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A verification loop 4x'd DeepSeek's intelligence, matching Opus at 1/7 the cost

https://ironbee.medium.com/what-a-verification-loop-adds-to-a-coding-agent-a-first-look-5049017e636e
6•sozal•1h ago

Comments

_aavaa_•44m ago
Seems interesting, but buried under a mountain of written slop.
sozal•40m ago
Fair on the length. The verification loop took DeepSeek from ~20 to ~80 on Web-Bench, matching Opus at ~7x less cost. Curious if the method holds up for you.
_aavaa_•15m ago
Well I don’t know what the method is, there’s a mention of ironbee, but I’m not willing to spend the time digging through this to figure out what’s needed and how to set it up.

StoryScope: Investigating Idiosyncracies in AI Fiction

https://arxiv.org/abs/2604.03136
1•djha-skin•49s ago•0 comments

Brain Chemistry Changes After Just Three Days of Silence

https://www.bgr.com/science/your-brain-chemistry-changes-after-just-three-days-of-silence/
1•momentmaker•1m ago•0 comments

Show HN: Bloomiro, an MCP tool for improving SEO and AI search visibility

https://bloomiro.com
1•johnbuildss•2m ago•0 comments

Show HN: I made a JavaScript layer that let's me make clinical research for free

1•pathmap•2m ago•1 comments

Chinese EV makers Geely, Chery take over empty European auto factories

https://restofworld.org/2026/chinese-ev-europe-factory-takeover-tariffs/
1•JeanKage•3m ago•0 comments

What a Data Engineer Misses About Transformers (Until You Build One)

https://saran-blog.vercel.app/posts/what-a-data-engineer-misses-about-transformers/
1•smallel4•5m ago•0 comments

I Quit My PhD

https://www.lowimpactfruit.com/p/when-i-quit-my-phd
1•andsoitis•5m ago•0 comments

The Only Two Things We Ever Say to Each Other

https://www.hardrefresh.life/the-only-two-things-we-ever-say-to-each-other/
1•speckx•5m ago•0 comments

Chat Control 1.0 approved to be voted on on Thursday

https://digitalcourage.social/@echo_pbreyer/116878253081563900
1•nickslaughter02•6m ago•1 comments

Decline of PhD Admissions Could Imperil a 'Generation of New Talent'

https://www.nytimes.com/2026/07/06/us/research-universities-fewer-phds-science.html
2•pseudolus•7m ago•1 comments

How Statisticians Split a Bill

https://dmvaldman.github.io/tablestakes/
1•dmvaldman•7m ago•0 comments

The power of APIs: The unsung hero of AI interface

https://www.collabora.com/news-and-blog/blog/2026/07/07/the-power-of-apis-the-unsung-hero-of-ai-i...
2•losgehts•7m ago•0 comments

GitHub Has Restricted Access to Star Data

https://www.star-history.com/blog/github-stargazer-api-restriction/
4•eatonphil•9m ago•1 comments

Show HN: Revector – Alembic-style schema migrations for Qdrant

https://github.com/diegoglozano/revector
1•diegoglozano•9m ago•0 comments

Show HN: hnsubstacks – A Hacker News clone listing only Substacks

https://hnsubstacks.com/
1•cartucho1•10m ago•0 comments

Mozilla's Otari: The Open Source LLM Control Plane

https://www.mozilla.ai/product/otari
1•nunodonato•11m ago•0 comments

I ran the official MCP conformance suite against a real server

https://www.barefootdigital.dev/blog/what-the-official-mcp-conformance-suite-actually-tells-you-a...
1•barefootdifital•11m ago•0 comments

Treasury Has an Internal Report Warning About the Dangers of an AI Bubble

https://www.notus.org/economy/treasury-internal-report-warning-dangers-ai-bubble
4•petethomas•15m ago•0 comments

Pqc-scan: scan your codebase for quantum-vulnerable cryptography

https://github.com/sachhg/pqc-scan
1•sachitm21•17m ago•0 comments

United Airlines Loses Bid to Dismiss Lawsuit over 'Windowless' Window Seats

https://simpleflying.com/united-airlines-loses-bid-to-dismiss-lawsuit-over-windowless-window-seats/
1•randycupertino•18m ago•1 comments

A Peek Inside Jim Henson's Creature Shop, Where Whimsical Puppets Are Designed

https://www.smithsonianmag.com/travel/a-peek-inside-jim-hensons-creature-shop-where-sesame-street...
1•pseudolus•18m ago•0 comments

Chat Control 1.0 and 2.0 Explained

https://fightchatcontrol.eu/chat-control-overview
4•gasull•18m ago•0 comments

Rising Floor, Runaway Ceiling

https://juanloco.dev/posts/rising-floor-runaway-ceiling/
2•juanloco•18m ago•0 comments

UK Train Platform Finder

https://www.whatplatform.co.uk
1•bookofjoe•19m ago•0 comments

Researchers Reveal the Power of 'Quantum Proofs'

https://www.quantamagazine.org/researchers-reveal-the-power-of-quantum-proofs-20260706/
1•Brajeshwar•20m ago•0 comments

Repurposing crypto mining hardware as a budget Linux gaming PC

https://bc250.info/
1•ClifReeder•21m ago•0 comments

Sodium-ion "salt" batteries will revolutionize electric-vehicle and grid storage

https://www.newscientist.com/article/2532997-salt-batteries-are-about-to-shake-up-evs-and-grid-st...
7•ck2•21m ago•2 comments

ArcadeDB Cloud Observability: OpenTelemetry Tracing, Structured Logging, K8s

https://arcadedb.com/blog/arcadedb-cloud-observability-opentelemetry-kubernetes/
2•lvca•21m ago•0 comments

DRAM prices are killing the cheap smartphone

https://www.theregister.com/personal-tech/2026/07/07/dram-prices-are-killing-the-cheap-smartphone...
2•LorenDB•23m ago•0 comments

Bees 'facial expressions' may be a sign of their inner live

https://theconversation.com/bees-facial-expressions-may-be-a-sign-of-their-inner-lives-286839
1•andsoitis•23m ago•0 comments