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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

Publicly verifiable receipts for AI agent actions, anchored to Bitcoin

https://orphograph.com/lp/agent-receipts
1•Oliver-Pitirre•1m ago•0 comments

Show HN: Searchdesk, AI powered job search that tailors resume and cover letter

https://searchdesk.app
1•smltr•4m ago•0 comments

Amazon cuts jobs in its AI unit

https://www.cnbc.com/2026/07/22/amazon-lays-off-some-employees-in-its-agi-unit.html
3•kadhirvelm•6m ago•0 comments

Renewal Theory

https://en.wikipedia.org/wiki/Renewal_theory
1•efavdb•9m ago•0 comments

GPT 5.6 Pro finds counterexample to Dinitz-Garg-Goemans conjecture

https://xcancel.com/DmitryRybin1/status/2079904005652893709
1•agnosticmantis•10m ago•0 comments

Mirror-Mirror: Mirror your PC screen to your phone over your local network

https://github.com/maco30001/Mirror-Mirror
1•maco3000•12m ago•0 comments

A 100-Task Benchmark of 7 Leading LLMs with Apache SeaTunnel AI CLI

https://apacheseatunnel.medium.com/can-ai-really-build-data-pipelines-8f8713947ad8
1•SeaTunnel•14m ago•0 comments

Package Name Prefixes

https://nesbitt.io/2026/07/23/package-name-prefixes.html
2•Erenay09•16m ago•0 comments

Manticore Search under systemd: beyond fork, PID files, and guesswork

https://medium.com/@s_nikolaev/manticore-search-under-systemd-beyond-fork-pid-files-and-guesswork...
2•snikolaev•19m ago•0 comments

DamNesia – A 16D state-space AI character framework (.NET 10, 0-GC)

https://github.com/shrineofus/damnesia-community
1•damnesia•19m ago•0 comments

I mapped a warm intro investor network in the Bay Area and NYC

https://mapofcapital.com/
1•Kebbiekb•21m ago•0 comments

AI Companies Hiring CS Professors

https://www.theatlantic.com/technology/2026/07/ai-companies-hiring-academics/688002/
1•vinodc•25m ago•1 comments

Each Day the US Weakens Itself

https://phillipspobrien.substack.com/p/midweek-update-20-each-day-the-us
4•JumpCrisscross•29m ago•0 comments

Product Hunt is dead. Not the same anymore

https://twitter.com/askOkara/status/2077687007841796599
1•adithyaharish•29m ago•0 comments

Show HN: PokerLLM – Watch Claude, GPT, Gemini, Grok Play Poker Together

https://poker.sanskarshukla.com
1•sanskar0627•31m ago•0 comments

Hand Gesture Verification

https://docs.cloud.google.com/recaptcha/docs/hand-gesture-verification
1•petethomas•38m ago•0 comments

Navigating the volatile silicon market: updates on memory and storage pricing

https://frame.work/blog/updates-on-memory-pricing-and-navigating-the-volatile-memory-market
2•hamandcheese•40m ago•1 comments

Thinking Machines

https://github.com/hanstruelson/Manual-AI/blob/main/README.md
2•htlemur_bobby•42m ago•0 comments

We Turned Guests into Plants

https://twitter.com/thegarden_sf/status/2079825241816334763
3•gdss•43m ago•0 comments

Show HN: Oriflow - A Vibe Coding Platform for Building Personal Apps

https://oriflow.in/
1•krishnamrith12•50m ago•0 comments

Open Hardware and Free Software: Teufel Mynd, a Case Study

https://fsfe.org/news/2026/news-20260629-01.html
2•Tomte•58m ago•0 comments

Locality-Sensitive Hashing and Privacy

https://arxiv.org/abs/2302.13635
3•ankitg12•1h ago•0 comments

The worse class in the elder scrolls games is the thief explained

https://www.youtube.com/watch?v=VkQiolFoOXw
2•nonethewiser•1h ago•1 comments

Why the OpenAI escape is the most worrying AI mishap yet

https://www.economist.com/science-and-technology/2026/07/22/why-the-openai-escape-is-the-most-wor...
4•sbulaev•1h ago•3 comments

Indie game studios are supposed to love GenAI, so why do 25 devs to avoid it?

https://www.gamesradar.com/games/it-creates-lesser-games-indie-game-studios-are-supposed-to-love-...
1•healsdata•1h ago•0 comments

Taxfloridabillionaires.com

https://taxfloridabillionaires.com
7•tfb_hn•1h ago•1 comments

Herdr-guard – Command policy for multi-agent terminals

https://github.com/StructuPath/herdr-guard
2•SteelTech•1h ago•0 comments

The Right to Privacy (Harvard Law Review, 1890)

https://www.jstor.org/stable/1321160?seq=1
2•StatsAreFun•1h ago•0 comments

8086 Emulator Inside Scratch

https://turbowarp.org/1248315967?size=640x400
2•rickcarlino•1h ago•1 comments

Some AI Systems Differentially Downplay Their Creators' Controversies

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=7059338
2•JumpCrisscross•1h ago•1 comments