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The Layer 1 Temptation: Why We're Not Rebuilding Dev Infra from Scratch (Yet)

https://blog.justcopy.ai/p/confessions-of-a-reluctant-infra
2•anupsingh123•2h ago

Comments

anupsingh123•2h ago
As a founder, I’m constantly tempted to build new developer infrastructure (“Layer 2”), but at JustCopy.ai we’re laser-focused on making agent orchestration (Layer 1) truly reliable. Instead of reinventing containers/cloud, our agents integrate with AWS, Vercel, etc.—and hand off work like a mesh network, not a linear pipeline.

This post shares honest lessons on agent reliability, context engineering, and avoiding “buzzword” distraction. Posting for feedback and real debate—are we missing something by not building Layer 2, or is this the right call?

Show HN: AutoDev: Automated AI Development at Scale

https://blog.delino.io/2025-10-15-introducing-autodev
1•kdy1•1m ago•0 comments

EU Considers Forced Tech Transfers for Chinese Investments

https://finance.yahoo.com/news/eu-considers-forced-tech-transfers-141455310.html
1•piskov•4m ago•0 comments

.NET Security Feature Bypass Vulnerability

https://github.com/dotnet/aspnetcore/security/advisories/GHSA-5rrx-jjjq-q2r5
1•alexis2b•5m ago•0 comments

Meta News on Lix

https://lix.systems/blog/2025-10-13-meta-lix-news/
1•signa11•8m ago•0 comments

Project Pele: DoD's breakthrough moment for nuclear power

https://warontherocks.com/2025/04/the-department-of-defenses-breakthrough-nuclear-moment-risks-sl...
1•gsf_emergency_4•10m ago•0 comments

Trump Targets Democratic Districts by Halting Billions During Shutdown

https://www.nytimes.com/interactive/2025/10/14/us/trump-grants-democrat-districts-government-shut...
1•mitchbob•12m ago•1 comments

Top-Down Microarchitecture Analysis Method

https://www.intel.com/content/www/us/en/docs/vtune-profiler/cookbook/2025-4/top-down-microarchite...
2•gnyeki•14m ago•0 comments

Facebook suspends Chicago ICE-sightings group at Trump administration's request

https://chicago.suntimes.com/immigration/2025/10/14/facebook-suspends-popular-ice-sightings-group...
4•perihelions•16m ago•1 comments

Recreated Rewind in a Weekend

https://newbry.bearblog.dev/recreated-rewind-in-a-long-weekend/
1•joenewbry•16m ago•0 comments

Kernel Developer Career in 2025

2•-1•17m ago•0 comments

I am a programmer, not a rubber-stamp that approves Copilot generated code

https://prahladyeri.github.io/blog/2025/10/i-am-a-programmer.html
2•pyeri•18m ago•0 comments

Subspace-Accelerated Coordinate Descent for Physics-Based Simulation

https://arxiv.org/abs/2510.12053
1•E-Reverance•20m ago•0 comments

ChatGPT will support erotica later this year for verified adults

https://www.forbes.com/sites/tylerroush/2025/10/14/chatgpt-will-allow-erotica-after-easing-mental...
2•MaxMonteil•21m ago•0 comments

Only reactor incident in the US with immediate fatalities

https://en.wikipedia.org/wiki/SL-1
1•gsf_emergency_4•24m ago•0 comments

Official Svelte MCP Server

https://github.com/sveltejs/mcp
1•wiradikusuma•31m ago•0 comments

Bambulab P2S

https://bambulab.com/en/p2s
1•vaultdweller101•32m ago•0 comments

Shader Pilot – fly through a 3D world created with a tiny shader

https://gemini-shader-pilot-553076154375.us-west1.run.app/
2•memalign•35m ago•1 comments

Show HN: PR comments for Claude Code diffs (open-source)

https://github.com/fliellerjulian/claude-code-feedback
3•fliellerjulian•38m ago•0 comments

YouTube to have Liquid Glass like UI

https://twitter.com/FrostKiwiOne/status/1978319599033864583
1•FrostKiwi•45m ago•1 comments

Argentina's AI Opportunity

https://openai.com/global-affairs/argentinas-ai-opportunity/
1•kanemontreuil•46m ago•0 comments

Joshua Kushner, Thrive Capital, and the American Dream

https://joincolossus.com/article/joshua-kushner-thrive-new-world/
2•saoh•49m ago•0 comments

Show HN: a deterministic chess variant with cheat resistance and tons of variety

https://www.argonchess.com/
2•spenvo•51m ago•0 comments

Old Is Gold: Optimizing Single-Threaded Applications with Exgen-Malloc

https://arxiv.org/abs/2510.10219
1•todsacerdoti•55m ago•0 comments

KuzuDB says so long and thanks for all the commits, marooning community

https://www.theregister.com/2025/10/14/kuzudb_abandoned/
1•damethos•56m ago•1 comments

We built WealthAI – A Personal Finance Suite that lets you track and grow your

https://www.sideprojectors.com/project/67099/wealthai
2•asaws•56m ago•2 comments

Aussie fossils preserved in ferricrete show soft tissue cell structures

https://www.sciencealert.com/strange-red-rocks-in-australia-are-preserving-fossils-in-stunning-de...
1•Gaishan•1h ago•0 comments

Reddit cofounder Alexis Ohanian says 'much of the internet is now dead'

https://www.businessinsider.com/alexis-ohanian-much-of-the-internet-is-now-dead-2025-10
2•doctorshady•1h ago•1 comments

US charges Cambodian executive in crypto scam and seizes $14B BTC

https://english.kyodonews.net/articles/-/62767
2•anigbrowl•1h ago•1 comments

Making Games Every Day for a Month, Day 14 of 31: Building Blocks

https://jakefee.leaflet.pub/3m377yszax225
1•colinprince•1h ago•0 comments

Soon You'll Be Able to Shop Walmart in ChatGPT

https://www.wsj.com/business/retail/chatgpt-walmart-shopping-3e411e83
2•petethomas•1h ago•2 comments