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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

Benchmarking Qwen3-Coder-Next, DeepSeek-R1, and Qwen3.5 with Dynamic RSI

https://github.com/bibble/dynamic-rsi-harness/blob/main/BENCHMARK_REPORT.md
1•jxie2004•1m ago•0 comments

Two-Party System

https://en.wikipedia.org/wiki/Two-party_system
1•chistev•1m ago•1 comments

Show HN: Business Cubes

https://businesscubes.org
1•mojoe•2m ago•0 comments

Public Interest Capacity: The Case of Direct File [pdf]

https://onlinelibrary.wiley.com/doi/10.1111/puar.70224
1•thunderbong•3m ago•0 comments

A short history of the honey trap

https://engelsbergideas.com/notebook/a-short-history-of-the-honey-trap/
1•ibn_khaldun•4m ago•0 comments

Ops Needs Friction

https://www.jeffgeerling.com/blog/2026/ops-needs-friction/
2•notfried•5m ago•0 comments

Show HN: Linux CLI for Cricut StickerPix

https://github.com/vavkamil/crycut
1•vavkamil•8m ago•0 comments

The Mystery Behind a 50-Year-Old Factory Part Flying Off the Shelves

https://www.wsj.com/business/the-mystery-behind-a-50-year-old-factory-part-flying-off-the-shelves...
2•bookofjoe•10m ago•3 comments

Docs for Humans

https://lynx.railcode.dev/docs/humans
3•yakkomajuri•16m ago•0 comments

Preventing an AI catastrophe, a brief into to analysis by synthesis

https://shukla.io/blog/2026-11/analysis-by-synthesis.html
2•BinRoo•19m ago•0 comments

ask HN: Do you think everyone is going too far with Jensen Huang?

1•KinetiNode•19m ago•1 comments

Llama.cpp v1.0 on an RTX 3090: up to 55% faster with speculative decoding

https://homebrewserver.club/llama-cpp-v1.html
2•aidotguru•19m ago•0 comments

Training and Inference on Huawei Ascend NPUs

https://github.com/deepseek-ai/DeepEP-Ascend
1•Bluestein•20m ago•0 comments

Creating a self booting ZIP archive

https://goliath32.com/blog/ziphead.html
2•gdgghhhhh•21m ago•0 comments

Cowork – Self-hosted task queue and dashboard for Claude, Codex, and AI agents

https://github.com/slashman413/cowork
1•ckw19810413•23m ago•0 comments

EU institutions survive Microsoft outage unscathed

https://www.politico.eu/article/eu-institutions-survive-microsoft-outage-unscathed/
4•higginsniggins•24m ago•1 comments

Thinking Machines: End‑to‑End 4‑Bit Training

https://thinkingmachines.ai/blog/end-to-end-4-bit-training/
1•whiteros_e•27m ago•0 comments

The Missing Ring-0 Protections for AI Agents

https://hwtn.io/essays/t0013-missing-ring-0-protections-ai
2•danielberanek•27m ago•0 comments

Project Theseus, Starting with Challoc

https://www.chainguard.dev/unchained/introducing-project-theseus-starting-with-challoc
1•chillax•30m ago•0 comments

ZizkaDB × Redu Cloud: Bringing Operational Intelligence and Agent-Native Infra

https://medium.com/@MirArshadTalpur/zizkadb-redu-cloud-bringing-operational-intelligence-and-agen...
1•Arshad-Talpur•31m ago•1 comments

Show HN: What HN community recommended learning in 2026

https://school-of-hn.pages.dev
1•matyyyy•34m ago•0 comments

Ask HN: Open-source projects with notably good online documentation

1•petecooper•34m ago•0 comments

CRISPR-A rescues haploinsufficiency and mutant phenotypes in models of autism

https://www.nature.com/articles/s41593-026-02504-9
1•bryanrasmussen•36m ago•1 comments

Generative UI: C++ is still the King

https://ingresslabs.net/blog/prefab-or-cathedral
1•antagma•36m ago•0 comments

Before I Trust an Agent, I Try to Break Its Box

https://kunalkushwaha.github.io/2026/11/06/before-i-trust-an-agent/
1•kunalkushwaha•36m ago•0 comments

The Cloud Is Just Someone Else's Computer – They Let It Burn

https://soargram.io/content/369523282
6•levicanskij•39m ago•1 comments

Show HN: Mapboard – Excalidraw, but on a Map

https://mapboard.bruceroettgers.eu/
1•bcye•40m ago•0 comments

Robot startup cant pay staff after founder takes $4.6M from company to buy home

https://www.cnbc.com/2026/11/14/foundation-payroll-ceo-loan.html
6•randycupertino•41m ago•1 comments

Anthropic: Mythos got Claude running on AMD chips in 3 days instead of months

https://madrobot.blog/2026/11/11/anthropic-mythos-claude-amd-chips-three-days/
3•_Microft•42m ago•0 comments

Scientists Identified a Biological Signature of Tinnitus, and It's in Your Blood

https://www.sciencealert.com/scientists-identified-a-biological-signature-of-tinnitus-and-its-in-...
1•amichail•42m ago•0 comments