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Speculative Decoding, Visualized

https://www.adaptive-ml.com/post/speculative-decoding-visualized
1•krackers•6m ago•0 comments

Optimal Elevator Placement

https://jslandy.com/elevators/
1•efavdb•8m ago•0 comments

The "memory shortage" that no one saw coming

https://greyenlightenment.com/2026/07/28/the-memory-shortage-no-one-saw-coming/
1•paulpauper•11m ago•0 comments

OPM finalizes rules expanding its power over RIFs, employee appeals

https://www.govexec.com/workforce/2026/07/opm-finalizes-rules-expanding-its-power-over-rifs-emplo...
1•WaitWaitWha•12m ago•0 comments

Rare footage of humpback whale birth captured on drone video

https://www.cbsnews.com/news/humpback-whale-birth-drone-video/
1•WaitWaitWha•14m ago•0 comments

Send a file from this browser as a stream of QR codes

https://app.transfqr.com
1•mohyware•15m ago•0 comments

His Wedding Guests Were Arriving–Just as His $45B Fund Was Falling Apart

https://www.wsj.com/finance/leopold-aschenbrenner-situational-awareness-ai-fund-597633d3
1•oliver236•16m ago•0 comments

Salmon Hat

https://en.wikipedia.org/wiki/Salmon_hat
2•1659447091•24m ago•0 comments

AI Visibility Evidence Model: Five Factors, Graded by Evidence

https://www.richresults.ai/evidence.html
1•spetschinka•25m ago•0 comments

The year Claude users sued over limits is the year the limits mostly went up

https://okaneland.com/study/claude-code-limits/
2•ermantrout•26m ago•0 comments

Requirements for Interference-Tolerant Radio Altimeter Systems

https://www.federalregister.gov/documents/2026/01/07/2026-00051/requirements-for-interference-tol...
1•Jimmc414•26m ago•0 comments

Explorative Modeling – A new axis for pre-training

https://arxiv.org/abs/2607.27372
2•piesauce•27m ago•2 comments

Looking inside a 1970s PROM chip that stores data in microscopic fuses (2019)

https://www.righto.com/2019/07/looking-inside-1970s-prom-chip-that.html
1•Jimmc414•28m ago•0 comments

Uranium in cobalt-hydroxide exports from the Democratic Republic of the Congo

https://www.nature.com/articles/s41467-026-75910-z
1•Jimmc414•28m ago•0 comments

Freeze the model, train the harness: gains transfer across LLMs and benchmarks

https://www.henrypan.com/blog/2026-07-18-harness-training/
1•megadragon9•29m ago•0 comments

File transfer using animated QR codes

https://www.reddit.com/r/vibecoding/comments/1vawz1e/had_an_idea_for_air_gapped_file_transfer_abl...
2•jv22222•31m ago•1 comments

Proactive V Reactive; from a Startup Founder's Perspective

https://blog.nathanlangley.dev/posts/proactive-ai.html
1•ninjahawk1•32m ago•0 comments

LLM speculative decoding explained simply

https://jwlabs.vercel.app/post/speculative-decoding-first-principles
1•shreybirmiwal•33m ago•0 comments

Benchmark: 68x faster than AWS DMS for real-time CDC

https://www.artie.com/blogs/artie-vs-aws-dms
3•j-cheong•33m ago•0 comments

NoMachine ditches free edition and forums

https://www.reddit.com/r/NoMachine/comments/1vb6y3o/nomachine_ditches_free_edition_and_forums/
1•pacman128•33m ago•0 comments

How to measure the performance of a quantum computer

https://www.ibm.com/quantum/blog/hardware-metrics-2026
1•mrkO99•38m ago•0 comments

Show HN: SmokeVPN – All-in-One WireGuard VPN Hub – Switch Exits in Realtime

https://smokevpn.com
3•lobito25•44m ago•2 comments

Why Journalism Matters to Democracy (2025)

https://cjmd.com.uw.edu/why-journalism-matters-to-democracy/
2•1659447091•45m ago•0 comments

Texas bans THC cannabinoids except delta-9, except edibles and drinks

https://www.khou.com/article/news/local/texas/texas-thc-ban-2026-delta-8-delta-10-hemp-products-l...
4•burnt-resistor•46m ago•0 comments

A Safe Path to Open Weights

https://thinkingmachines.ai/blog/a-safe-path-to-open-weights/
2•stokedmartin•55m ago•0 comments

Readable ad-hoc commands agent skill

https://github.com/a-b/readable-ad-hoc-commands
1•a-b•56m ago•0 comments

How to Exist

https://www.raptitude.com/2026/07/how-to-exist/
5•walterbell•56m ago•0 comments

US Treasury undertakes historic intervention in yen market

https://www.ft.com/content/0f9b2fe7-bde4-4f5f-b49e-93ccb5da9ea8
4•petethomas•1h ago•1 comments

Random Thoughts of Lineage and Death

1•kooi•1h ago•0 comments

Global temperature changes from 12,000 weather stations (1850-2026)

https://github.com/reflex-dev/xy/discussions/419
7•palashawas•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