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Chinese AI model Kimi K3 halts new signups amid skyrocketing demand

https://www.euronews.com/next/2026/07/20/chinese-ai-model-kimi-k3-halts-new-signups-amid-skyrocke...
1•teleforce•27s ago•0 comments

NYC Roam: 3D world with real transit and building data

https://www.nycroam.com/
1•heresalexandria•1m ago•1 comments

MIT researcher proposes a way to detect nuclear weapons in space

https://news.mit.edu/2026/mit-researcher-proposes-way-to-detect-nuclear-weapons-in-space-0708
1•JeanKage•2m ago•0 comments

Yunnan's mineral wealth and border corridors could solve China's Malacca dilemma

https://www.scmp.com/news/china/military/article/3361079/how-yunnans-mineral-wealth-and-border-co...
1•teleforce•3m ago•0 comments

Soofi – Sovereign Open Source Foundation Models

https://www.soofi.info/
2•Fake4d•8m ago•0 comments

Datasette-plot – Datasette Plugin for building data visualizations

https://www.datasette.cloud/blog/2023/datasette-plot/
2•ankitg12•8m ago•0 comments

How Would For-Hire Autonomous Vehicles Impact NYC?

https://www.openplans.org/how-for-hire-autonomous-vehicles-impact-nyc
1•geox•10m ago•0 comments

The Return (2024 Film)

https://en.wikipedia.org/wiki/The_Return_(2024_film)
1•BiraIgnacio•11m ago•1 comments

The Reverse Information Paradox (Satya Nadella)

https://snscratchpad.com/posts/reverse-information-paradox/
1•adletbalzhanov•12m ago•0 comments

CRA Compliance Kit – EU Cyber Resilience Act in One Pip Install

https://starcaller.uk/cra-compliance/
1•sparka•12m ago•0 comments

Hugging Face Data Breach

https://techcrunch.com/2026/07/20/hugging-face-confirms-breach-affected-internal-datasets-and-cre...
2•dotmanish•12m ago•0 comments

Stop Using OpenCode

https://wren.wtf/shower-thoughts/stop-using-opencode/
2•alekq•15m ago•0 comments

AgentAbstain: Do LLM Agents Know When Not to Act?

https://arxiv.org/abs/2607.10059
2•embedding-shape•15m ago•0 comments

AGI Singer: Take the Next Exit

https://medium.com/@miho999lv/agi-singer-take-the-next-exit-21355823c289
2•miho999lv•17m ago•0 comments

E-scooters set to be banned for under-18s

https://www.rte.ie/news/ireland/2026/0720/1584131-escooters-ireland-meeting/
2•austinallegro•18m ago•0 comments

ESP32 Server: Distributing HTTP/2 Streams over TLS

https://c410-f3r.github.io/thoughts/esp32-server-distributing-http2-streams-over-tls/
1•CaioFer•18m ago•0 comments

How the Apple Watch water lock feature works

https://www.engadget.com/2213629/how-apple-watch-water-lock-feature-works/
1•bookofjoe•19m ago•0 comments

The Tablet the Doctor Ordered

https://cuencahighlife.com/the-tablet-the-doctor-ordered/
1•dxs•20m ago•0 comments

Proof of Fermat Last Theorem from Scratch [video]

https://www.youtube.com/watch?v=9f-hGSh8lF0
1•surprisetalk•20m ago•0 comments

Rust 2018: Libraries in the 2018 Epoch

https://zayenz.se/blog/post/rust-2018/
1•ibobev•20m ago•0 comments

Trump's War on the Future, Monetary Edition

https://paulkrugman.substack.com/p/trumps-war-on-the-future-monetary
2•dxs•20m ago•0 comments

Programming the Amiga and Atari ST in C: Reading Keyboard Input

https://retrogamecoders.com/st-amiga-vbcc-c-input-echo/
1•ibobev•20m ago•0 comments

'Synthetic insider' attacks raise stakes for corporate cyber defence

https://www.ft.com/content/67fe2b44-2041-4ee1-b606-5def4d717407
1•thm•21m ago•0 comments

Cross-Platform Amiga and Atari ST C Programming ("Not Conio but Compatible")

https://retrogamecoders.com/st-amiga-vbcc-c-not-conio/
1•ibobev•21m ago•0 comments

Making a Simulation Game – Part 2: The Engine Doesn't Know What Beer Is

https://scarlet.engineering/blog/making-simulation-game-part-2-architecture/
1•poga•23m ago•0 comments

The 'anti-Greta Thunberg' weather nerd debunking climate myths

https://nypost.com/2025/05/31/us-news/meet-the-anti-greta-thunberg-weather-nerd-debunking-climate...
2•bilsbie•23m ago•0 comments

The Library of Babel

https://ryanbieber.github.io/libraryofbabel/
1•carnufex•26m ago•0 comments

Search Risk vs. Execution Risk

https://www.zakihsn.com/writing/building/search-risk-vs-execution-risk
1•zakihasan•30m ago•1 comments

Pegel – catch silent data breakage in Postgres before it reaches your dashboards

https://data-watchtower.com
1•mckeco•31m ago•0 comments

Sarah's Wager

https://colossus.com/article/sarah-guo-conviction/
1•jger15•33m 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