frontpage.
newsnewestaskshowjobs

Open Source @Github

fp.

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

Packing Unit Squares in Squares: A Survey and New Results

https://erich-friedman.github.io/papers/squares/squares.html
1•thunderbong•27s ago•0 comments

Inside Anthropic's Quest to Instill Morality into Its A.I. Models

https://www.nytimes.com/2026/09/29/us/anthropic-claude-morals-ai.html
1•bookofjoe•9m ago•2 comments

Context Monorepos

https://backnotprop.com/blog/context-monorepos/
1•ramoz•19m ago•1 comments

Post-Quantum WireGuard vs. Classical: 37x Keys (2026)

https://shattered.io/post-quantum-wireguard-vs-classical-wireguard-2026/
1•msgchainhq•20m ago•0 comments

Robert X Cringley's Triumph of the Nerds and Nerds 2.0.1 [video]

https://www.youtube.com/watch?v=toSRmKKiosQ&list=PLAXA1ccaOnGdbStEwcKE56YzlYDYOx2Tx
3•JMiao•22m ago•0 comments

OpenAI's latest features take direct aim at the app store model

https://techcrunch.com/2026/09/29/openais-latest-features-take-direct-aim-at-the-app-store-model/
1•thm•22m ago•0 comments

Television

https://television.run/
1•ray__•23m ago•0 comments

I went looking for surveillance cameras in my neighbourhood

https://www.bbc.com/future/article/20260902-how-to-watch-the-cameras-that-watch-you
1•cisc•23m ago•0 comments

The Alto Line, a comfortable ride for the business executive

https://melvynschobel.substack.com/p/the-alto-line-a-comfortable-ride
1•dorygold•28m ago•0 comments

Row-level security performance in PostgreSQL, measured

https://now-next.nl/en/insights/row-level-security-performance-postgresql/
1•plaur782•30m ago•0 comments

Superharness Built This

https://djentic.ai/showcase/particle-engine/
1•kentino•31m ago•0 comments

Single cortical neurons as deep artificial neural networks

https://www.sciencedirect.com/science/article/pii/S0896627321005018
1•E-Reverance•31m ago•0 comments

Repeated scope failures in real Codex projects(GPT-6)

https://community.openai.com/t/repeated-scope-failures-in-real-codex-projects/1399757
1•Rapzid•34m ago•0 comments

The Alto Line:A ride to hell

https://melvynschobel.substack.com/p/the-alto-line-a-ride-to-hell
1•dorygold•34m ago•0 comments

Feathered Dinosaur Discovery in China Suggests Flight Evolved Multiple Times

https://www.sciencealert.com/discovery-of-exquisite-feathered-dinosaur-in-china-could-rewrite-the...
1•gmays•34m ago•0 comments

Purple Brains: Fractional CPO services for tech startups

https://www.purplebrains.com
1•Sharanxxxx•34m ago•0 comments

No Model Required: Text Entropy Rate Filtering Mitigates Iterative Fine-Tuning

https://arxiv.org/abs/2610.01493
1•sbulaev•36m ago•0 comments

Tell HN: Looking for help getting an important paper implemented

1•mwhite•37m ago•0 comments

Sign up for AWS (new): simpler onboarding and a spending limit – keep moving

https://tongwing.woon.sg/blog/sign-up-for-aws-new-simpler-onboarding-and-a-spending-limit/
1•9woc•37m ago•0 comments

Softly Now

https://www.marginalia.nu/log/a_140_soft_focus/
1•inatreecrown2•44m ago•0 comments

Show HN: A free FAQ and appointment booking API for small businesses

https://callchatsyn.com/developers
1•sy_int999•45m ago•0 comments

AI has Improved Lives: A collection

https://aiimproveslives.com/
1•shash42•51m ago•1 comments

How Wavetables Work

https://wavestack.app/learn/how-wavetables-work/
1•stuart78•51m ago•0 comments

What if we created a local AI tool to measure your security?

https://github.com/just-not-google/BiNeuron
3•BiNeuron•52m ago•1 comments

The Engineering-Minded PM

https://www.ryadh.net/writing/the-engineering-minded-product-manager/
1•ryadh•54m ago•0 comments

X signups now require a face photo

4•xvxvx•55m ago•1 comments

IP Address Notations: Decimal to 32-Bit

https://toolsphere.in/blog/ip-address-notations
1•thunderbong•1h ago•0 comments

Disrupting a coordinated model-distillation campaign

https://openai.com/index/disrupting-a-coordinated-model-distillation-campaign/
1•gmays•1h ago•0 comments

Parser Error Recovery

https://github.com/ProCode-Software/klar/blob/main/docs/Syntax/ParserErrorRecovery.md
1•ProCodeSoftware•1h ago•0 comments

Squarespace official MCP is here

https://developers.squarespace.com/mcp/overview
1•tangoJuice9023•1h ago•1 comments