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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•11mo ago

Comments

anuragdt•11mo 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•11mo 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•11mo 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

Hybrid Financial Ecosystems: Satisfaction and Digital Adoption

https://www.researchgate.net/publication/400854276_Hybrid_Financial_Ecosystems_Satisfaction_Digit...
1•f0r3st•1m ago•0 comments

Pgrust: Rebuilding Postgres in Rust with AI

https://malisper.me/pgrust-rebuilding-postgres-in-rust-with-ai/
1•RussianCow•3m ago•0 comments

SonicMoE: A HW-Efficient and SW-Extensible Blueprint for Fine-Grained MoEs

https://dao-lab.ai/blog/2026/sonicmoe-blackwell/
1•matt_d•5m ago•0 comments

Tesla admits HW3 owners need upgrades for true 'Full Self-Driving'

https://techcrunch.com/2026/04/22/elon-musk-admits-millions-of-tesla-owners-need-upgrades-for-tru...
1•mfiguiere•6m ago•0 comments

The price of software is going to zero

https://blog.sledgeworx.dev/software-going-to-zero/
1•Sevii•7m ago•1 comments

SAW-INT4: System-Aware 4-Bit KV-Cache Quantization for Real-World LLM Serving

https://arxiv.org/abs/2604.19157
1•matt_d•7m ago•0 comments

A Data-Driven Machine Learning Framework for Optimising Programmable Terahertz

https://www.researchgate.net/publication/404050094_A_Data-Driven_Machine_Learning_Framework_for_O...
1•f0r3st•8m ago•0 comments

Show HN: Forge-Core released on GitHub, Parse JSON in your data warehouse

https://github.com/foxtrotcommunications/foxtrotcommunications-forge-core
1•brady_bastian•11m ago•0 comments

DIRT: Database-Integrated Random Testing

https://arxiv.org/abs/2604.16373
1•matt_d•13m ago•0 comments

Lute: A Standalone Runtime for Luau

https://lute.luau.org/
2•vrn-sn•14m ago•1 comments

Instagram is testing premium features

https://www.cbc.ca/news/business/instagram-plus-rollout-9.7172486
1•fbelzile•15m ago•0 comments

Design.md: The New Open Contract Between Designers and AI

https://kyanfeat.substack.com/p/designmd-the-new-open-contract-between
1•kyanfeat•16m ago•0 comments

Willow

https://github.com/Ghosthx-Code/willow
1•Ghosthx-Code•18m ago•0 comments

Americans Turning to AI to Supplement Healthcare Visits

https://news.gallup.com/poll/707789/americans-turning-supplement-healthcare-visits.aspx
1•hn_acker•18m ago•0 comments

Qwen3.5-Omni Technical Report

https://arxiv.org/abs/2604.15804
1•gmays•18m ago•0 comments

Monitoring Data Quality in Probability-Based Internet Panels

https://news.gallup.com/opinion/methodology/708383/monitoring-data-quality-probability-based-inte...
1•hn_acker•19m ago•0 comments

Four Stable Kernels for Wednesday

https://lwn.net/Articles/1068981/
1•kazu11max17•22m ago•0 comments

When Your Digital Life Vanishes

https://www.newyorker.com/magazine/2026/04/27/when-your-digital-life-vanishes
3•benbreen•24m ago•0 comments

The IOC's decision to protect the female category is a victory for fairness

https://www.theguardian.com/commentisfree/2026/apr/21/ioc-decision-female-category-olympics-trans...
1•vlebb•27m ago•0 comments

In two years nobody will care if actors are AI or not–director Mathieu Kassovitz

https://www.theguardian.com/film/2026/apr/22/actors-ai-la-haine-director-mathieu-kassovitz
2•bookofjoe•28m ago•2 comments

gRPC benchmark results 2026-04-23

https://github.com/LesnyRumcajs/grpc_bench/discussions/559
1•materialferret•30m ago•0 comments

GitHub Driven RSS Feeds: Paul Graham, Anthropic, and More

https://github.com/Olshansk/rss-feeds
2•Olshansky•30m ago•2 comments

Bring your own Agent to MS Teams

https://microsoft.github.io/teams-sdk/blog/bring-your-agent-to-teams/
4•umangsehgal93•30m ago•0 comments

You want your Moon landings in HD? So does NASA

https://arstechnica.com/space/2026/04/you-want-your-moon-landings-in-hdtv-so-does-nasa-heres-how-...
2•jnord•32m ago•0 comments

Exercise and Weekly Sirolimus (Rapamycin) in Older Adults (Trial)

https://onlinelibrary.wiley.com/doi/10.1002/jcsm.70274
1•evo_9•33m ago•0 comments

HEPA air purifiers may boost brain power in adults over 40

https://medicalxpress.com/news/2026-04-hepa-air-purifiers-boost-brain.html
2•OutOfHere•34m ago•0 comments

Discover the Robot Athlete That Competes with Professional Table Tennis Players

https://ai.sony/blog/inside-project-ace-discover-the-robot-athlete-that-competes-with-professiona...
2•dbcooper•36m ago•0 comments

Andreessen, Thrive Poised for Windfall from SpaceX's Cursor Bid

https://www.bloomberg.com/news/articles/2026-04-22/andreessen-thrive-poised-for-windfall-from-spa...
1•petethomas•37m ago•0 comments

A new programming model for durable execution

https://vercel.com/blog/a-new-programming-model-for-durable-execution
2•gmays•37m ago•0 comments

Show HN: Archon-memory-core – agent memory that resolves contradictions

https://divergencerouter.com/amc/
1•Divergence42•40m ago•0 comments