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Failing Tests Are All You Need

https://calebfenton.substack.com/p/failing-tests-are-all-you-need
3•calebfenton•1h ago

Comments

calebfenton•1h ago
If you can define what correct looks like in the form of failing tests, AI agents can do the work of making them pass. TDD always had the right instinct, but now there's cheap, tireless labor to actually exploit it. The hard part is that writing good tests requires deep domain knowledge, and AI isn't great at that yet. It'll generate hundreds of shallow unit tests that cover nothing meaningful. So the real skill shifts from writing code to writing specs. The implementation is the easy part now.

Fun with an indecisive AI coding agent

https://benhoyt.com/writings/indecisive-ai-agent/
1•ingve•43s ago•0 comments

Canada revokes crypto firms' registrations

https://www.icij.org/investigations/coin-laundry/canada-revokes-dozens-of-crypto-firms-registrati...
1•gnabgib•1m ago•0 comments

I ran Gemma 4 as a local model in Codex CLI

https://blog.danielvaughan.com/i-ran-gemma-4-as-a-local-model-in-codex-cli-7fda754dc0d4
1•dvaughan•1m ago•0 comments

I audited Garry's website after he bragged about 37K LOC/day

https://twitter.com/Gregorein/status/2038953944475472316
1•medalblue•1m ago•0 comments

Tips to Give Effective Employee Feedback

https://effortbox.com/blog/tips-to-give-effective-and-constrictive-employee-feedback/
1•andreylangovoy•2m ago•0 comments

Running Gemma 4 Locally with the Codex CLI: What Works

https://codex.danielvaughan.com/2026/04/10/gemma-4-local-model-codex-cli-setup-guide/
1•dvaughan•3m ago•0 comments

Show HN: walnut – Error tracking AI agents

https://github.com/bilalg1/walnut
1•bgwmj•6m ago•0 comments

I built autonomous AI with memory and sleep, and it had nightmares

https://negrenavarro.me/blog/lana
1•isitdan•9m ago•0 comments

FIY – A general purpose federation protocol

https://fiy.to/
1•mrunix•11m ago•0 comments

Gaming Film and Sponsors

https://rockyhaag.substack.com/p/remember-the-breakfast-club
1•maxalias•12m ago•0 comments

Uncharted island soon to appear on nautical charts

https://www.awi.de/en/about-us/service/press/single-view/unkartierte-insel-demnaechst-auf-seekart...
1•tannhaeuser•14m ago•1 comments

Israeli strike kills infant girl in south Lebanon during father's funeral

https://www.reuters.com/world/middle-east/israeli-strike-kills-infant-girl-south-lebanon-during-f...
21•lr0•15m ago•2 comments

Physicists zero in on the mass of the fundamental W boson particle

https://news.mit.edu/2026/physicists-report-mass-fundamental-w-boson-particle-0408
3•01-_-•16m ago•0 comments

Show HN: Redactify – macOS/iOS app to redact sensitive data before using LLMs

1•ladino•17m ago•0 comments

The Maintainers

https://themaintainers.org/
1•gpvos•18m ago•0 comments

Navy to use underwater drones to help clear Iranian mines from Strait of Hormuz

https://defensescoop.com/2026/04/11/strait-of-hormuz-mine-clearance-navy-centcom-underwater-drones/
3•delichon•22m ago•0 comments

Solar panels are creating an unexpected effect by forming rainfall clouds

https://www.ecoportal.net/en/solar-panels-are-creating-rain-clouds/19854/
2•rbanffy•22m ago•0 comments

Nouns Agentic – Enabling AI Agents to Buy Nouns and Participate

https://noun.wtf/grants/8
1•developerfred•26m ago•0 comments

Yuri's Night: commemoration of Gagarin as the first human in space 12 April

https://yurisnight.net/
1•thinkingemote•26m ago•0 comments

Springdrift: An Auditable Persistent Runtime for LLM Agents

https://arxiv.org/abs/2604.04660
1•s_brady•27m ago•0 comments

Slightly Against the Expanding Circle

https://pelorus.substack.com/p/slightly-against-the-expanding-circle
2•paulpauper•27m ago•0 comments

Tahoe TCP Overflow Bug

https://mjtsai.com/blog/2026/04/07/tahoe-tcp-overflow-bug/
2•rbanffy•27m ago•1 comments

A GitHub agentic workflow

https://blog.frankel.ch/agentic-github-workflows/
1•saikatsg•28m ago•0 comments

Quantum Safe Bitcoin

https://github.com/avihu28/Quantum-Safe-Bitcoin-Transactions
2•wslh•28m ago•0 comments

The Three Enterprise Layers Are Collapsing into One

https://walsenburgtech.com/blog/hub-and-spoke-architecture-production-ai
2•cowartc•29m ago•1 comments

Hungary's Orban concedes landmark defeat to centre-right opposition

https://www.reuters.com/world/europe/hungarians-vote-landmark-election-closely-watched-by-eu-russ...
7•markerbrod•30m ago•0 comments

The United States is destroying itself

https://www.theguardian.com/commentisfree/2026/apr/12/united-states-trump-destruction
12•doener•31m ago•1 comments

Capital, AGI, and human ambition (2024)

https://rudolf.website/capital-agi-and-ambition/
1•andsoitis•32m ago•0 comments

Worms 2 remastered 4k videos with no AI or upscaling

https://www.youtube.com/watch?v=o5fnhTPfSoQ
1•__natty__•32m ago•0 comments

Another possible cyberequilibrium? (from my email)

https://marginalrevolution.com/marginalrevolution/2026/04/another-possible-cyberequilibrium-from-...
1•paulpauper•33m ago•0 comments