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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

Greenland issues warning against US oil drilling on its territory

https://www.france24.com/en/video/20260810-greenland-issues-warning-against-us-oil-drilling-on-it...
2•_ZeD_•1m ago•0 comments

PyApp: Python app bootstrap wrapper

https://ofek.dev/pyapp/latest/
1•jcbhmr•1m ago•0 comments

Agents Can Talk, but They Can't Commit

https://www.valeriouberti.dev/articles/agents-can-talk-but-they-cannot-commit/
1•ubetorbi•2m ago•0 comments

The Linux Foundation Has Formally Launched the Tokenomics Foundation

https://techstrong.ai/articles/the-linux-foundation-has-formally-launched-the-tokenomics-foundation/
1•CrankyBear•3m ago•0 comments

CIT – Autonomous Cognitive Architecture with Persistent Causal Memory

https://www.citinteltech.com/
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Bernie Sanders Writes Letter to Sam Altman, Dario Amodei and Mark Zuckerberg [pdf]

https://www.sanders.senate.gov/wp-content/uploads/AI-Pause-Letter-FINAL.pdf
3•nigelgutzmann•7m ago•0 comments

NCAA and FBI partner up to help athletes avoid being sexually exploited online

https://www.cnn.com/2026/08/10/sport/ncaa-fbi-partnership
2•rawgabbit•7m ago•0 comments

It's Official: Flock Is for Stalking

https://www.techdirt.com/2026/08/10/its-official-flock-is-for-stalking/
1•cdrnsf•8m ago•0 comments

Learning more about Claude's mathematical capabilities

https://www.anthropic.com/research/riemann-zeta
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An Underscore Sent an Innocent Man to Jail

https://canliiconnects.org/en/commentaries/99756
1•pseudolus•8m ago•0 comments

Inverse Differential Equations

https://www.johndcook.com/blog/2026/08/10/inverse-differential-equations/
1•ibobev•9m ago•0 comments

Learning from Historical Mistakes

https://www.johndcook.com/blog/2026/08/10/learning-from-historical-mistakes/
1•ibobev•9m ago•0 comments

Former acting IRS head warns of tax compliance 'race to the bottom'

https://www.cfodive.com/news/former-acting-irs-head-warns-tax-compliance-race-bottom/827230/
2•petethomas•9m ago•0 comments

Cylic Trait Implementations: Motivation

https://smallcultfollowing.com/babysteps/blog/2026/08/10/cyclic-trait-solving/
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Why play is at the core of a meaningful life

https://www.ft.com/content/7b95cdab-7546-432f-b4a1-6509e7648ec5
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Hi HN Rune – A software intelligence runtime for AI coding assistants

https://github.com/thecolourfoundation/rune
1•malixp•10m ago•0 comments

Who Should Pay for Source Code Availability?

https://kristoff.it/blog/source-code-availability/
1•kristoff_it•11m ago•0 comments

We're releasing a new model (GPT-5.6-Cyber)

https://twitter.com/gdb/status/2086866967479341305
2•tosh•11m ago•0 comments

Frontier Intelligence for Cybersecurity Teams

https://openai.com/business/solutions/cybersecurity/
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AI Boot Camps Surge as Workers Race to Learn New Skills

https://www.bloomberg.com/news/articles/2026-08-08/ai-training-boom-sends-colleges-racing-to-offe...
3•petethomas•13m ago•0 comments

The Case for the Everettian Multiverse

https://philsci-archive.pitt.edu/30707/
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When coding gets cheap, engineering gets harder

https://crinkles.dev/writing/when-coding-gets-cheap-engineering-gets-harder/
1•speckx•14m ago•0 comments

Cloudflare Tools Secure Autonomous AI Payments

https://aimagazine.com/news/how-cloudflare-tools-secure-autonomous-ai-payments
1•ashurandi•14m ago•0 comments

Following Epic loss, Google hosts rival app stores in the Play Store

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2•ilamont•18m ago•0 comments

CEO Just Fired 500 People Because He Says Zillow Is More Efficient Without Them

https://galratner.substack.com/p/zillows-ceo-just-fired-500-people
4•warp•20m ago•2 comments

Ask HN: How do you learn with LLMs?

1•py4•22m ago•0 comments

Lindy Effect

https://en.wikipedia.org/wiki/Lindy_effect
1•tosh•25m ago•0 comments

Bayesianity

https://www.gleech.org/bayes
1•leephillips•26m ago•1 comments

Configuration Is Not Customization

https://www.boldfaceline.com/posts/configuration-is-not-customization
2•speckx•27m ago•0 comments

OpenAI launches GPT-5.6-Cyber with fewer refusals for exploit research

https://runtimewire.com/article/openai-gpt-5-6-cyber-daybreak-red
5•ryanmerket•27m ago•0 comments