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Ask HN: How does one review code when most of the code is written by AI?

2•daemon_9009•1h ago
Hi, I spawn multiple cloud agents, but the issue is in reviewing them. even if the model is giving demo artifacts in output, it is not enough to verify all the cases. We have automation test suites, but they are often behind the development. I had tried github copilot review for PRs but it outputs too many nitpicks and false postivies that it becomes irritating to find the real true positive cases! how are you guys handling this surge in code review?

Autonomous Engineering Pipeline

https://github.com/changkun/wallfacer
1•changkun•31s ago•0 comments

Zuckerberg has "finished" with Alexandr Wang, worth US$14B

https://www.idnfinancials.com/news/61918/zuckerberg-has-finished-with-alexandr-wang-worth-us14-bi...
1•matthieu_bl•1m ago•0 comments

Frailty can be eased with an infusion of stem cells from young people

https://www.newscientist.com/article/2517139-frailty-can-be-eased-with-an-infusion-of-stem-cells-...
1•bookofjoe•2m ago•1 comments

Show HN: React Trace – Development-time visual inspector for React components

https://react-trace.js.org/
1•buzinas•2m ago•0 comments

Add AI to Any App

https://www.simeongriggs.dev/add-ai-to-any-app
1•bddicken•3m ago•0 comments

Open-source intelligence dashboard tracking the Iran conflict in real time

https://github.com/Juliusolsson05/pharos-ai
1•merusame•5m ago•0 comments

Anthropic sues Pentagon over rare "supply chain risk" label

https://www.axios.com/2026/03/09/anthropic-sues-pentagon-supply-chain-risk-label
1•sauronsrv•5m ago•1 comments

Dirplayer: A web-compatible Shockwave Player emulator written in Rust

https://github.com/igorlira/dirplayer-rs
1•homarp•5m ago•1 comments

Show HN: Agents with Verifiable Human Claims

https://docs.zipwire.io/zipwire-attest/getting-a-proofpack-jwt-with-nationality
1•lukepuplett•5m ago•0 comments

The Boring Technology Manifesto

https://yagnipedia.com/wiki/the-boring-technology-manifesto
2•riclib•10m ago•1 comments

Redacting Sensitive Data from Java Flight Recorder Files

https://mostlynerdless.de/blog/2026/02/13/redacting-sensitive-data-from-java-flight-recorder-files/
1•mooreds•16m ago•0 comments

Show HN: Four Claude Code hooks that enforce voice and tone on AI-written copy

https://windyroad.com.au/blog/enforcing-voice-and-tone-with-claude-code-hooks
1•tompahoward•16m ago•0 comments

CIA faces backlash after document with potential cancer cure hidden 60 years

https://www.dailymail.co.uk/sciencetech/article-15629211/cia-cancer-cure-document-declassified.html
2•bookmtn•16m ago•1 comments

Why diff fails for CSV comparison

https://reconlify.com/blog/why-diff-fails-for-csv
1•testuteab•20m ago•0 comments

Drug-controlled CAR T cells through the regulation of cell–cell interactions

https://www.nature.com/articles/s41589-026-02152-x
1•PaulHoule•21m ago•0 comments

Are We Sentient AI?

1•abmmgb•22m ago•6 comments

Building a Strict RFC 8259 JSON Parser: Acceptance Issues and Their Impact On

https://lattice-substrate.github.io/blog/2026/02/26/strict-rfc8259-json-parser/
1•birdculture•22m ago•0 comments

Show HN: Fakebase – a lightweight PostgreSQL browser for development databases

https://fakebase.studio
4•albinglad•22m ago•4 comments

Ask HN: Which book are you reading these days?

4•chistev•23m ago•2 comments

We strongly oppose the Unified Attestation initiative

https://twitter.com/GrapheneOS/status/2031041385554386960
2•hnburnsy•23m ago•0 comments

Voyager Technologies Invests in Max Space – SpaceNews

https://spacenews.com/voyager-technologies-invests-in-max-space/
1•rbanffy•23m ago•0 comments

Show HN: Clawcard – Agent inbox, phone number and credit card

https://www.clawcard.sh
1•cblovescode•24m ago•0 comments

Show HN: Time Machine – Debug AI Agents by Forking and Replaying from Any Step

2•deva00•25m ago•0 comments

SLork (Stanford Laptop Orchestra)

https://slork.stanford.edu/
1•WorldPeas•28m ago•0 comments

A Collection of Hard to Find Pieces of Software

https://www.rarewares.org/rrw/programs.php
2•TigerUniversity•28m ago•0 comments

Decision Guardian: My first open source project

https://github.com/DecispherHQ/decision-guardian
5•poor_hustler•28m ago•0 comments

Show HN: HELmR – A runtime control layer for autonomous agents

https://github.com/helmr-labs/helmr-core
1•systems_arch•29m ago•1 comments

Testing Apple's 2026 16-inch MacBook Pro, M5 Max, and its new performance cores

https://arstechnica.com/gadgets/2026/03/testing-apples-2026-16-inch-macbook-pro-m5-max-and-its-ne...
3•rbanffy•30m ago•0 comments

So you want to write an "app" (2025)

https://arcanenibble.github.io/so-you-want-to-write-an-app.html
2•jmusall•30m ago•0 comments

Smooth UI animations on server-rendered HTML

https://blog.siami.fr/smooth-ui-animations-on-server-rendered-html
1•ksec•31m ago•0 comments