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Show HN: Sugo – Turn PDF's and Screenshots into Compact Markdawn for LLMs

https://github.com/Muralnick/sugo
1•Muralnick•18s ago•0 comments

Show HN: Dev-prune, a disk cleaner that only deletes what it can rebuild

https://github.com/Life-Experimentalist/dev-prune
1•VKrishna04•45s ago•0 comments

Cross-OS compatibility on 9front (Plan 9)

https://github.com/RyzovaTech/Ryzova-Kernel
1•manethsethnal•1m ago•0 comments

Large Language Models Are Terrible at Programming

https://joarvarndt.se/llm-programming.html
1•joarxpablo•1m ago•0 comments

macOS Is Now Running on an iPhone

1•dev_grex•1m ago•0 comments

Show HN: I rebuilt Akira Toriyama's drawing room in 3D

https://bird.jacomakes.com
1•jacomakes•2m ago•0 comments

Show HN: Production-grade developer tools that never leave your machine

https://github.com/sanmak/LocalGearbox
1•sanmak•2m ago•0 comments

Argentine company accuses US of meddling in Huawei project

https://www.ft.com/content/051e6fbf-e796-4b92-9c6e-7b85c74e8edc
1•wslh•2m ago•1 comments

Steve – AI CEO

https://twitter.com/spisallyouneed/status/2119829366758604963
1•lamename•3m ago•0 comments

How often Hacker News Mentions "Pareto Frontier"

https://claude.ai/artifact/BzRhFBvGotcbfcdjujyTQn
3•ford•4m ago•1 comments

Show HN: QueenMQ – slow LLM calls blocked our Kafka partitions, so we built it

https://github.com/queen-mq/queen
2•aliceviola•6m ago•0 comments

Auto-CLI – Generate verified CLIs so agents can drive Windows apps

https://github.com/Northernator/Auto-CLI
1•Northernator11•6m ago•0 comments

Terminal-Bench 4.1: 23 of 66 tasks have scoring or data problems

https://vetto.ai/companies/terminal-bench-4-audit/
1•dvaplima•7m ago•0 comments

Anthropic's Initial Public Offering

https://ipo.anthropic.com/us/
2•taytus•8m ago•0 comments

Who loves maps and natural disasters?

https://klaxon.live/en
1•Accher•8m ago•1 comments

A Brain Teaser of an Obituary

https://www.nytimes.com/2026/11/10/obituaries/steve-selvin-dead.html
1•droidjj•9m ago•0 comments

Japan's Rapidus Is Said Likely to Miss Mass Production Deadline

https://d3d5p5hd1jmhff.archive.ph/
1•osnium123•10m ago•1 comments

Show HN: Sales tool in one Chrome extension

https://salesutils.app/
1•devarifhossain•10m ago•0 comments

Anthropic's IPO price would make it the 13th most valuable US company

https://www.kadoa.com/companies/insights/anthropic-ipo-pricing
2•hubraumhugo•11m ago•0 comments

An 8-minute powers-of-ten film rendered in Python

https://www.youtube.com/watch?v=RSlctyQmVSE
1•PaiVelmoxia•12m ago•0 comments

Amazon's Ring unveils flying drone and robot to patrol homes and businesses

https://www.cnbc.com/2026/11/10/amazons-ring-unveils-flying-drone-robot-to-patrol-homes-businesse...
2•smn1234•13m ago•1 comments

Supply Chain Attacks in Practice

https://kerkour.com/supply-chain-attacks-in-practice
1•Megabinator•13m ago•0 comments

WikiSkill: Compiling Agent Experience into Knowledge for Skill Evolution

https://arxiv.org/abs/2608.27454
1•gmays•13m ago•0 comments

Google's Custom Search JSON API Ends January 1, 2027

https://specstream.ai/google-custom-search-api-shutdown
1•specstream•14m ago•0 comments

The LLM Overruled the Math and It Was Right

https://lonriesberg.com/posts/trends-radar-two-brains/
1•lriesberg•14m ago•0 comments

A turbo-tax level tax return you can play around

https://smartonlabs.com/examples/federal-tax.html
2•weiqj•14m ago•1 comments

Tell HN: The tcl.tk domain has been hijacked

2•vconnor•16m ago•0 comments

The Future will not be televised, the Future will be contextualized

https://fusionauth.registration.goldcast.io/webinar/6d2c2895-bcd6-4b38-a3d8-c0bed23ccd02
1•mooreds•17m ago•0 comments

Boulder Police and Fire Communications Center Launches New Technology

https://bouldercolorado.gov/news/boulder-police-and-fire-communications-center-launches-new-techn...
1•mooreds•17m ago•0 comments

The Death Knell of Digital Search

https://www.newyorker.com/culture/infinite-scroll/the-death-knell-of-digital-search
1•bookofjoe•17m ago•1 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