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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

Should we hate vibe coders?

https://computerswereamistake.substack.com/p/should-we-hate-vibe-coders
1•manitob24•1m ago•0 comments

Frustrated with slow AI adoption? Your culture is the problem not your engineers

https://innolitics.com/articles/ai-native-engineering-transformation/
1•yshrestha•2m ago•1 comments

Kagi Small Web

https://kagi.com/smallweb
1•susam•9m ago•0 comments

Intel Underestimates Error Bounds by 1.3 quintillion (2014)

https://randomascii.wordpress.com/2014/10/09/intel-underestimates-error-bounds-by-1-3-quintillion/
1•antonly•9m ago•0 comments

Show HN: Whisper Money – a zero-knowledge personal finance app (E2E encrypted)

https://github.com/whisper-money/whisper-money
1•falcon_•10m ago•1 comments

Prompt Repetition Improves Non-Reasoning LLMs

https://arxiv.org/abs/2512.14982
1•UntitledNo4•12m ago•0 comments

Writing an LLM from scratch, part 31 – the models are now on Hugging Face

https://www.gilesthomas.com/2026/01/llm-from-scratch-31-models-on-hugging-face
1•gpjt•13m ago•0 comments

Histomat of F/OSS: We should reclaim LLMs, not reject them

https://writings.hongminhee.org/2026/01/histomat-foss-llm/
1•birdculture•16m ago•0 comments

Book Review: Ping by Andrew Brodsky

https://www.mattrutherford.co.uk/book-ping-by-andrew-brodsky/
1•walterbell•16m ago•0 comments

Private LLM Inference on Consumer Blackwell GPUs

https://arxiv.org/abs/2601.09527
1•Teever•17m ago•0 comments

I made a cursor clone just for taking notes

https://galileo.sh/
1•zaais•18m ago•3 comments

A Brief Genealogy of Anti-Modernity

https://thewaxingcrescent.substack.com/p/a-brief-genealogy-of-anti-modernity
1•XzetaU8•19m ago•0 comments

Signature Reduction

https://www.newsweek.com/exclusive-inside-militarys-secret-undercover-army-1591881
2•barrister•20m ago•0 comments

List of Common Misconceptions

https://en.wikipedia.org/wiki/List_of_common_misconceptions
2•xthe•21m ago•1 comments

Yaël D. Eisenstat

https://en.wikipedia.org/wiki/Yael_Eisenstat
1•barrister•21m ago•0 comments

Mandiant releases rainbow table that cracks weak admin password in 12 hours

https://arstechnica.com/security/2026/01/mandiant-releases-rainbow-table-that-cracks-weak-admin-p...
1•mannykannot•23m ago•0 comments

Show HN: Hydra – Capture and share AI Playbooks across your stack

https://hydra.opiusai.com/
1•Bharath_Koneti•25m ago•0 comments

The Bitter Lesson of Agent Frameworks

https://twitter.com/gregpr07/status/2012052139384979773
2•arbayi•26m ago•0 comments

Revisiting the Joys and Woes of the Craft in 2026

https://www.paritybits.me/joys-and-woes-2026/
1•NiloCK•27m ago•1 comments

Show HN: I built a Go TUI to clean dev caches on macOS

https://github.com/2ykwang/mac-cleanup-go
2•immutable000•28m ago•1 comments

Show HN: UAIP Protocol – Secure settlement layer for autonomous AI agents

https://github.com/jahanzaibahmad112-dotcom/UAIP-Protocol
2•Jahanzaib687•29m ago•0 comments

ClickHouse Launches Managed PostgreSQL

https://clickhouse.com/cloud/postgres
2•thenaturalist•30m ago•0 comments

How to make LLMs and Agents work on large amounts of data

https://blog.datatune.ai/how-to-make-llms-work-on-large-amounts-of-data
1•abhijithneil•30m ago•0 comments

Show HN: Minikv – Distributed key-value and object store in Rust (Raft, S3 API)

https://github.com/whispem/minikv
15•whispem•32m ago•8 comments

Ben Affleck and Matt Damon on the Limits of AI in Movie Making [video]

https://www.youtube.com/watch?v=O-2OsvVJC0s
2•thunderbong•33m ago•0 comments

Vinted Sells Children

https://morsdei.uk/vinted-sells-children/
2•NoGimmies•34m ago•0 comments

Meta has discontinued its metaverse for work, too

https://www.theverge.com/tech/863209/meta-has-discontinued-its-metaverse-for-work-too
10•malshe•35m ago•1 comments

Hair Ice

https://en.wikipedia.org/wiki/Hair_ice
2•cl3misch•36m ago•0 comments

Pastable Signatures

https://pastable-sig.site/
1•andyvtn•39m ago•0 comments

OpenAI to test ads in ChatGPT as it burns through billions

https://arstechnica.com/information-technology/2026/01/openai-to-test-ads-in-chatgpt-as-it-burns-...
9•Terretta•40m ago•0 comments