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Agentic AI PRs sit in the review queue 5.3x longer than unassisted ones

https://blog.codacy.com/ai-breaking-code-review-how-engineering-teams-survive-pr-bottleneck
2•claudiacsf•1h ago

Comments

aniokono•1h ago
Seems like a very long Ai article .

What's the summary? How does your service make it better?

claudiacsf•13m ago
Fair. TL;DR:

The goal with the article is to explain what tools can be employed to tackle the PR bottleneck and where humans are still needed - at this point in time. Code quality and security platforms like Codacy (here's the service) can automate away many baseline checks (SAST, test coverage, complexity, duplication, linters, etc). This provides deterministic analysis that is the same every time, unlike pure AI code reviewers. But there's very much still room for AI-assisted reviews. AI is very good at identifying what has changed, grouping findings by severity and helping the human reviewer focus their attention. After these 2 passes, human attention can be reserved for the important judgement calls. "Human reviewers concentrate on judgment rather than scanning for issues that tools can detect consistently."

Codacy does both layers, the deterministic checks that have to be repeatable and auditable, and the AI on top. This cuts review time without lowering coding standards.

Commodore's new flip phone blocks social media and browsers

https://arstechnica.com/gadgets/2026/06/commodores-newest-gadget-is-a-flip-phone-that-blocks-soci...
1•bookofjoe•2m ago•0 comments

How Intelligent Automation Works

https://geekyants.com/blog/how-intelligent-automation-is-cutting-healthcares-600-billion-administ...
1•shymasen•3m ago•0 comments

Generative Models (2016)

https://openai.com/index/generative-models/
1•capitalatrisk•3m ago•0 comments

Show HN: Rnet-OAuth-Python – Python lib for user-funded AI API access

https://github.com/rNetAi/rnet-oauth-python
1•nextma•8m ago•1 comments

Ale-V1 Leaderboard

https://agents-last-exam.org/leaderboard
1•Topfi•10m ago•0 comments

Mechanical Watch

https://ciechanow.ski/mechanical-watch/
2•razin•11m ago•0 comments

Natural Language Autoencoders Produce Explanations of LLM Activations

https://transformer-circuits.pub/2026/nla/
1•Anon84•13m ago•0 comments

Just Ink It

https://github.com/cartesia-ai/InkIt
1•dpstart01•14m ago•0 comments

Amiga Unix: Linux-based cross-compiler setup for AMIX

https://github.com/isoriano1968/gcc-cross-amix
1•doener•18m ago•0 comments

Neumann probe game (playable with browser or or API)

https://neumann-probe.net/
1•Gnieark•19m ago•1 comments

Roast my startup – Google but returns TikTok-style videos

https://www.bluhe.ai/
2•dhavd•19m ago•0 comments

RewindOS – Searchable screen history for Linux local

https://github.com/jaypopat/rewindos
1•jp011•20m ago•1 comments

Unicorn – The Ultimate CPU Emulator

https://www.unicorn-engine.org/
1•tosh•22m ago•0 comments

OmniPreview – code preview, ZIP/folder browser, 29 file formats in Mac QuickLook

https://github.com/Invernomut0/QuickLookWithSteroids
1•invernomuto0•23m ago•0 comments

Electrifying the Cow Path

https://sebas.fika.bar/electrifying-the-cow-path-01KSJS9QM201WECVBBV2HKAV6M
2•mooreds•24m ago•0 comments

SpaceX IPO Stress Tests Crypto's Bid to Reinvent Stocks

https://www.bloomberg.com/news/articles/2026-06-15/spacex-ipo-stress-tests-crypto-s-bid-to-reinve...
1•monkeydust•25m ago•0 comments

Javier Milei: Argentina invites AI to free itself

https://www.ft.com/content/f93022fe-43f7-437d-abd8-06c457c0a43c
2•mooreds•25m ago•1 comments

Covid vaccination cut risk of adverse heart events, large study finds

https://www.statnews.com/2026/06/15/covid-vaccination-cardiovascular-protection-jama-study/
3•thinkcontext•26m ago•0 comments

Learn Agent Substrate

https://learn.agentsubstrate.dev/
1•mooreds•26m ago•0 comments

SpaceX to buy Cursor AI parent Anysphere for $60B

https://www.cnbc.com/2026/06/16/-spacex-to-buy-cursor-ai-parent-anysphere-for-60-billion.html
2•furkansahin•28m ago•0 comments

SpaceX Cements $60 Billion Deal to Take Over AI Startup Cursor

https://www.bloomberg.com/news/articles/2026-06-16/spacex-cements-60-billion-deal-to-take-over-ai...
1•flippyhead•29m ago•0 comments

DuckDB Internals: Why Is DuckDB Fast? (Part 1)

https://www.greybeam.ai/blog/duckdb-internals-part-1
1•marklit•30m ago•0 comments

Tlbic: A Time-Limited Basic Income System Designed with AI, v6.1

https://drive.google.com/file/d/1NJA8clb_wkotSnUkBPGZMw8Dywa5caiF/view?usp=drive_link
1•michikawa59•31m ago•0 comments

A Company That Was Nobody: The Case for AI-Agent Corporations

https://sebas.fika.bar/a-company-that-was-nobody-01KTRGPQ9G7T66N98PMY0SN8BT
1•smtx•31m ago•0 comments

Want to get a data center online quickly? Give it some flex

https://www.technologyreview.com/2026/06/16/1138591/data-center-online-quickly-electric-grid-flex/
1•joozio•33m ago•0 comments

The Implementation Trilemma: Substance-Independence Is Incomplete

https://philpapers.org/rec/GIOTIT
1•cgio•38m ago•0 comments

Why is it important for a matrix to be square? (2018)

https://math.stackexchange.com/questions/2811951/why-is-it-important-for-a-matrix-to-be-square
1•downbad_•39m ago•0 comments

Evaluating different LLMs for their security research capabilities

https://zeroquarry.com/research/models-capabilities/
1•eskibars•40m ago•0 comments

Boston University grad students demonstrate flaw in MBTA tap-to-pay system

https://www.nbcboston.com/news/local/it-was-shocking-bu-grad-students-say-theyve-found-a-flaw-in-...
1•ripe•44m ago•0 comments

Show HN: Write SaaS apps where users control where their data is stored

https://linkedrecords.com/
3•WolfOliver•44m ago•1 comments