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Show HN: Perspica – A semantic diff for reviewing code

https://github.com/sshah03/perspica
2•sshah03•53m ago
I started using this a little over half a year ago to help me navigate through some large AI coded PRs people were submitting, because I felt like if I looked at the PR on Github I would just auto pass it through because I didn't want to deal with it. Thought I'd clean it up and share it in case this style of review was useful to anyone else.

Obviously it relies on an LLM run to get true semantic groupings of what changes were done, and why, but can also be used without an LLM to get more mechanical groupings/group names of changes made, along with the right order to view them in. The manual tree-sitter parsed analysis is deliberately conservative for now, but if people want to avoid the LLM analysis I can spend more time on that.

You can use it for other peoples PRs, or for your own when you've relied heavily on Claude Code or Codex for that particular PR. If the change came from your own Claude Code or Codex session, it reads your prompts and marks which changes you asked for and which the agent decided on its own as well to help you validate it before submitting for others to review.

Demo video done on some public project PRs is in the repo; for a look at what it looks like when it pulls in information about your own claude/codex sessions you'll have to use it yourself for now, but I'll work on getting an example of that up soon so people can take a look before spending time to get this to work locally for themselves.

I also added support for perforce style side by side diffing because I always kind of liked it, though it's not quite as slick yet.

How to Select an Experiment: More on experiment metastrategy

https://chillphysicsenjoyer.substack.com/p/how-to-select-an-experiment
1•crescit_eundo•2m ago•0 comments

Elon Musk, Palmer Luckey, Newt Gingrich to Help Pentagon with Warfare Initiative

https://www.cnbc.com/2026/09/30/musk-luckey-gingrich-pentagon-hegseth-.html
2•Teever•3m ago•0 comments

pldb: programming languages papers

https://pldb.kirancodes.me/
2•matt_d•4m ago•0 comments

Show HN: Real-time raytracing around a black hole

https://rivendell.dmitrybrant.com/blackhole/
1•dmitrybrant•5m ago•0 comments

Qc: Video quality check and h264/HEVC/av1 ladder optimization

https://github.com/eko/qc
2•eko•10m ago•0 comments

Vast-10M

https://www.voltropy.com/blog/vast-10m/
1•amirhirsch•10m ago•0 comments

Origin: Computer Science Not About Computers, Astronomy Not About Telescopes

https://quoteinvestigator.com/2021/04/02/computer-science/
2•pcfwik•11m ago•0 comments

Codex Pricing: Pro has unlimited 5.6 usage

https://chatgpt.com/codex/pricing/
4•rene_d•15m ago•1 comments

DepthFirst: Continuous Cyber Defense

https://depthfirst.com/
1•handfuloflight•15m ago•0 comments

The $170B lesson data center developers keep learning the hard way

https://www.fastcompany.com/91612143/ai-data-centers-local-communities
1•johnshades•15m ago•0 comments

16-year-old found Microsoft bug, got admin access to 17.3T-row databases

https://www.theregister.com/security/2026/09/30/16-year-old-researcher-found-a-microsoft-bug-got-...
2•johnshades•17m ago•0 comments

Gloriously project runs transformer model written in PDP-11 assembly [video]

https://www.youtube.com/watch?v=OUE3FSIk46g
1•madradavid•19m ago•0 comments

Strata: Run a 125B-parameter AI model on a normal gaming PC

https://github.com/Niko1221/Strata
2•maille•21m ago•0 comments

Hackers stole US Military records during months-long data breach

https://techcrunch.com/2026/09/30/hackers-stole-millions-of-us-military-personnel-records-during-...
3•DamnInteresting•22m ago•0 comments

There Are Plenty of Laws on the Books to Check the A.I. Giants. Use Them

https://www.nytimes.com/2026/09/30/opinion/ai-anthropic-amodei-self-regulation.html
5•SLHamlet•23m ago•0 comments

Host Your First Profitable Meetup or Mini-Conference

https://outlier-media-co.ever795522.chatgpt.site/ebook/
1•EverGonzalez76•25m ago•0 comments

Tell HN: Thanks for All the Fish

2•neilv•25m ago•0 comments

It may soon be possible to create "mirror life"

https://www.economist.com/science-and-technology/2026/09/30/it-may-soon-be-possible-to-create-mir...
3•vinni2•26m ago•0 comments

Decoupled DiLoCo for Resilient Distributed Pre-Training

https://arxiv.org/abs/2604.21428
1•lawrenceyan•29m ago•0 comments

Invisible XML (2025)

https://www.xml.com/articles/2025/12/02/invisible-xml-update/
5•devonnull•29m ago•0 comments

It's the Kernel's Fault! Custom Page Fault Handling With bpf_fault

https://dl.acm.org/doi/10.1145/3830418.3843896
1•matt_d•29m ago•0 comments

CM AI Docking Port: teaching AI agents to knock on the right door

https://apartmamatevz.si/journal/posts/2026-09-30-cm-ai-docking-port-teaching-ai-agents-to-knock-...
1•Cmfree•29m ago•0 comments

Show HN: Made a digital wall for AI Agents to "tag"

https://www.tomasmed.dev/wall
1•tomasmed•31m ago•1 comments

The Router Economy

https://www.lukascampos.com/blog/router-economy
3•lukaesch•31m ago•2 comments

Show HN: Aartool, Audit a Linux host and see which attack chains are complete

https://github.com/cyberaar/aartool
1•bantou96•32m ago•0 comments

USPS to Put Cameras in Trucks That Scan Roads for 'Community Safety'

https://www.404media.co/usps-to-put-cameras-in-trucks-that-scan-roads-for-community-safety/
5•dualvariable•33m ago•0 comments

Agentic GPU Programming for MLSys

https://mlc.ai/agentic-gpu-programming-for-mlsys/index.html
2•matt_d•33m ago•0 comments

Gemini 4 Argon (High): Intelligence, Performance and Price Analysis

https://artificialanalysis.ai/models/gemini-4-argon
13•theanonymousone•37m ago•3 comments

Purlin: Separating Orchestration from the Datapath of Collectives

https://arxiv.org/abs/2609.36954
3•matt_d•38m ago•0 comments

Show HN: Preserve.Chat – Turn WhatsApp chats into sharable links

https://preserve.chat/
2•AsDivyansh•38m ago•1 comments