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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

Show HN: Audience Atlas, Map any GitHub user's followers and followings

https://github-audience-atlas.vercel.app/
1•ThierryRkt•59s ago•0 comments

OpenAI Says Its A.I. Models Went Rogue and Attacked a Digital Library

https://www.nytimes.com/2026/07/21/technology/openai-attack-hugging-face.html
1•ColinWright•1m ago•0 comments

Drip Pricing

https://en.wikipedia.org/wiki/Drip_pricing
1•doener•3m ago•0 comments

Automatic Layout of Railroad Diagrams

https://arxiv.org/abs/2509.15834
1•tosh•6m ago•0 comments

A year in a foxhole: How one Ukrainian soldier survived beneath the front lines

https://www.reuters.com/world/ukraine-russia-war/year-foxhole-how-one-ukrainian-soldier-survived-...
3•petethomas•6m ago•0 comments

Goodbye Discord webhooks, hello Gotify

https://0ut3r.space/2026/07/22/hello-gotify/
1•h0ek•6m ago•0 comments

One Docker socket to rule them all: Escaping Codex, Cursor, and Gemini CLI

https://www.pillar.security/blog/one-docker-socket-to-rule-them-all-escaping-codex-cursor-and-gem...
2•BlueBerry2001•7m ago•0 comments

Turbocharged solo dev – zooming out a couple of clicks

https://adjohu.com/blog/turbocharged-solo-dev/
1•adjohu•7m ago•0 comments

New Araghchi Interview Reveals Iranian Delusions and Vulnerabilities

https://www.meforum.org/mef-observer/new-araghchi-interview-reveals-iranian-delusions-and-vulnera...
1•YeGoblynQueenne•8m ago•0 comments

Friluftsliv

https://en.wikipedia.org/wiki/Outdoor_recreation
1•simonebrunozzi•9m ago•0 comments

Donating another $20M to Public First Action

https://www.anthropic.com/news/donation-public-first-action
1•surprisetalk•10m ago•0 comments

Pegasus: The evolution of the most notorious spyware system

https://securitylab.amnesty.org/latest/2026/07/inside-pegasus-the-evolution-of-the-worlds-most-no...
1•cyb0rg0•12m ago•0 comments

Microsoft strikes 'multibillion-dollar' deal with French AI firm Mistral

https://www.france24.com/en/france/20260721-microsoft-strikes-multi-billion-dollar-deal-to-expand...
3•taubek•12m ago•0 comments

Old Tapes

https://newsletter.doomberg.com/p/old-tapes
1•simonebrunozzi•14m ago•0 comments

Show HN: Ckg-agentforce – Salesforce AgentForce as a traversable MCP graph

https://github.com/Yarmoluk/ckg-agentforce
1•Yarmoluk72•14m ago•0 comments

dravidhiman

https://news.ycombinator.com/submit
1•dravidhiman•18m ago•1 comments

Low-Background Steel

https://en.wikipedia.org/wiki/Low-background_steel
1•tosh•20m ago•0 comments

Show HN: Our data canvas where everything runs directly in the browser

https://tailrmade.app/
1•el_magnificus•23m ago•0 comments

Airbus is moving its most critical apps off AWS to a French cloud

https://thenextweb.com/news/airbus-scaleway-aws-sovereign-cloud
2•vrganj•23m ago•0 comments

AI model release forecasts from prediction markets

https://matthewlloyd.github.io/ai-model-release-timeline/
1•mil22•28m ago•0 comments

Garage S3: LMDB Corruption Post-Mortem

https://me.bertof.net/post/garage-s3-lmdb-corruption-postmortem/
2•bertof•33m ago•0 comments

Florentina Holzinger's Naked Ambition

https://www.newyorker.com/magazine/2026/07/27/florentina-holzingers-naked-ambition
1•petethomas•35m ago•0 comments

Time, angle and depth: dimensions in software design

https://talesfrom.dev/blog/time-angle-and-depth-dimensions-in-software-design
1•alexzeitler•37m ago•0 comments

Claude Code on desktop now works with the iOS simulator

https://code.claude.com/docs/en/desktop-ios-simulator
1•jimborobin•38m ago•1 comments

White House used keywords to kill billions worth of California research grants

https://apnews.com/article/california-research-grants-terminated-keywords-lawsuit-a0ddb01413ecb68...
3•petethomas•39m ago•0 comments

Switching from Arch to NixOS: Why I Almost Quit and Why I Stayed

https://nezutero.dev/my-linux-odyssey-how-i-ended-up-on-nixos/
1•nezutero•39m ago•0 comments

Regression: An essay on statistics, eugenics, and my news pipeline

https://jakubdudek.com/writing/regression
1•jakubdudek•41m ago•0 comments

Pax Historia on WorldOS

https://worldos.cc/pax-historia
1•DomaLamma•42m ago•0 comments

The EnshAIttification of Day One

https://schwarztech.net/snippets/the-enshaittification-of-day-one
1•latexr•45m ago•0 comments

2025: The Year I Didn't Write Any Code

https://redfloatplane.lol/blog/11-2025-the-year-i-didnt-write-any-code/
1•chistev•49m ago•0 comments