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>10x More Efficient Pretraining

https://magic.dev/blog/pretraining#
1•ronfriedhaber•38s ago•0 comments

Show HN: LLM Attention Visualization

https://ishamf.dev/p/llm-attention-visualizer/
1•ifz•50s ago•0 comments

How Much Do Union-Busting Campaigns Cost?

https://prospect.org/2026/09/08/union-busting-campaigns-labor-day/
1•mooreds•59s ago•0 comments

Controversy over OpenAI's Maths Breakthrough

https://www.scientificamerican.com/article/openai-claims-blockbuster-math-breakthrough-amid-swirl...
1•doubledamio•3m ago•0 comments

Show HN: Infinite Sugar – a fruit fly emulation given a pleasant life

https://infinitesugar.cnqso.com/
1•cnqso•3m ago•1 comments

Ustawka

https://pl.wikipedia.org/wiki/Ustawka
1•Bluestein•3m ago•0 comments

Even One Ventures

https://evenone.ventures/
1•tosh•5m ago•0 comments

DOJ Blocked ICE Agent Shooting Charge over Federal Prosecutor's Objections

https://www.propublica.org/article/doj-blocks-charges-ice-agent-minneapolis-julio-cesar-sosa-celis
2•paimapi•6m ago•1 comments

Performance of biochar-modified concrete using faecal sludge–derived biochar

https://www.nature.com/articles/s41598-026-66956-6
1•ortusdux•7m ago•0 comments

Claude-API-guard, a CI check that catches Claude/OpenAI SDK breaking changes

https://github.com/MarkMoneyMan/Claude-api-goat
1•MarkMoneyMan•8m ago•0 comments

The White House pulls its racist Tetris clone

https://www.theverge.com/games/991451/white-house-pulls-racist-tetris-clone
2•r721•10m ago•1 comments

Ghosts&Angels, Shells, Rhizomes

https://nravic.substack.com/p/ghosts-and-angels-shells-rhizomes
1•nravic•10m ago•0 comments

WebSummoner 1.0: Selenoid, summoned back to life

https://github.com/WebSummoner/websummoner
1•gtriki•13m ago•0 comments

The End of Swift Talk

https://talk.objc.io/episodes/S01E500-the-end-of-swift-talk
1•jtbergman•14m ago•0 comments

Mom found guilty of abuse for letting 5-year-old walk outside alone speaks out

https://www.cbsnews.com/news/virginia-mom-child-abuse-conviction-walking-alone-karyann-parkinson/
1•throwitaway222•15m ago•1 comments

Inception Launches Mercury 2.5, the Next Tier of Intelligence for Diffusion LLMs

https://openrouter.ai/inception/mercury-2.5-preview
1•fittingopposite•16m ago•1 comments

Show HN: InverSQL: Build SQL interactively in inverse

https://github.com/rentruewang/inversql
1•renchuw•16m ago•0 comments

Connecting the Machines

https://herdr.dev/blog/connecting-the-machines/
6•collinmanderson•16m ago•0 comments

OpenAI's historic math solution overshadowed by credit controversy

https://www.axios.com/2026/09/08/openai-math-solution-navier-stokes-credit
1•colinhb•17m ago•0 comments

How to Use RubyGems Trusted Publishing with Semantic Release

https://kyrofa.com/posts/rubygems-trusted-publishing-with-semantic-release/
2•kyrofa•17m ago•0 comments

Our GitHub Actions bill kept climbing, so we moved CI to one box

https://github.com/senoff/self-hosted-ci-runner
2•senoff•19m ago•0 comments

Iceland summons US ambassador over Trump's Stars and Stripes map

https://www.ft.com/content/792e9e30-7a96-402c-a472-d7304f5bc1ef
2•JumpCrisscross•21m ago•0 comments

Technical issue causing some disruption to flight departures

https://www.nats.aero/news/technical-issue-causing-some-disruption-to-flight-departures/
1•rstreefland•22m ago•0 comments

Ari, Applied Compute's in-house AI research agent

https://www.appliedcompute.com/platform/ari
1•Bluestein•23m ago•0 comments

Using AI on a Homestead

https://www.patreon.com/morlockp/posts/using-ai-on-168298219
1•exolymph•25m ago•0 comments

The Sponsor Premium

https://papers.ssrn.com/sol3/papers.cfm
1•JumpCrisscross•25m ago•0 comments

Show HN: Dragon Microkernel in Spark Ada

https://github.com/tigerlang/dragon
2•tigerlang•26m ago•1 comments

Show HN: Tarfio bounded spending controls for MCP tools

https://github.com/yiaany/tarfio
1•eugenehizyyo•26m ago•0 comments

Show HN: The Million Dollar Prompt

https://milliondollarprompt.org/
2•fxn-m•26m ago•0 comments

Y Combinator Early Access Network

https://events.ycombinator.com/yc-early-access-fall-26
2•tosh•29m 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