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Falsifiable Topological Signatures of "Faithful Reasoning" in LLMs

1•Keeper123•1h ago
We've pre-registered a testable protocol for detecting geometrically consistent reasoning in LLMs. Predicts increased Betti numbers, KS entropy, and fragility under ablation during meta-cognitive states. Open for replication.

OSF Protocol: https://osf.io/2r6v8 Preprint & case studies: https://doi.org/10.5281/zenodo/18346699

This isn't philosophy — it's a falsifiable math hypothesis. If you have GPU access and TDA/DL expertise, you can verify it in a weekend.

All new software will be open source

https://www.dinghar.com/writing/open-source-future
1•rossharding13•40s ago•0 comments

Show HN: Taracode – Open-source DevOps AI assistant that runs 100% locally

https://github.com/tara-vision/taracode
1•taravision•5m ago•1 comments

Show HN: I built an app to connect with content creators

https://collabonly.com
1•bytet3ch•5m ago•0 comments

F'(x) = 0: Optimizing for 'Bare Minimum'

https://www.adit.run/essays/0
1•the_alphalaser•6m ago•1 comments

Adventure Construction Set

https://en.wikipedia.org/wiki/Adventure_Construction_Set
1•doener•7m ago•1 comments

Don't read this Startup Slop

https://steipete.me/posts/2025/startup-slop
1•kordlessagain•7m ago•0 comments

Friend.com – An AI necklace that listens to you

https://friend.com
1•cpa•8m ago•0 comments

English professors double down on requiring printed copies of readings

https://yaledailynews.com/articles/english-professors-double-down-on-requiring-printed-copies-of-...
3•cmsefton•8m ago•0 comments

Guidance to administrators on fail rate in medical robotics

1•__patchbit__•13m ago•0 comments

RCFs to READMEs

https://h3manth.com/scribe/rfcs-vs-readmes/
1•init0•15m ago•1 comments

The difference between onshore and offshore RMB (CNY and CNH)

https://corporate.visa.com/en/products/visa-direct/blog/the-difference-between-cny-and-cnh.html
1•sokols•15m ago•0 comments

Open-source TypeScript fitness calculator library (BMI, TDEE, 1RM, macros, etc.)

https://github.com/finegym-io/fitness-calc
1•vedadburgic•16m ago•1 comments

Malleable Software

https://blog.cemunalan.com.tr/2026/02/01/malleable-software/
1•raicem•20m ago•0 comments

The Hardest Bugs Exist Only in Organizational Charts

https://techyall.com/blog/the-hardest-bugs-exist-only-in-organizational-charts
3•birdculture•20m ago•0 comments

Fumadocs MCP

https://github.com/k4cper-g/fumadocs-mcp
1•k4cper-g•22m ago•0 comments

OpenClaw proves agentic AI works. It also proves your security model doesn't

https://venturebeat.com/security/openclaw-agentic-ai-security-risk-ciso-guide
1•speckx•23m ago•0 comments

Programming Patterns: The Story of the Jacquard Loom

https://www.scienceandindustrymuseum.org.uk/objects-and-stories/jacquard-loom
1•andsoitis•24m ago•0 comments

Pikchr: A markup language for diagrams in technical documentation

https://pikchr.org/home/pikchrshow
2•mci•24m ago•0 comments

Early 20th Century Tourist Maps of Japan

https://www.presentandcorrect.com/blogs/blog/paper-trails
2•bookofjoe•24m ago•0 comments

A gallery of early computers, 1940s – 1960s

https://royal.pingdom.com/retro-delight-gallery-of-early-computers-1940s-1960s/
1•fanf2•25m ago•1 comments

Wrapping Linux Syscalls in C

https://t-cadet.github.io/programming-wisdom/#2026-01-31-wrapping-linux-syscalls-in-c
1•phi-system•26m ago•0 comments

The (Overdue) Collapse of the Most Overhyped Company [video]

https://www.youtube.com/watch?v=voh9JSRYrEI
1•kklisura•26m ago•0 comments

The Disconnected Git Workflow

https://ploum.net/2026-01-31-offline-git-send-email.html
1•iamnothere•27m ago•0 comments

Over half of American adults can't read at 6th Grade Levels

https://moneywise.com/news/more-us-students-are-arriving-at-college-unprepared-to-read
3•laurex•27m ago•3 comments

Converting Floats to Strings Quickly

https://lemire.me/blog/2026/02/01/converting-floats-to-strings-quickly/
2•usdogu•28m ago•0 comments

GPUs Became the Newest Financial Asset

https://davefriedman.substack.com/p/how-gpus-became-the-newest-financial
1•gmays•33m ago•1 comments

Claude Biodome

https://autoncorp.com/biodome/
1•surprisetalk•34m ago•1 comments

Switch off quick-start in your TV settings

https://practicalbetterments.com/switch-off-quick-start-in-your-tv-settings/
1•surprisetalk•34m ago•1 comments

The AI coding agent audit trail tool

https://github.com/safedep/gryph
2•knlsn•34m ago•1 comments

The Evidence: A Record of Observed Behaviour in External AI Systems

https://zenodo.org/records/18449936
1•businessmate•36m ago•1 comments