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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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

OpenAI Employees Raised Alarms About Canada Shooting Suspect Months Ago

https://www.wsj.com/us-news/law/openai-employees-raised-alarms-about-canada-shooting-suspect-mont...
1•caminante•57s ago•0 comments

Show HN: Polya's urn – essays on complexity and emergence

https://www.polyasurn.com/
1•pcarolan•2m ago•0 comments

Open Letter to Tech Companies: Protect Your Users from Lawless DHS Subpoenas

https://www.techdirt.com/2026/02/20/open-letter-to-tech-companies-protect-your-users-from-lawless...
1•cdrnsf•5m ago•0 comments

MCP Servers Reaches 79K GitHub Stars

https://theagenttimes.com/articles/mcp-servers-79017-stars
1•Ross00781•9m ago•0 comments

I made a local AI creature that runs on integers

https://double-star-games.itch.io/feryl/devlog/1393626/introducing-feryl-a-local-desktop-ai-creature
1•pmeade-ds•9m ago•1 comments

Freshwater Fish Recipes for Anglers

https://www.hookandskillet.com/recipes.html
2•HNFINDS•12m ago•0 comments

Phil Spencer Retires from Microsoft and Xbox

https://twitter.com/i/status/2024951211129254314
2•stevefan1999•14m ago•0 comments

Show HN: Assay – Found 250 bugs in LiteLLM, LobeChat via AI code verification

https://github.com/gtsbahamas/hallucination-reversing-system
2•tywellshn•17m ago•2 comments

Chris Lattner evaluates the Claude C Compiler

https://www.modular.com/blog/the-claude-c-compiler-what-it-reveals-about-the-future-of-software
3•adas0693•18m ago•1 comments

FB – Clean My Feeds

https://greasyfork.org/en/scripts/431970-fb-clean-my-feeds-5-02
1•gslin•18m ago•0 comments

OpenAI had banned account of Tumbler Ridge, B.C., shooter; reached out to RCMP

https://www.cbc.ca/lite/story/9.7100497
1•colinprince•22m ago•0 comments

The RL Architecture Behind Minimax M2.5

https://twitter.com/neural_avb/status/2022715561390776524
1•gmays•24m ago•0 comments

Go devs: What should we do with CLs generated by AI?

https://groups.google.com/g/golang-dev/c/4Li4Ovd_ehE/m/8L9s_jq4BAAJ
2•nnx•25m ago•0 comments

GenAI for Systems: Recurring Challenges&Design Principles from SW to Silicon

https://arxiv.org/abs/2602.15241
1•matt_d•27m ago•0 comments

Excessive token usage in Claude Code

https://github.com/anthropics/claude-code/issues/16856
2•behnamoh•29m ago•0 comments

ThresholdIQ-Alert Simulator

https://thresholdiq.app/
1•vigneshj•31m ago•1 comments

Ask HN: Are a lot of the companies turning the screws?

2•ronbenton•33m ago•0 comments

Show HN: Single HTML opinionated Kanban board

https://github.com/harshhemani/flowboard
1•ulam2•35m ago•0 comments

They Do Mean the Effect on Jobs

https://thezvi.wordpress.com/2026/02/19/ai-156-part-1-they-do-mean-the-effect-on-jobs/
1•gmays•39m ago•0 comments

Asos co-founder dies in fall from 18-storey building in Thailand

https://www.theguardian.com/world/2026/feb/20/asos-cofounder-quentin-griffiths-killed-fall-apartm...
3•bookofjoe•40m ago•1 comments

Foetal alcohol syndrome: Why fathers need to watch what they drink too (2024)

https://www.bbc.com/future/article/20240801-fetal-alcohol-syndrome-the-overlooked-risk-of-fathers...
1•1659447091•41m ago•0 comments

They Think

https://ericsilberstein1.github.io/how-they-think-book/
1•whobre•50m ago•0 comments

Reggae the seal uses rubber ducks for daily enrichment training

https://apnews.com/article/reggae-seal-rubber-duck-boston-aquarium-training-b0c43808394cc73586368...
1•1659447091•55m ago•0 comments

Show HN: CRTX – AI code gen that tests and fixes its own output (OSS)

https://github.com/CRTXAI/CRTX
1•johnnycash926•59m ago•0 comments

US 500 Excluding Artificial Intelligence Enablers Price Return Index

https://www.google.com/finance/quote/SPXXAI:INDEXCME
3•mattas•1h ago•0 comments

Show HN: Check iOS Cert Status via our easy to use API

https://novadev.vip/api/
2•SuperGamer474•1h ago•1 comments

A war foretold:how the CIA and MI6 got hold of Putin's Ukraine plans and why

https://www.theguardian.com/world/ng-interactive/2026/feb/20/a-war-foretold-cia-mi6-putin-ukraine...
4•geoka9•1h ago•0 comments

The coding agent is dead

https://ampcode.com/news/the-coding-agent-is-dead
3•ElasticBottle•1h ago•2 comments

Klarna's shift to AI agents threatens traditional SaaS valuations

https://roundly.io/blog/klarna-ai-agents-replacing-saas
2•roundly_io•1h ago•1 comments

Show HN: YAML-schema-router – content-based schema routing for yaml ls

https://github.com/traiproject/yaml-schema-router
2•drLuca•1h ago•1 comments