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Private firms providing services to NHS made £1.6B profit in two years

https://www.theguardian.com/society/2026/apr/13/private-companies-nhs-services-profit-chpi-research
1•gpi•2m ago•0 comments

Clinical trial shows gene editing works for β-Thalassaemia, too

https://arstechnica.com/science/2026/04/clinical-trial-shows-gene-editing-works-for-%ce%b2-thalas...
1•bryanrasmussen•6m ago•0 comments

Show HW: Implementing denoising diffusion probabilistic models from scratch

https://github.com/aldipiroli/ddpm_from_scratch
1•tgnk2341•8m ago•0 comments

Show HN: Bad Apple (Oscilloscope-Like) – one stroke per frame

https://bad-apple-on-oscilloscope.pages.dev/
1•araniwa•10m ago•1 comments

The Paper Computer

https://jsomers.net/blog/the-paper-computer
1•jsomers•15m ago•0 comments

No Degree, $155K Pay: Trump's FAA Is Recruiting Gamers as Air Traffic Controller

https://www.ibtimes.co.uk/faa-recruits-gamers-air-traffic-control-1791239
4•onemoresoop•20m ago•0 comments

Altman Shooters Are Paid Actors

https://twitter.com/boneGPT/status/2043550790095134846
2•fakeshoot•25m ago•0 comments

Ask HN: Insta, X, Reddit or HN?

1•wasimsk•25m ago•0 comments

What web browser do you use?

1•nicp•25m ago•2 comments

Reconciling Two UC Berkeleys – The Soapbox

https://www.dailycal.org/opinion/the_soapbox/reconciling-two-uc-berkeleys/article_0fe38fc6-1399-4...
2•paulpauper•28m ago•1 comments

My Dialogue with Jonathan Zittrain

https://marginalrevolution.com/marginalrevolution/2026/04/my-dialogue-with-jonathan-zittrain.html
2•paulpauper•29m ago•0 comments

Your Single Use iPhone [video]

https://www.youtube.com/watch?v=NG-lLt5X3Rs
3•Klaster_1•37m ago•0 comments

A unified Go SDK for working with large language models

https://github.com/aarock1234/ai
1•abdelsabbah•37m ago•1 comments

Lightweight internet radio management tool

https://github.com/tchovi/AirBoneRadio
1•Indigenism•40m ago•1 comments

Code Review Is the New Bottleneck for Engineering Teams

https://newsletter.eng-leadership.com/p/code-review-is-the-new-bottleneck
1•gpi•41m ago•0 comments

End of the Orban Era

https://www.bloomberg.com/news/articles/2026-04-12/end-of-the-orban-era-the-party-is-just-startin...
2•dlx•43m ago•1 comments

Self-Improving AI Agent

https://github.com/NousResearch/hermes-agent
1•granto•43m ago•0 comments

Jyf

2•ramzidddinq•45m ago•0 comments

Show HN: Cryptr a shell utility for encrypting and decrypting files with OpenSSL

https://github.com/nodesocket/cryptr
1•nodesocket•46m ago•0 comments

A Canonical Generalization of OBDD

https://arxiv.org/abs/2604.05537
1•luu•46m ago•0 comments

The Expensive Anxiety of AI

https://aarils.com/personal/the-expensive-anxiety-of-ai
2•bridgettegraham•47m ago•0 comments

How are you reducing LLM token costs for async workflows?

https://github.com/parallem-ai/parallem
1•alexliu79•58m ago•1 comments

Balsamiq AI

https://balsamiq.com/product/ai/
1•ilt•1h ago•0 comments

StackTrove: Encrypted local registry for all your side projects

https://github.com/sennaBruno/stacktrove
1•essieli•1h ago•0 comments

Justin Sun Accuses Trump's WLFI Cryptocurrency of Hiding Wallet Freeze Function

https://beincrypto.com/justin-sun-slams-world-liberty-financials-blacklist-feature/
3•jrflowers•1h ago•0 comments

'The gravest crime against humanity': What does the UN vote on slavery mean?

https://www.bbc.com/news/articles/c0rxqng5pyno
3•gpi•1h ago•0 comments

IBM AP-101 general-purpose computer [pdf]

https://gandalfddi.z19.web.core.windows.net/Shuttle/IBM%20AP-101S%20General%20Purpose%20Computer%...
2•__patchbit__•1h ago•0 comments

Your Harness, Your Memory

https://blog.langchain.com/your-harness-your-memory/
3•tanelpoder•1h ago•0 comments

Show HN: Tokemon – monitor token use with out refreshing 27 browser tabs

https://github.com/rvantonder/tokemon
1•rvttt•1h ago•0 comments

Overcoming Informational Risk

https://bencornia.com/blog/overcoming-informational-risk
1•bencornia•1h ago•0 comments
Open in hackernews

Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•11mo ago

Comments

anuragdt•11mo 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•11mo 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•11mo 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