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Fuzzing as the basis for effective development a case study of LuaJIT [video]

https://www.youtube.com/watch?v=GwHZaynqh98
1•ligurio•2m ago•0 comments

Can AI write accessibility specs?

https://gerireid.com/blog/can-ai-write-accessibility-specs/
1•speckx•3m ago•0 comments

I used free AIs to build a 100% local investigative platform in days (no coding)

https://github.com/mantisfury/ArkhamMirror
1•ArkhamMirror•3m ago•2 comments

Show HN: Loglast – Track the last time you did X

https://loglast.app
2•oliverkzh•6m ago•0 comments

Evolvable Serialized Filters

https://carlin.blog/posts/serialized_filters/
1•abhiaagarwal•8m ago•0 comments

CNN pulls stories from Apple News feed

https://www.reuters.com/business/media-telecom/cnn-pulls-stories-apple-news-feed-semafor-reports-...
2•giuliomagnifico•8m ago•0 comments

Busy doing nothing: why politicians implement inefficient policies

https://link.springer.com/article/10.1007/s10602-019-09280-8
2•matesz•9m ago•0 comments

Reproducing a computational life experiment, part 1

https://blog.ricky0123.com/blog/complexity_v2/
1•ricky0123•10m ago•0 comments

Teleporting a Public IPv6 Address from Your VPS to Your Home Server

https://weisser-zwerg.dev/posts/teleporting-public-ipv6-from-vps-to-homeserver/
2•auggierose•11m ago•0 comments

Mitigating Application Resource Overload with Targeted Task Cancellation

http://muratbuffalo.blogspot.com/2025/11/mitigating-application-resource.html
1•matt_d•11m ago•0 comments

Exploring, in Detail, Apple's Compliance with the EU's DMA Mandate

https://daringfireball.net/2025/11/apple_eu_dma_iphone_accessories_wi-fi_sync
1•danaris•11m ago•0 comments

PUNKU.AI Generative automation that outputs editable node graphs

https://www.punku.ai
1•Dquiroga•12m ago•1 comments

Lenovo Stockpiling PC Memory Due to 'Unprecedented' AI Squeeze

https://www.bloomberg.com/news/articles/2025-11-24/lenovo-stockpiling-pc-memory-due-to-unpreceden...
1•naves•12m ago•0 comments

Estimating AI productivity gains from Claude conversations

https://www.anthropic.com/research/estimating-productivity-gains
1•meetpateltech•12m ago•1 comments

Show HN: I mapped my portfolio into latent space (code included)

https://laurenci.ch/
1•daylankifky•13m ago•1 comments

Are You Sure You Want to Use MMAP in Your Database Management System? (2022) [pdf]

https://db.cs.cmu.edu/papers/2022/cidr2022-p13-crotty.pdf
1•leo_e•13m ago•0 comments

Spinal cord neuromodulation for BP control with low-intensity focused ultrasound

https://www.nature.com/articles/s41598-025-25330-8
2•bookofjoe•14m ago•0 comments

How the Economy Organizes Itself in Space: A Survey of Economic Geography (1996)

https://www.santafe.edu/research/results/working-papers/how-the-economy-organizes-itself-in-space...
1•fidotron•15m ago•0 comments

Why AI in HR is terrible

https://operationsoptimist.substack.com/p/the-current-state-of-ai-in-recruitment
1•dianalace•16m ago•0 comments

Show HN: Deft-Intruder – Real-time malware detection daemon for Linux

https://github.com/Deftdotcx/deft-intruder
1•539hex•18m ago•0 comments

The Illusion of Accuracy in AI Models

https://paidforarticles.in/top-news-the-illusion-of-accuracy-in-ai-models-905778
2•iamtech•20m ago•0 comments

Why Does Development Slow?

https://tidyfirst.substack.com/p/why-does-development-slow
1•kiyanwang•22m ago•0 comments

Show HN: ChimeraDB – Vector search, graph queries and SQL

https://github.com/codimusmaximus/chimeradb
1•machinewriter•22m ago•0 comments

We eliminated manual regression testing after three years of test automation

https://highimpactengineering.substack.com/p/from-chaos-to-confidence-how-we-dropped
1•romannikolaev•23m ago•0 comments

AI Agents Break Rules Under Everyday Pressure

https://spectrum.ieee.org/ai-agents-safety
1•quapster•23m ago•0 comments

Stop Putting Your Passwords into Random Websites

https://labs.watchtowr.com/stop-putting-your-passwords-into-random-websites-yes-seriously-you-are...
1•darkwater•24m ago•0 comments

Constant-time support lands in LLVM: Protecting cryptographic code

https://blog.trailofbits.com/2025/11/25/constant-time-support-lands-in-llvm-protecting-cryptograp...
2•ahlCVA•24m ago•1 comments

Show HN: BTreePlus – A cache-optimized B+Tree engine for .NET faster than SQLite

https://www.nuget.org/packages/BTreePlus
1•staloriana•24m ago•0 comments

VIP

https://blog.cloudflare.com//developer-week-2025-wrap-up
1•neuraos•26m ago•0 comments

Offline and Free Background Remover Powered by WebGPU

https://bgremovefree.com/
2•robertwt7•27m ago•0 comments
Open in hackernews

Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•6mo ago

Comments

anuragdt•6mo 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•6mo 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•6mo 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