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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

A mechanistic investigation into how transformer models hallucinate citations

https://www.saumilsrivastava.ai/blog/debugging-hallucinations-a-mechanistic-investigation-into-mo...
1•s4um1l•1m ago•0 comments

The AI SRE Your SRE Tells You Not to Worry About

https://kianjon.es/engineering/The-AI-SRE-Your-SRE-Tells-You-Not-To-Worry-About
1•kianjones9•3m ago•0 comments

Apple-TSMC: The Partnership That Built Modern Semiconductors

https://newsletter.semianalysis.com/p/apple-tsmc-the-partnership-that-built
1•klelatti•3m ago•0 comments

Show HN: Pydantic-AI-stream – Structured event streaming for pydantic-AI agents

https://github.com/opale-ai/pydantic-ai-stream
1•sbargaoui•3m ago•1 comments

Epiplexity to Beat DeepMind's Alchemy Meta RL Benchmark

https://github.com/RandMan444/epiplexity-alchemy/blob/main/A2C_EPN_Epiplexity_Public.ipynb
1•Phillip98798•4m ago•0 comments

Continuous Autonomy for the AI SDK

https://github.com/vercel-labs/ralph-loop-agent
1•mooreds•6m ago•0 comments

Ramp AI Index

https://ramp.com/data/ai-index
1•kaycebasques•9m ago•0 comments

Show HN: Catnip – Run Claude Code from Your iPhone Using GitHub Codespaces

https://github.com/wandb/catnip
3•vanpelt•10m ago•0 comments

GoTHub SSH Signup

https://gothub.org/signup.html
1•birdculture•10m ago•0 comments

In reversal, U.S. loosens guidance on alcohol

https://www.washingtonpost.com/health/2026/01/08/us-alcohol-limits-debate-health-risks/
2•krustyburger•12m ago•1 comments

High-performance graph library for JVM – 66/48x faster than Guava/JGraphT on BFS

https://github.com/sooniln/fastgraph
2•tooilln•13m ago•1 comments

Claude Code Crashes on Startup

https://github.com/anthropics/claude-code/issues/16682
1•AntiDyatlov•13m ago•0 comments

Science at the Speed of Inference

https://www.a16z.news/p/science-at-the-speed-of-inference
1•walterbell•15m ago•0 comments

Supernova Remnant Video from NASA's Chandra Is Decades in Making

https://www.nasa.gov/missions/chandra/supernova-remnant-video-from-nasas-chandra-is-decades-in-ma...
3•dylan604•15m ago•1 comments

Show HN: Serverless online chess (no accounts)

https://www.adriclumma.com/projects/chessOnline/
1•xFixItNow•15m ago•0 comments

Open source is dying because we all fucking suck

https://twitter.com/joshmanders/status/2009320383368097796
4•joshmanders•15m ago•0 comments

GLM-4.7: Frontier intelligence at record speed – now available on Cerebras

https://www.cerebras.ai/blog/glm-4-7
1•sunils34•17m ago•0 comments

There's a ridiculous amount of tech in a disposable vape

https://blog.jgc.org/2026/01/theres-ridiculous-amount-of-tech-in.html
2•jgrahamc•17m ago•0 comments

Judges are identifying suspected AI hallucinations in Pa. court cases

https://www.spotlightpa.org/news/2026/01/pennsylvania-commonwealth-court-ai-hallucinations-allega...
2•bikenaga•19m ago•0 comments

Nvidia Kicks Off the Next Generation of AI with Rubin

https://nvidianews.nvidia.com/news/rubin-platform-ai-supercomputer
5•TSiege•19m ago•1 comments

New podcasts should / could go here

https://Go.LAP.red
1•rauterkus•19m ago•0 comments

Good Judgment Open

https://www.gjopen.com
1•kaycebasques•20m ago•0 comments

Show HN: TierHive – Hourly-billed NAT VPS with private /24 subnets

https://tierhive.com/
2•backtogeek•20m ago•0 comments

Nationwide internet disruptions hit Iran

https://www.iranintl.com/en/202601081049
1•pantalaimon•21m ago•1 comments

Illinois health department exposed over 700k residents' personal data for years

https://techcrunch.com/2026/01/08/illinois-health-department-exposed-over-700000-residents-person...
3•coloneltcb•22m ago•1 comments

Show HN: DCV lets you see which ATT&CK techniques your cloud environment detects

https://app.a13e.com
1•osuide•24m ago•0 comments

The Man Who Could Be Apple's Next CEO

https://www.nytimes.com/2026/01/08/technology/apple-ceo-tim-cook-john-ternus.html
2•jaredwiener•24m ago•0 comments

Chinese AI models have lagged the US frontier by 7 months on average since 2023

https://epoch.ai/data-insights/us-vs-china-eci
10•gmays•25m ago•7 comments

Helmtk: Can I compile into a helm chart?

https://helmtk.dev/blog/intro.html
1•buchanae•25m ago•1 comments

A macOS dictation app based on Apple's modern, on-device models

https://leftouterjoins.github.io/voicewrite/
1•leftouterjoins•26m ago•1 comments