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Formal proof that a categorical phase-skip detector catches what CUSUM/GLR can't

https://www.academia.edu/164981853/Resonant_Symbolic_Operator_Calculus_RSOC_Formal_Convergence_Proof_of_%CF%87_t_Under_Adversarial_Phase_Conditions_including_Lemma_5_One_Step_Simultaneous_Detection
1•nicbogaert•1h ago

Comments

nicbogaert•1h ago
Statistical change-point detectors (CUSUM, GLR, Page's test) share a structural vulnerability: an adversary who knows the sufficient statistic can steer the post-change distribution toward the pre-change distribution and suppress the alarm indefinitely. This is documented in the 2024 covert detection literature, not a theoretical edge case.

For categorical architectural violations — a system jumping from phase state S5 to S8 in one step, bypassing required stages — there is no distribution to match. The skip is its own fingerprint.

I built a formal convergence proof for a deterministic binary predicate (d_score) and event-triggered corrective controller (χ(t)) in a hybrid discrete/continuous monitor. The main result: under β > Pmax/ρmin, χ(t) converges before structural drift reaches the hard ceiling at all recursion depths. The convergence condition is satisfied analytically — no empirical benchmarking required.

Paper (22pp, includes annotated implementation): https://www.academia.edu/164981853/Resonant_Symbolic_Operato...

Known limitations are documented: single-step adversary only (multi-step acceleration attack is an open problem, engineering extension exists), baseline integrity is a precondition not a theorem.

Books and Blogs (2017)

https://stratechery.com/2017/books-and-blogs/
1•herbertl•36s ago•0 comments

Markdown, Llms.txt and AI Crawlers

https://dri.es/markdown-llms-txt-and-ai-crawlers
1•DoctorOW•38s ago•0 comments

Find roles, meetups, and bounties that showcase what you can do–now, not later

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2•M0HD197•2m ago•1 comments

Show HN: AlliHat – Claude on Safari

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Tech Layoffs Are Not About AI: An Insider View from a Former Amazon Manager [video]

https://www.youtube.com/watch?v=uyCcgG4nm90
1•DeathArrow•6m ago•0 comments

Workaround to get a functional search bar on a stock Google Pixel homescreen

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1•prism56•7m ago•1 comments

Berkson's Paradox

https://en.wikipedia.org/wiki/Berkson%27s_paradox
1•scapecast•10m ago•0 comments

Apple's 512GB Mac Studio vanishes, a quiet acknowledgment of the RAM shortage

https://arstechnica.com/gadgets/2026/03/apples-512gb-mac-studio-vanishes-a-quiet-acknowledgement-...
1•reenorap•14m ago•1 comments

Update Your Favicon in Search Results

https://crawler.sh/blog/how-to-force-google-to-update-your-favicon/
1•mehmetkose•15m ago•1 comments

Full Stack Claude with VS Code Workspaces

https://twitter.com/BosonJoe/status/2030300175969698266
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Ageless Linux

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1•validatori•16m ago•0 comments

Why Brave is opposing Google's Android developer registry

https://brave.com/blog/keep-android-open/
3•XzetaU8•19m ago•0 comments

Rewriting Our Database in Rust

https://medium.com/airtable-eng/rewriting-our-database-in-rust-f64e37a482ef
1•eatonphil•20m ago•0 comments

During WWI, a daredevil pilot helped invent the first 'drones'

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1•Brajeshwar•21m ago•0 comments

A unicorn-like Spinosaurus found in the Sahara

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1•Brajeshwar•21m ago•0 comments

We have more privacy controls yet less privacy

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3•Brajeshwar•21m ago•0 comments

AI Accelerator Open-source platform for running AI systems in production

https://pypi.org/project/ai-accelerator/
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Never Snooze a Future

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2•lukastyrychtr•24m ago•0 comments

Show HN: How to train and run models with RL Envs

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Best Monitoring and Observability Platform?

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Show HN: BunnyNet – A Modern Java SDK for BunnyCDN Storage

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Algorithm names are the new cognitive activators. Your vocabulary is your tool

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1•chtefi•31m ago•0 comments

Plan management patches for Postgres 19

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1•biehl•34m ago•0 comments

Show HN: Fingerprinting Text Embedding Models via Floating-Point Artifacts

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Cutie Fly: CuTe Layout Representation and Algebra, CuTeDSL, FlyDSL

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2•matt_d•36m ago•0 comments

Same ladder, different game: Why working harder stops working

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1•atbrakhi•41m ago•0 comments

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AST-filtered eval() is not a sandbox: Severity 10 CVE-2026-26030, and others

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1•beagle3•42m ago•0 comments

OdinTools

1•OdinTools•46m ago•0 comments

Why the AI Discourse Cannot Ask Who Bears the Cost of Automation

https://eventuallymarching.substack.com/p/the-last-rung
1•mridlll•46m ago•1 comments