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Show HN: A Serverless Neuro-Symbolic Logic Engine (Interactive Whitepaper)

https://petzi2311.github.io/
1•CausaNova•1h ago

Comments

CausaNova•1h ago
Hi HN,

Yesterday I argued that we need to move from "Prompt Engineering" to "Logic Engineering" to fix LLM hallucinations in critical infrastructure.

Instead of just writing about it, I built this artifact. It is a single HTML file that contains:

    The Architectural Whitepaper (Operational Safety via Recursive Constraint Satisfaction).

    The Actual Engine running interactively in the browser (Tab: "Run Interactive Demo").
It demonstrates how to decouple Neural Planning (LLM) from Symbolic Execution (SMT) using a self-extending JSON-DSL. The demo simulates the SMT-Solver logic in client-side JavaScript to prove that validation can be portable and serverless.

The code is the paper. The paper is the code.

Happy to answer questions about the architecture.

How Iran Switched Off the Internet

https://www.ft.com/content/5d848323-84a9-4512-abd2-dd09e0a786a3
1•ViktorRay•21s ago•0 comments

Show HN: SheetsToLabels – Generate PDF price tags and labels from Google Sheets

https://sheetstolabels.com/
1•cvbox•1m ago•1 comments

Codex team refuses to add hooks to Codex CLI

https://github.com/openai/codex/pull/2904
1•behnamoh•1m ago•0 comments

How to lose Western Allies in the Arctic 101

https://www.thearcticinstitute.org/how-lose-western-allies-arctic-101/
1•mooreds•1m ago•0 comments

Trump administration sends letter wiping out addiction, mental health grants

https://www.npr.org/2026/01/14/nx-s1-5677104/trump-administration-letter-terminating-addiction-me...
2•dpcx•2m ago•0 comments

Show HN: Dgdoc – Go Office Templating

https://github.com/dgmosdev/dgdoc
1•parevo•4m ago•0 comments

Amazon Robotics SDE new grad expectations

1•aroy21•5m ago•0 comments

Show HN: Yearly Calendar recap. Google and Outlook calendars only

https://actordo.com/yearly-calendar-recap/
1•websku•5m ago•0 comments

Show HN: Melker – Terminal UIs you can read before you run

https://melker.sh
1•ymodulo•5m ago•0 comments

UK's Open Cosmos beats Thiel-backed Rivada to European satellite licence

https://www.ft.com/content/8262dff8-38da-4230-855d-9b7da1bc1c36
1•alephnerd•8m ago•0 comments

Government drops plans for mandatory digital ID to work in UK

https://www.bbc.com/news/articles/c3385zrrx73o
3•FridayoLeary•8m ago•0 comments

I was placed in the "retarded" class in first grade

https://perens.com/2025/10/26/my-experience-with-being-handicapped-in-the-early-60s/
2•ogogmad•9m ago•1 comments

Show HN: YASP – Open-source, modern status page with full CMS control

https://yasp.io
7•soaringmonchi•11m ago•0 comments

Smelter: Babashka but for Coalton and Common Lisp

https://github.com/abacusnoir/smelter
2•wild_egg•12m ago•0 comments

Denmark sends military reinforcements to Greenland

https://www.dr.dk/nyheder/indland/groenland/efter-pres-fra-usa-danmark-er-nu-begyndt-sende-milita...
21•mooreds•12m ago•8 comments

Show HN: Browser extension to LeetCode easily on mobile

https://github.com/seancze/leetcode-on-the-go
1•seancze•12m ago•0 comments

We are living in a time of polycrisis. If you feel trapped – you're not alone

https://www.theguardian.com/wellness/2026/jan/14/new-year-polycrisis-psychology-feeling-trapped
1•n1b0m•13m ago•0 comments

Event-Mode Neutron Imaging Enables Isotope-Resolved, Time-of-Flight Radiography

https://www.lanl.gov/media/publications/1663/crystal-clear
1•LAsteNERD•13m ago•1 comments

When AI Procurement Fails, What Evidence Exists?

https://www.aivojournal.org/when-ai-procurement-fails-what-evidence-exists/
2•businessmate•14m ago•1 comments

Show HN: Control local CLI agents (Claude, Gemini, Copilot) via email

https://mailpilot.chat
1•keepamovin•14m ago•1 comments

Optimizing data throughput for Postgres snapshots with batch size auto-tuning

https://xata.io/blog/postgres-snapshots-with-batch-size-auto-tuning
1•eminano•15m ago•0 comments

A Rant About Stuttering Apps

https://datadriven.wrbl.xyz/pocket-supercomputer/
1•wrbl•15m ago•0 comments

Show HN: NeuroHTTP – AI HTTP server written in C/َAssembly

https://github.com/okba14/NeuroHTTP
1•oqba•15m ago•0 comments

~70% AUC on title-only HN success prediction by training a BERT model

https://philippdubach.com/standalone/hn-prediction/
7•7777777phil•17m ago•1 comments

GLM-Image: Open-Source Auto-Regressive Model for Image Generation

https://z.ai/blog/glm-image
1•polyrand•17m ago•1 comments

Show HN: Cowork – A curated list of resources for Claude Cowork

https://awesomecowork.com
1•horatio_li•18m ago•0 comments

Show HN: Utter – system-wide dictation with prompt-based post-processing iOS/Mac

https://utter.to
1•helro•18m ago•0 comments

I'm The Captain Now: Hijacking a global ocean supply chain network

https://eaton-works.com/2026/01/14/bluspark-bluvoyix-hack/
1•EatonZ•19m ago•0 comments

Glass Tetris

https://glass-tetris.vercel.app/
1•nanxiaobei•19m ago•0 comments

Anthropic Invests $1.5M in Python Software Foundation and Open Source Security

https://pyfound.blogspot.com/2025/12/anthropic-invests-in-python.html
3•birdculture•20m ago•0 comments