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Nearly 60% of Last Year's Graduates Still Haven't Landed Their First Job

https://finance.yahoo.com/news/nearly-60-last-years-graduates-230106983.html
1•softwaredoug•4m ago•0 comments

Today I am launching Yggdrasil, the most advanced AGI interface on the planet

https://twitter.com/yggdrasil__ai/status/1998128828959350955
1•yggdrasil_ai•4m ago•1 comments

F Prime

https://fprime.jpl.nasa.gov/
1•rbanffy•6m ago•0 comments

Please, Don't Automate Science

http://togelius.blogspot.com/2025/12/please-dont-automate-science.html
1•dougb5•6m ago•0 comments

Golden Globes 2026 noms: One Battle After Another leads with 9

https://figyj.blogspot.com/2025/12/golden-globes-2026-noms-one-battle.html
1•FIGYJ•7m ago•0 comments

BSD on Windows: Things I wish I knew existed (2023)

https://virtuallyfun.com/2023/12/08/bsd-on-windows-things-i-wish-i-knew-existed/
1•chungy•7m ago•0 comments

Bullshit Metrics and the Cowards Who Love Them

https://jamesjboyer.substack.com/p/metrics-that-actually-matter
1•aesthetics1•8m ago•0 comments

The SaaS Loophole in GPL Open Source Licenses (2020)

https://www.mend.io/blog/the-saas-loophole-in-gpl-open-source-licenses/
1•doener•9m ago•0 comments

Understanding ASP Loophole (2022)

https://yairudi.com/understanding-asp-loophole/
1•doener•10m ago•0 comments

Reviving an Amiga 600: From Dead Video to a Clean Boot

https://linuxjedi.co.uk/reviving-an-amiga-600-from-dead-video-to-a-clean-boot/
1•speckx•11m ago•0 comments

Pay Attention to How You Pay Attention

https://www.nytimes.com/2025/12/07/opinion/meta-facebook-ruling-algorithms.html
1•tysone•12m ago•0 comments

My favorite talks from emacsconf 2025

1•boletus•12m ago•0 comments

Ask HN: Where Are Nvidia's GPUs?

2•alecco•12m ago•4 comments

My App Will Harm You Physically, Using Math

https://prolost.com/blog/drinkingbuddy
1•dougskinner•13m ago•0 comments

Show HN: Symbolic Circuit Distillation: prove program to LLM circuit equivalence

https://github.com/neelsomani/symbolic-circuit-distillation
1•nsomani•14m ago•1 comments

Firefox 146 Now Available with Native Fractional Scaling on Wayland

https://www.phoronix.com/news/Firefox-146-Released
3•nateb2022•15m ago•0 comments

A Strategy That Ignores the Real Threats

https://www.theatlantic.com/international/2025/12/national-security-strategy-ignores-real-threats...
1•breve•16m ago•0 comments

Mathgpt

https://mathgpt.today/
2•umeedsto•17m ago•2 comments

Lactone signaling modulates bacterial community associated with dental plaque

https://www.nature.com/articles/s41522-025-00846-z
1•PaulHoule•18m ago•0 comments

Brainrot

http://muratbuffalo.blogspot.com/2025/12/brainrot.html
1•speckx•19m ago•0 comments

How Stealth Works

https://linch.substack.com/p/how-stealth-works
1•eatitraw•19m ago•0 comments

Yew 0.22 – For Real This Time

https://yew.rs/blog/2025/11/29/release-0-22
1•todsacerdoti•19m ago•0 comments

Debt myths that can hold you back from making smart financial decisions

https://text.npr.org/nx-s1-5564766
1•mooreds•20m ago•0 comments

Spending on Shoppable Services in Health Care (2016) [pdf]

https://healthcostinstitute.org/wp-content/uploads/images/easyblog_articles/110/Shoppable-Service...
1•mooreds•21m ago•0 comments

Career Planning in the AI Era

https://declanbright.com/software/career-planning-in-the-ai-era/
1•dclnbrght•24m ago•0 comments

Watch an AI Scientist Think

https://platform.sundialscientific.com/
2•belindamo•25m ago•1 comments

Better email search/contact management?

1•jll29•26m ago•0 comments

AI is hallucinating its way into research

https://thelibre.news/why-is-science-full-of-ai/
1•speckx•29m ago•1 comments

Building an AI-Native Engineering Team

https://developers.openai.com/codex/guides/build-ai-native-engineering-team/
1•gmays•29m ago•0 comments

Google Production Kernel

https://github.com/googleprodkernel
1•doener•30m ago•0 comments
Open in hackernews

Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo 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•7mo 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•7mo 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