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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

Afterlid, guarded lid closed work for macOS

https://afterlid.com/
1•rjsajnani•3m ago•0 comments

Agent Ring: Your agent can call you

https://github.com/mutonby/agentring
1•handfuloflight•4m ago•0 comments

Rising rates of colorectal cancer found in nearly all age groups

https://www.uchicagomedicine.org/forefront/cancer-articles/rising-rates-of-colorectal-cancer
7•randycupertino•5m ago•1 comments

Passengers injured after collision between bus and delivery robot in Tallinn

https://news.err.ee/1610179027/passengers-injured-after-collision-between-bus-and-delivery-robot-...
2•marttt•5m ago•1 comments

Pearl

https://en.wikipedia.org/wiki/Pearl
1•rglover•7m ago•0 comments

Cat-Belling Problems

https://www.lesswrong.com/posts/SwYBLQvo8MddDcCwz/cat-belling-problems
1•neverbeenasked•8m ago•0 comments

Inua – A Quiet Linux Desktop

https://inua.one/
2•lproven•9m ago•0 comments

Show HN: Jotcal, a calendar you glance at and write on

https://jotcal.app/
2•meta-physical•16m ago•1 comments

Show HN: Breakout coordinator (Launch cross-vendor breakout sessions instantly)

https://github.com/saranyan/breakout-coordinator
3•svts•16m ago•0 comments

Show HN: TurbineFi Sports – Find Sports Arbitrage on Kalshi, Polymarket, & Novig

https://sports.turbinefi.com
2•adamewozniak•17m ago•0 comments

Livecheck – Check if a job posting is still open before applying

https://livecheck.fly.dev/job
1•moyecj•18m ago•0 comments

Apple Raises MacBook Neo's Starting Price to $649 on Education Store

https://www.macrumors.com/2026/10/28/apple-raises-macbook-neo-education-pricing/
1•tosh•19m ago•0 comments

DeepSeek-v4.1-Flash: Pushing the Limits of KV Cache Compression

https://arxiv.org/abs/2609.19969
3•jonbaer•20m ago•0 comments

Elisabeth Fulhame, a Forgotten Chemistry Pionier (2020)

https://physicstoday.aip.org/news/elizabeth-fulhame-a-forgotten-chemistry-pioneer
1•_Microft•21m ago•0 comments

Can LLMs Supercharge Geolocations? Big Improvements but Humans Remain Key

https://www.bellingcat.com/resources/2026/10/22/can-llms-supercharge-geolocations-our-tests-show-...
3•bookofjoe•22m ago•0 comments

Omba – Automated trading with the reasoning recorded before the outcome

https://omba.1web.live/
1•jk-1020•25m ago•0 comments

Watch Apple slowly become just another computer company

3•tomaspiaggio12•25m ago•0 comments

Japan Airlines (JAL) says Amadeus breach exposed 92k+ booking and 2000 passports

https://www.jal.co.jp/ja-jp/news/general/2026/other/261028.html
1•guessmyname•26m ago•0 comments

FM Broadcasting in Western Germany

https://www.rfcafe.com/references/radio-electronics/fm-broadcasting-western-germany-radio-electro...
1•wetwater•26m ago•0 comments

Show HN: Rocus: Browser local LLM that organizes your websites, notes and files

https://rocus.io/
2•01hman•28m ago•0 comments

At least 68 killed in Spanish high-speed train crash

https://www.bbc.com/news/live/cv1j309d4g98t
9•saikatsg•31m ago•1 comments

RSI-Anything: Unlocking Recursive Self-Improvement with World Models

https://arxiv.org/abs/2610.13912
2•jonbaer•32m ago•0 comments

Show HN: U.S. Elections, Campaign Finance and Legislation on a Miller-Column UI

https://chamberzero.com/col/home/elections-overview%3Acurrent
2•itta_e_ta•32m ago•0 comments

Recurrent Looped Transformer

https://yifanzhang-pro.github.io/recurrent-looped-tranformer/
2•jonbaer•33m ago•1 comments

Agent Scrum: Running a team of AI coding agents in two-hour sprints

https://daveremy.github.io/agent-scrum/
2•remster•33m ago•0 comments

A Fix for Softmax and Cross-Entropy

https://arxiv.org/abs/2610.31642
3•theanonymousone•33m ago•0 comments

The Great Data-Center Rebellion

https://www.theatlantic.com/magazine/2026/11/data-center-resistance-movement/688671/
5•njrc•33m ago•2 comments

Obi-brain – turn any company's website into a sales brain for your agent

https://github.com/outbind/obi-brain
2•outbind•33m ago•0 comments

Astronomers Discover a Giant New Dwarf Planet Candidate Hiding Beyond Pluto

https://www.sciencealert.com/astronomers-discover-giant-new-dwarf-planet-candidate-hiding-beyond-...
5•AliCollins•35m ago•1 comments

Dropbox plans 9% workforce cut, technology chief to exit

https://www.reuters.com/business/world-at-work/dropbox-plans-9-workforce-cut-technology-chief-exi...
6•10xDev•36m ago•0 comments