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The Great Chinese Oil Mystery

https://www.theatlantic.com/economy/2026/07/china-iran-usa-oil-prices/688086/
1•paulpauper•46s ago•0 comments

Long Covid symptoms linked to measurable damage in the brain's dopamine system

https://www.psypost.org/long-covid-symptoms-linked-to-measurable-damage-in-the-brains-dopamine-sy...
2•amichail•4m ago•0 comments

Setup instructions for every major AI provider – US, Chinese, and local

https://big-agi.com/docs/connect-models
2•fredliu•5m ago•1 comments

Netflix hit with $105M lawsuit after losing copy of Nicholas Cage film

https://variety.com/2026/film/news/netflix-lawsuit-nicolas-cage-fortitude-1236824506/
2•anigbrowl•9m ago•0 comments

Just Ask the Model Why

https://engineering.myhoai.com/posts/just-ask-the-model-why/
1•zhixuan•10m ago•0 comments

3D Avatar Browser Integration

https://lee-ai.com/
1•eschwalme•14m ago•0 comments

Minesweeper

https://nickcao.github.io/ultimate-minesweeper/
1•donaldihunter•15m ago•0 comments

Rune 1.1: adds Python, an Emacs editor, a symbol index and is now free

https://rune.build/blog/rune-1-1-release
1•ernestrc•16m ago•0 comments

Building Progressively Enhanced Forms Using Htmx

https://www.rafa.ee/articles/progressive-enhanced-forms-htmx/
1•mpweiher•18m ago•0 comments

Mac Mouse Fix – Make Your $10 Mouse Better Than an Apple Trackpad

https://github.com/noah-nuebling/mac-mouse-fix
2•amrrs•19m ago•0 comments

Show HN: New App for Meta Display Smart Glasses

https://apps.apple.com/us/app/keepers-smart-glasses-camera/id6792932390
1•ggaswint•19m ago•0 comments

MakeMKV has been down for two days

https://www.makemkv.com
1•geerlingguy•22m ago•1 comments

The next generation of speculative decoding: DFlash and Spec V2

https://www.lmsys.org/blog/2026-06-15-next-generation-speculative-decoding-dflash-v2/
1•ronfriedhaber•26m ago•0 comments

GraalVM Hello World Down to 6.5MB

https://www.phoronix.com/news/GraalVM-Community-25.1.3
1•rowbin•29m ago•0 comments

Show HN: Abendrot – The free and open-source macOS app for your circadian rhythm

https://github.com/matthewrball/abendrot
1•balldelegance•30m ago•0 comments

An IETF Internet-Draft Example Written in Kramdown-RFC (Crockford's Base32)

https://github.com/douglascrockford/Base32/
1•okzgn•30m ago•1 comments

LinkedIn adds a button to report AI-generated 'slop'

https://techcrunch.com/2026/07/30/linkedin-adds-a-button-to-report-ai-generated-slop/
2•brandonb•32m ago•1 comments

Offloading I/O to Dedicated Cores: An Asymmetric io_uring Back end for Seastar

https://www.scylladb.com/2026/07/22/asymmetric-io_uring-backend-seastar/
2•cyndunlop•32m ago•0 comments

Saber-toothed cats became inbred–and struggled to move–before they went extinct

https://www.science.org/content/article/saber-toothed-cats-became-inbred-and-struggled-move-they-...
3•gmays•33m ago•0 comments

Astral GPU Indexes

https://wheels.astral.sh/
2•oritsnile•34m ago•0 comments

Trump-branded commemorative passports will become available across the US

https://apnews.com/article/trump-passports-state-department-d149546cb15c8e6b67356168d248ccf4
3•tocs3•35m ago•2 comments

15-Year-Old Alan Turing's Notebook Summary of Relativity Theory

https://turingarchive.kings.cam.ac.uk/material-given-kings-college-cambridge-1960-amtk/amt-k-2
3•tylerdane•37m ago•1 comments

LLM-style scaling laws hold for sensor data

https://www.empirical.health/blog/llm-scaling-laws-hold-for-sensor-data/
1•brandonb•39m ago•0 comments

Sales Are So Low, California Wineries Are Burning Their Vineyards

https://www.nytimes.com/2026/07/30/us/pinot-noir-california-wine-sales-decline.html
2•lxm•39m ago•0 comments

Ben Affleck Wins Jackpot on Who Wants to Be a Millionaire?

https://www.rte.ie/entertainment/2026/0730/1585819-ben-affleck-wins-who-wants-to-be-a-millionaire...
2•austinallegro•40m ago•0 comments

Opus 5 VendingBench

https://andonlabs.com/blog/opus-5-vending-bench
1•jlaneve•42m ago•0 comments

Host overhead is killing your inference efficiency

https://modal.com/blog/host-overhead-inference-efficiency
1•ronfriedhaber•43m ago•0 comments

Is Your Life Insurer Solvent?

https://www.theinstitutionalriskanalyst.com/post/theira874
1•petethomas•43m ago•0 comments

AWS ARR $169B, Azure ARR $124B, GCP ARR $99B

https://twitter.com/jaminball/status/2082936325897167261
4•dban•44m ago•0 comments

Vitamin D Could Lower Toxic Alzheimer's Proteins, Research Suggests

https://www.sciencealert.com/one-common-vitamin-could-lower-toxic-alzheimers-proteins-research-su...
1•brandonb•44m 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