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Show HN: API Testing and Security with AI

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

Comments

anuragdt•8mo 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•8mo 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•8mo 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

Another horrifying shooting by federal agents in Minneapolis

https://www.economist.com/united-states/2026/01/24/another-horrifying-shooting-by-federal-agents-...
1•petethomas•55s ago•0 comments

OpenAI's GPT-5.2 model cites Grokipedia

https://www.engadget.com/ai/report-reveals-that-openais-gpt-52-model-cites-grokipedia-192532977.html
1•bhouston•4m ago•0 comments

Show HN: I built a quote search engine via "vibe coding" as a junior dev

https://www.aimoviequotes.com
1•mosbyllc•4m ago•0 comments

Upcoming Relay Transition

https://docs.bsky.app/blog/relay-rollout
1•doener•5m ago•0 comments

Macintosh launched on Jan 24, 1984 and changed the world – eventually (2019)

https://appleinsider.com/articles/19/01/24/apple-launched-macintosh-on-january-24-1984-and-change...
1•1659447091•10m ago•0 comments

Google's AI Mode can now tap into Gmail and Photos to tailor responses

https://techcrunch.com/2026/01/22/googles-ai-mode-can-now-tap-into-your-gmail-and-photos-to-provi...
1•gmays•13m ago•0 comments

mRNA cancer vaccine shows protection at 5-year follow-up, Moderna and Merck say

https://arstechnica.com/health/2026/01/mrna-cancer-vaccine-shows-protection-at-5-year-follow-up-m...
5•MaysonL•14m ago•0 comments

Fast, reliable Postgres natively integrated with ClickHouse

https://clickhouse.com/blog/postgres-managed-by-clickhouse
1•saisrirampur•14m ago•0 comments

Vortex Support in DuckDB

https://duckdb.org/2026/01/23/duckdb-vortex-extension
1•0x1997•18m ago•0 comments

SampleBrainz: Browse music samples, curated by the MusicBrainz community

https://samplebrainz.com/
1•vortico•18m ago•1 comments

AI/LLM – Research Layers. Why Linear Chats Are Dead (and What's Replacing Them)

https://anvme.substack.com/p/research-layers
1•Stanislaw_•25m ago•0 comments

Clawdbot

https://clawd.bot/
1•birriel•27m ago•0 comments

Breakmeifyoucan – Exploiting Keyspace and Relay Attacks in 3DES and AES NFC

https://breakmeifyoucan.com/
2•fastcall•28m ago•0 comments

A light from the periphery – Satyendra Nath Bose

https://aeon.co/essays/why-satyendra-nath-bose-was-more-than-einsteins-sidekick
1•B1FF_PSUVM•31m ago•0 comments

We posted a job. Then came the AI slop, impersonator and recruiter scam

https://themarkup.org/hello-world/2026/01/24/fake-candidates-recruiter-scams-ai-slop
3•billybuckwheat•38m ago•0 comments

Show HN: L3Binance – Market surveillance engine in Rust with integrated ML

https://github.com/exequiel-tiscornia/L3Binance
1•blacktis•43m ago•1 comments

National Guard activated in Minneapolis after Border Patrol agent kills man

https://apnews.com/live/minneapolis-ice-shooting-updates-1-24-2026
30•connor11528•43m ago•14 comments

Anthropic Economic Index: new building blocks for understanding AI use

https://www.anthropic.com/research/economic-index-primitives
1•gmays•45m ago•0 comments

Mark Carney Takes on Donald Trump and Emerges as a Global Political Star

https://www.nytimes.com/2026/01/24/world/canada/carney-trump-us-greenland.html
9•whack•46m ago•1 comments

How to generate a random number with quantum physics

https://www.popsci.com/technology/free-random-number-generator/
2•todsacerdoti•47m ago•0 comments

I am an electrician who built an iOS app using Claude (No Swift experience)

https://apps.apple.com/ca/app/discovr/id6747321401
1•discovrapp•50m ago•1 comments

Life Is Not a Simulation but a Consistent Logical Theory

https://chfritz.github.io/writing/life-is-a-thought-experiment/
2•chfritz•57m ago•0 comments

Show HN: IntegrateStack, a Resource Hub for SaaS Integration Specs and Issues

https://integratestack.com/
2•uprooted•59m ago•0 comments

Franklin Ace: The Clone of the Apple II Stolen from Apple

https://www.folklore.org/Stolen_From_Apple.html?sort=date?sort=date
3•rafaepta•1h ago•0 comments

Help me pick my next video thumbnail

https://ytvote.com/Vote/ForMe/0UP4X
1•riley-i•1h ago•0 comments

AI: Work partnerships between people, agents, and robots

https://www.mckinsey.com/mgi/our-research/agents-robots-and-us-skill-partnerships-in-the-age-of-ai
1•gmays•1h ago•0 comments

A.I. Tool Is Going Viral. Five Ways People Are Using It

https://www.nytimes.com/2026/01/23/technology/claude-code.html
4•1PlayerOne•1h ago•2 comments

Electric cars won't fix sitting: health costs of designing cities around cars

https://medicalxpress.com/news/2026-01-electric-cars-wont-health-cities.html
3•PaulHoule•1h ago•0 comments

Stabilized and Slow-Motion Video of the Murder of Alex Pretti

https://old.reddit.com/r/evilwhenthe/comments/1qm0mlc/heres_a_stabilized_slow_motion_version_best...
13•treetalker•1h ago•0 comments

Two Weeks Until Tapeout

https://essenceia.github.io/projects/two_weeks_until_tapeout/
17•client4•1h ago•0 comments