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Most LLM cost isn't compute – it's identity drift (110-cycle GPT-4o benchmark)

https://github.com/sigmastratum/documentation/blob/main/sigma-runtime/SR-EI-03/benchmark_report_SR_v035.md
1•teugent•1h ago

Comments

teugent•1h ago
We ran a controlled 110-cycle benchmark on GPT-4o under identical context limits and temperature.

Baseline used a static system prompt. SIGMA runtime reasserts identity and consolidates context each cycle.

Results: - 60.7% fewer tokens (1322 → 520) - 20.9% lower latency (3.22s → 2.55s) - baseline drifted at cycle 23 and collapsed by cycle 73

No fine-tuning, no RAG, no larger context window. Just runtime-level control.

Happy to answer questions.

Show HN: WineBar: A yet another Wine prefix manager, with Asahi Linux support

https://github.com/Tulon/WineBar
1•JosifA•29s ago•0 comments

Skills-kit/Framework for AI-generated, testable automation skills for every LLM

https://github.com/gabrielekarra/skills-kit
1•gabrielekarra•2m ago•1 comments

Our effort to improve the Mintlify assistant

https://www.mintlify.com/blog/assistant-improvements
1•samuel246•3m ago•0 comments

One Agent Isn't Enough

https://benr.build/blog/one-agent-isnt-enough
1•bisonbear•4m ago•0 comments

10K Docker images spray live cloud creds across the internet

https://www.theregister.com/2025/12/11/docker_hub_secrets_leak/
1•Brajeshwar•5m ago•0 comments

New window insulation blocks heat, but not your view

https://techxplore.com/news/2025-12-window-insulation-blocks-view.html
1•Brajeshwar•5m ago•0 comments

Show HN: Solodash – A single player, Balderdash-style daily word game

https://solodash.net
1•Nathanadian•6m ago•0 comments

Playing Santa Does Things to a Man. What It Did to Bob Rutan Was Even Stranger

https://www.esquire.com/lifestyle/a69597294/santaland-bob-rutan/
1•Lightbody•6m ago•0 comments

Show HN: Kinkora – A creative playground for experimenting with video models

https://kinkora.fun/
5•heavenlxj•12m ago•1 comments

Show HN: Oscilla – Free ngrok alternative for sharing localhost on the 'net

https://oscilla.tech/
1•clowerweb•12m ago•1 comments

What NeurIPS shows about where robotics and physical AI research is flourishing

https://robotsandstartups.substack.com/p/increased-focus-on-robotics-at-neurips
1•robotlaunch•16m ago•0 comments

Elegant Types in Ruby

https://github.com/low-rb/low_type
2•x3qt•20m ago•0 comments

Multiple Indicted on Charges of Theft and Re-Sale of Restaurant Cooking Oil

https://www.justice.gov/usao-sdia/pr/multiple-chinese-nationals-indicted-charges-related-theft-an...
6•737min•21m ago•1 comments

Science sleuths raise concerns about scores of bioengineering papers

https://www.nature.com/articles/d41586-025-03870-3
2•bookofjoe•22m ago•1 comments

Show HN: AI Fiction Duel – adversarial storytelling structure for LLMs

https://aifictionduel.com/
1•pfeaster•22m ago•0 comments

Molecular Effects of Indoor Tanning

https://www.science.org/doi/10.1126/sciadv.ady4878
1•thunderbong•24m ago•0 comments

Name your projects something fun

https://substack.com/inbox/post/181413808
2•lazy_afternoons•28m ago•1 comments

Show HN: Logforth, A versatile and extensible Rust logging framework

https://github.com/fast/logforth
1•tison•28m ago•0 comments

"Gentle" Lecture on the Wigner's Semicircle Law in Python Package Leymosun

https://github.com/msuzen/leymosun/blob/main/lectures/wigner_semicircle.ipynb
1•northlondoner•30m ago•0 comments

Supervisor Jackie Fielder is about to ban all new R&D in the Mission SF

https://twitter.com/terronk/status/1999532633097712090
3•donsupreme•31m ago•0 comments

Hacking Chromium Source Code: Replace DevTools HTTP Handler with Redis PubSub

https://www.deadf00d.com/post/chromium-pub-sub-redis.html
2•deadf00d•33m ago•0 comments

Palmeiras and Flamengo became South America's football superpowers

https://www.theguardian.com/football/2025/nov/28/how-palmeiras-and-flamengo-became-south-americas...
2•PaulHoule•33m ago•0 comments

Meta "deletes" years of conversations with friends/family

3•effectkai•34m ago•1 comments

I built this free app Word monitor, check it out

https://catchwords-app.onrender.com
1•ardi_c_cc•34m ago•0 comments

Undefinable yet Indispensable

https://aeon.co/essays/the-word-religion-resists-definition-but-remains-necessary
2•Brajeshwar•35m ago•0 comments

Building the Weir Language

https://elijahpotter.dev/articles/building-the-weir-language
1•chilipepperhott•36m ago•0 comments

Silk Road-linked Bitcoin wallets move $3M to new address

https://cointelegraph.com/news/silk-road-wallets-transfer-3m-bitcoin-new-address
2•flipped•37m ago•1 comments

Ad-Free Social Media

https://treechat.com
1•mitya777•39m ago•0 comments

Show HN: Online ASN1 DER parser and editor

https://crypto.qkation.com/asn1
1•TheBestTvarynka•40m ago•0 comments

OpenChessClub: Free and OS Chess Club Management Software

https://github.com/OpenChessClub/openchessclub
1•whatamidoingyo•41m ago•0 comments