we use the diff to figure out if tests failing are because of a bug or because of a new feature.

kshitijzeoauto•1y ago
It claims to plug into your CI pipeline, detect what changed, and generate relevant test cases using LLMs.

As someone who’s struggled with stale or missing tests—especially in fast-moving codebases—I find this idea quite compelling. But I’m also curious about how it handles:

Contextual understanding across large codebases (e.g., multiple modules touched in a PR) Avoiding flaky or non-deterministic tests Matching team-specific coding styles or conventions