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Is a database per agent (or task) a useful pattern?

https://github.com/objectbox/adhoc-db-benchmarks
1•greenrobot_de•1m ago•0 comments

Logs Ingestion Benchmark: Loki, Elasticsearch, VictoriaLogs and ClickHouse

https://victoriametrics.com/blog/structured-log-ingestion-benchmark/index.html
1•valyala•6m ago•0 comments

Failed $44B Firmus float probed by corporate watchdog

https://www.smh.com.au/business/companies/failed-44b-firmus-float-probed-by-corporate-watchdog-20...
1•misswaterfairy•8m ago•0 comments

Bitcoin direction model I built lost to "price stays the same"

https://btcforecaster.com/
1•mpeluso•11m ago•0 comments

AI Did Not Break Education, It Revealed the Bug

https://georgiker.com/blog/ai-did-not-break-education/
1•lumpa•12m ago•0 comments

Robotics AI Suite

https://developer.robotics.intel.com/
1•T-A•15m ago•0 comments

Nim Version 2.4.0

https://nim-lang.org//blog/2026/10/28/nim-240.html
2•WithinReason•20m ago•0 comments

Billionaires shatter spending record to fight California wealth tax

https://www.politico.eu/article/billionaires-shatter-spending-record-to-fight-california-wealth-tax/
1•teom•22m ago•0 comments

First EU AI Act harmonised standard

https://digital-strategy.ec.europa.eu/en/library/first-harmonised-standard-supporting-ai-act-publ...
2•fscaramuzza•22m ago•0 comments

My GitHub account has been suspended

2•nahid-fahh•25m ago•1 comments

Out of My Other Mind – What are the defining characteristics of a conscious AI?

https://theofficialacm.substack.com/p/what-would-it-take-to-convince-us
2•rbanffy•27m ago•0 comments

Tell HN: Claude Code adds your email to the prompt, the LLM sends it to websites

2•TekMol•27m ago•0 comments

An AI agent performed brain surgery on a mouse

https://twitter.com/OcanaSantero/status/2115442964574908902
1•dsrtslnd23•29m ago•0 comments

Show HN: Halis – A secure, self-hosting, native-first programming language

https://github.com/mhieuhonda/halis-lang/
1•hieulouisdev•35m ago•0 comments

Show HN: Adaptive Math Learning Platform

https://mathua.com/
1•ahmedhossamdev•35m ago•0 comments

Universal Paperclips

https://www.decisionproblem.com/paperclips/
2•azhenley•37m ago•0 comments

Spain train crash: What we know after two trains crashed with dozens feared dead

https://www.bbc.com/news/articles/cm8xz7pkd0jjo
2•ZeljkoS•38m ago•0 comments

Stack Overflow Graphs Prove Nothing

https://techstackups.com/articles/stackoverflow-graphs-prove-nothing/
1•ritzaco•38m ago•0 comments

The Origin of Tweet (2013)

https://furbo.org/2013/06/28/the-origin-of-tweet/
2•simonebrunozzi•38m ago•0 comments

The work we can't delegate

https://www.mozestudio.com/journal/the-work-we-cant-delegate
1•sergiopan•40m ago•0 comments

Microsoft just shared Azure's actual revenue in dollars: $33.2B

https://techcrunch.com/2026/10/28/microsoft-just-shared-azures-actual-revenue-in-dollars-33-2-bil...
1•ksec•42m ago•0 comments

I Created an MMO (AI Slop?)

https://aetheriammorpg.online/
3•yourneighbor•43m ago•1 comments

Cache Me If You Can: XSS in Cloudflare's /CDN-CGI/Image/

https://www.slcyber.io/research/cache-me-if-you-can-xss-in-cloudflares-cdn-cgi-image
2•ersinesen•43m ago•0 comments

Show HN: MealWords – Show waiters what you can't eat, in their language

https://mealwords.com/
2•LewisOrton•49m ago•0 comments

How teachers are remaking classrooms for the AI age

https://www.reuters.com/world/how-teachers-are-remaking-classrooms-ai-age-2026-10-28/
2•giuliomagnifico•56m ago•1 comments

Ask HN: What YouTube channels should I let my kids watch?

2•wrxd•1h ago•3 comments

Ask HN: Are Apple app reviewers sharing app ideas?

2•barlutiu•1h ago•1 comments

"No human at the helm": Delaware plan would let AI agents run businesses

https://arstechnica.com/tech-policy/2026/10/no-human-at-the-helm-delaware-plan-would-let-ai-agent...
3•gvieri•1h ago•0 comments

Oil Spill on Dubai's Beaches via Satellite

https://twitter.com/sabman/status/2115604266232737881
2•sabman•1h ago•1 comments

S.Korea AI chip startup raises $620M at a $2.9B valuation

https://www.bloomberg.com/news/articles/2026-10-28/furiosaai-quadruples-valuation-to-2-9-billion-...
3•haebom•1h ago•0 comments
Open in hackernews

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