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Show HN: Long-horizon LLM coherence benchmark (500 cycles)

https://zenodo.org/records/18271592
1•teugent•1h ago
We ran a 500-cycle benchmark to test long-horizon coherence, reasoning stability, and identity persistence in large language models.

The experiment used the Sigma Runtime, a model-agnostic control layer that adds long-term memory, structural coherence tracking, and adaptive equilibrium regulation to standard LLMs. It enables stable reasoning and personality continuity across hundreds of interactions without context resets.

Protocol overview - 500 reasoning cycles divided into 10 blocks of 50 questions. - Every 50th response (“Rib Point”) compresses and validates reasoning from the previous 49 cycles. - Each block builds on prior synthesis, forming a cumulative reasoning chain up to cycle 500. - The final cycle (C500) performs full closure, verifying long-range consistency.

Two independent tests - OpenAI GPT-5.2 — phase-stable regime: early micro-fractures during lattice formation self-corrected by C50; zero structural drift afterward. - Google Gemini-3-Flash — forced-equilibrium regime: proportional feedback absorbed API truncations and prevented over-stabilization.

Results - Both runs maintained full coherence and stable identity across 500 cycles. - Rib Points confirmed successful recursive compression: reasoning remained referentially consistent. - Structural drift and semantic degradation ≈ 0 across both architectures.

Architecture components - SRIP-09: Long-Term Memory + Structural Coherence Layer - SRIP-09c: Nucleus Integration Protocol (semantic anchoring)

Full report (DOI): https://doi.org/10.5281/zenodo.18271591 Appendix & data: https://github.com/sigmastratum/documentation/blob/a57bae59b...

Foreigners' data stolen in hack of French immigration agency

https://www.lemonde.fr/en/pixels/article/2026/01/05/foreigners-data-stolen-in-hack-of-french-immi...
1•eurg•1m ago•0 comments

Exposing muscle tissue to blood from Long Covid patients weakens mitochondria

https://iopscience.iop.org/article/10.1088/1758-5090/adf66c
1•brandonb•1m ago•0 comments

'The Technology Is There': Supreme Court Practitioners Embracing AI

https://www.law.com/nationallawjournal/2026/01/15/the-technology-is-there-supreme-court-practitio...
1•hooverlabs•1m ago•0 comments

Show HN: The Friend Zone, a curated list of web games to play with friends

https://friendzone.games/
1•johnsillings•4m ago•1 comments

BAML is a domain-specific language to generate structured outputs from LLMs

https://docs.boundaryml.com/home
2•tosh•6m ago•0 comments

Earth is warming faster. Scientists are closing in on why

https://www.economist.com/science-and-technology/2024/12/16/earth-is-warming-faster-scientists-ar...
2•andsoitis•9m ago•0 comments

It's ridiculously fun to evolve flies to find food

https://claude.ai/public/artifacts/8f39482c-b2c7-4bd6-8d47-41bc7b678b7e
2•logicallee•12m ago•1 comments

Something Happens When You Straighten the Cursor [video]

https://www.youtube.com/watch?v=8cjLa5aOmsM
1•vinhnx•14m ago•0 comments

For me, Hacker News is probably the best community on the internet

6•DenisDolya•16m ago•0 comments

Aionui – Unified desktop workspace for multiple CLI AI agents

https://github.com/iOfficeAI/AionUi
1•testycool•18m ago•0 comments

Show HN: MindFry – A database engine that implements biological memory decay

1•laphilosophia•18m ago•0 comments

Second and Third Order Effects of Vibe Coding

https://www.enterprisevibecode.com/p/second-and-third-order-effects-of-vibe-coding
1•mlady•19m ago•1 comments

Show HN: Differentiable Quantum Chemistry

https://github.com/lowdanie/hartree-fock-solver
1•lowdanie•21m ago•0 comments

Trump's 'Free Speech' Presidency Has Racked Up 200 Censorship Attempts

https://www.techdirt.com/2026/01/16/trumps-free-speech-presidency-racked-up-200-censorship-attemp...
5•HotGarbage•21m ago•2 comments

Writers and Their Day Jobs

https://lithub.com/the-work-behind-the-writing-on-writers-and-their-day-jobs/
1•keiferski•22m ago•0 comments

OpenAI will start testing ads in ChatGPT free and Go tiers

https://twitter.com/OpenAI/status/2012223373489614951
2•jcfrei•23m ago•0 comments

Show HN: HORenderer3: A C++ software renderer implementing OpenGL 3.3 pipeline

https://github.com/Hobanghann/HORenderer3
2•zghdls•23m ago•0 comments

Dutch parcel deliverers (PostNL, DHL) shamed online raises privacy concerns

https://nltimes.nl/2026/01/16/dutch-parcel-deliverers-publicly-shamed-online-raising-privacy-conc...
3•giuliomagnifico•23m ago•0 comments

Looking for cofounder(s) in next‑gen memory (theory-driven and materials)

1•feynman_quantum•24m ago•0 comments

The Cruel, Conceited Follies of Trump's Foreign Policy: 2026 Edition

https://notesonliberty.com/2026/01/15/the-cruel-conceited-follies-of-trumps-foreign-policy-2026-e...
4•brandonlc•25m ago•0 comments

I'm building the finviz of prediction markers

https://www.polyviz.io/
1•mattmerrick•26m ago•0 comments

Show HN: What if your menu bar was a keyboard-controlled command center?

https://extrabar.app/
9•pugdogdev•26m ago•0 comments

Ask HN: Feedback on an open cognitive framework (design and structure)

1•DELTA-X•26m ago•0 comments

Independent fellowships for post‑PhD next‑gen memory research

1•feynman_quantum•26m ago•0 comments

I Stopped Reading Fiction and How I Found It Again

https://leroy.works/articles/why-i-stopped-reading-fiction-and-how-i-found-it-again/
1•leroy-is-here•27m ago•0 comments

2025 was the third hottest year on record

https://www.economist.com/science-and-technology/2026/01/14/2025-was-the-third-hottest-year-on-re...
13•andsoitis•27m ago•2 comments

Bethesda's former Elder Scrolls loremaster on why he left

https://www.pcgamer.com/games/the-elder-scrolls/bethesdas-former-elder-scrolls-loremaster-on-why-...
2•cainxinth•29m ago•0 comments

Show HN: Open-source AI workflows for high converting social media videos

https://github.com/gptmarket/ai-workflows
1•tadasg•30m ago•0 comments

NATO members face tariffs increasing to 25% until Greenland purchase deal struck

https://www.cnbc.com/2026/01/17/trump-greenland-tariffs-nato.html
13•pseudolus•31m ago•1 comments

Dagwood Sandwich

https://en.wikipedia.org/wiki/Dagwood_sandwich
1•thunderbong•33m ago•0 comments