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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

Show HN: I got tired of doing SEO work so I automated it

https://www.blogseo.io
1•vincejos•1m ago•0 comments

How to Deal with AI Restrictions When Upscaling Images

https://ivanca.github.io/programming/2025/11/26/bypass-ai-upscalint-restrictions/
1•AmbroseBierce•2m ago•0 comments

Major LLMs fabricate evidence when presented with governance critiques

https://zenodo.org/records/17728992
3•mikeup91•12m ago•1 comments

New research highlights a shortage of male mentors for boys and young men

https://www.psypost.org/new-research-highlights-a-shortage-of-male-mentors-for-boys-and-young-men/
6•ashishgupta2209•19m ago•0 comments

Using Claude to create a bootable Forth OS

https://isene.org/2025/11/SimplicityOS.html
2•veltas•29m ago•0 comments

My Rebuttal to Simon Cowell's Rolling Stone Statement

https://twitter.com/katiewaissel24/status/1993828722500055299
2•mellosouls•29m ago•0 comments

Claude Opus 4.5, and why evaluating new LLMs is increasingly difficult

https://simonwillison.net/2025/Nov/24/claude-opus/
2•jonesn11•31m ago•0 comments

AuthenticImage – Detect AI-Generated / Fake / Edited Images (100 users on day 1)

https://authenticimage.site/
1•CrazyCompiler01•32m ago•1 comments

Finding a private self hosted Google Photos alternative that doesn't track me

https://alternativeto.net/news/2025/11/finding-a-private-self-hosted-google-photos-alternative-th...
1•elliot_a•32m ago•0 comments

The EU's Silent Assault on Human Dignity

https://twitter.com/yrschrade/status/1989718227690119560
2•nailer•34m ago•0 comments

Adventures in live booting Linux distributions (2014)

https://major.io/p/adventures-in-live-booting-linux-distributions/
1•transpute•38m ago•0 comments

Don't tell me RAG is easy

https://major.io/p/devconf-rag/
2•transpute•38m ago•0 comments

U.S. to Charge International Tourists $100 to Visit National Parks

https://skift.com/2025/11/26/u-s-to-charge-international-tourists-100-to-visit-national-parks/
1•decimalenough•38m ago•1 comments

Show HN: Pg_AI_query – AI powered SQL inside PostgreSQL

https://github.com/benodiwal/pg_ai_query
1•benodiwal•43m ago•0 comments

Leaked Celebrite Android Payload

https://donotsta.re/notice/B0etpuWyWytSdbRnTU
1•Aissen•43m ago•0 comments

Coffee Making

https://tldp.org/HOWTO/html_single/Coffee/
1•Lunar5227•44m ago•0 comments

Chinese businesses are transforming Mexico City's poshest neighborhood

https://restofworld.org/2025/chinese-tech-companies-mexico-city/
1•Brajeshwar•47m ago•0 comments

Founder-led sales, from the perspective of a Founder, leading sales

https://substack.com/inbox/post/180021176
1•mnbbrown•50m ago•0 comments

OpenDesk 1.10. Enhanced security architecture

https://www.opendesk.eu/en/blog/opendesk-1-10
2•doener•54m ago•0 comments

Apple Asks Indian Court to Block Antitrust Law Allowing $38B Fine

https://macmegasite.com/2025/11/26/apple-asks-indian-court-to-block-antitrust-law-allowing-38-bil...
2•Brajeshwar•55m ago•0 comments

Tell HN: Stall AI progress for the benefit of humanity

5•blutoot•57m ago•5 comments

Show HN: Whisper Money – A privacy‑first, E2E encrypted personal finance app

https://github.com/whisper-money/whisper-money
1•falcon_•1h ago•0 comments

Show HN: Flux 2–High-Fidelity Image Generation with Multi-Reference Consistency

https://www.fluxproai.net/?i=d1d5k
2•lu794377•1h ago•0 comments

Show HN: Fixing LLM memory degradation in long coding sessions

https://github.com/robertomisuraca-blip/LLM-Entropy-Fix-Protocol
2•robertomisuraca•1h ago•0 comments

Tell HN: DuckDuckGo doesn't have bangs for Chatbots like ChatGPT, Grok, Gemini

2•faebi•1h ago•1 comments

Record Club: indie social network for music lovers

https://record.club/
1•thwg•1h ago•1 comments

RL is more information inefficient than you thought

https://www.dwarkesh.com/p/bits-per-sample
2•cubefox•1h ago•0 comments

Show HN: I built a language learning movie app

https://kanjieight.vercel.app/
1•Mikecraft•1h ago•0 comments

How to Synthesize a House Loop

https://loopmaster.xyz/tutorials/how-to-synthesize-a-house-loop
3•stagas•1h ago•0 comments

Morgan Stanley Warns Oracle Credit Protection Nearing Record High – Above 2008

https://www.bloomberg.com/news/articles/2025-11-26/morgan-stanley-warns-oracle-credit-protection-...
5•zerosizedweasle•1h ago•1 comments