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Workledger – An offline first engineering notebook

https://about.workledger.org/
1•todsacerdoti•56s ago•0 comments

The Effect of Gas on a Marriage

https://tomclancy.info/marriage-and-gas.html
1•tclancy•2m ago•1 comments

The Alzheimer's Equation

https://metamagic.substack.com/p/the-alzheimers-equation
1•r0ze-at-hn•3m ago•0 comments

A numerical investigation of H-air lifted flames in swirling fuel injectors

https://www.sciencedirect.com/science/article/pii/S0010218025004985
1•PaulHoule•6m ago•0 comments

When Human Activity Dropped During Covid-19 Methane Emissions Spiked

https://www.smithsonianmag.com/smart-news/when-human-activity-dropped-during-covid-19-methane-emi...
1•stevenjgarner•6m ago•0 comments

GPT-5.3-Codex-Spark is now in research preview

https://twitter.com/OpenAI/status/2022009582210715925
2•tosh•7m ago•0 comments

Hylo: A Systems Programming Language Focused on Value Semantics and Generics

https://hylo-lang.org/
1•birdculture•7m ago•0 comments

Show HN: DB Pro Studio – A self-hosted, collaborative database client

https://www.dbpro.app/studio
1•upmostly•7m ago•0 comments

We're in an Exponential

https://www.augmentcode.com/blog/we-re-in-an-exponential
2•thesleepypanda•9m ago•0 comments

Show HN: A deterministic adversarial puzzle system

https://hashclue.com/paper
1•cartographus•11m ago•0 comments

How a Pencil-Purchasing U.S. Bureaucrat Ended Up Shaking Hands with Putin

https://www.wsj.com/politics/national-security/how-a-pencil-purchasing-u-s-bureaucrat-ended-up-sh...
1•impish9208•12m ago•1 comments

Show HN: Hybrid Semantic Grep for Claude Code

https://github.com/lightonai/next-plaid
1•raphaelty•12m ago•0 comments

Voice-controlled AI OpenClaw agent manipulating 3D game engine in real-time

https://twitter.com/PlayingInCanvas/status/2022008924950700510
1•astressence•12m ago•0 comments

Analysis: China's CO2 emissions have now been 'flat or falling' for 21 months

https://www.carbonbrief.org/analysis-chinas-co2-emissions-have-now-been-flat-or-falling-for-21-mo...
2•ceejayoz•13m ago•0 comments

Border Officials Caused El Paso Closure by Firing Anti-Drone Laser

https://www.nytimes.com/2026/02/11/us/trump-administration-el-paso-airspace-closure-questions.html
1•ripe•13m ago•1 comments

A Proof of the Collatz Conjecture

https://github.com/inem/collatz
1•inem•13m ago•0 comments

Protein Discovered That Reverses Brain Aging in the Lab

https://www.science.org/doi/10.1126/sciadv.ady5905
1•stevenjgarner•13m ago•1 comments

GPT-5.3-Codex-Spark

https://twitter.com/i/status/2022009582210715925
2•denysvitali•15m ago•0 comments

New Era of MySQL Community Engagement

https://blogs.oracle.com/mysql/new-era-of-mysql-community-engagement
1•theodorejb•15m ago•0 comments

Creating Fake Files and Binaries

https://fzakaria.com/2026/02/11/creating-massively-huge-fake-files-and-binaries
2•ingve•15m ago•0 comments

Brave launches most powerful search API for AI to date

https://brave.com/blog/most-powerful-search-api-for-ai/
1•XzetaU8•15m ago•0 comments

New tool exposes scale of fake research flooding cancer science

https://www.qut.edu.au/news?id=203173
1•taubek•16m ago•0 comments

GPT‑5.3‑Codex‑Spark

https://openai.com/index/introducing-gpt-5-3-codex-spark/
36•meetpateltech•17m ago•10 comments

From AI burnout to AI native: the 5-level blueprint to using agents

https://www.theneuron.ai/explainer-articles/ai-burnout-to-native-5-level-blueprint/
1•swolpers•19m ago•0 comments

Show HN: Workledger – Your offline first engineering notebook

https://workledger.org/
1•recvonline•19m ago•0 comments

Hibiki-Zero:real-time and multilingual speech translation model

https://kyutai.org/blog/2026-02-12-hibiki-zero
1•pain_perdu•20m ago•0 comments

Show HN: A video agent with Canvas2D code-gen and generative capabilities

https://gliadirector.com/?referral=hn1000
1•vickyliin•22m ago•0 comments

GLM-5 with mlx-lm on single 512GB M3 Ultra in Q4

https://twitter.com/awnihannun/status/2022007608811696158
1•tosh•22m ago•0 comments

Views on Mastra's SOTA Memory

1•manthangupta109•23m ago•0 comments

I'm skipping Carnival to port my AI CMS to English (Pre-selling integration)

https://739088950838.gumroad.com/l/uvdnia
1•eliasolie•24m ago•1 comments
Open in hackernews

Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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