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Ask HN: Are we forcing LLMs to be State Machines?

2•kodiyak•4h ago
I'm building a customer service platform and I've hit a wall of frustration. The "AI Agent" demos and tutorials are always sleek, but the reality of bridging messy, unstructured user intent with rigid, transactional internal processes has been a nightmare of edge cases.

It feels like I spend 80% of my engineering effort building guardrails to prevent hallucinations or catastrophic logic failures, and only 20% actually shipping features.

My question for those with actual skin in the game (production-grade only, please):

Have you found a legitimate architectural "sweet spot" between strict business determinism and the probabilistic nature of LLMs?

Or are we just trying to shoehorn a stochastic token predictor into acting like a Finite State Machine, and deep down, this is just unsustainable hype for mission-critical workflows?

I’m looking for war stories and reality checks, not theoretical pitches.

Atlas – async multimodal agent/biological homeostasis/memory consolidation

https://github.com/LingTravel/Atlas
1•NotLing•47s ago•1 comments

Bye, Mom

https://aella.substack.com/p/bye-mom
1•reducesuffering•3m ago•0 comments

Recipe Step Generator

https://recipestepgenerator.com
1•ashing•8m ago•0 comments

TNI and TNI-R: Transient Node Integration for Precision Orbital Navigation

https://zenodo.org/records/17809868
1•okushigue•8m ago•1 comments

UK judge judge accused of packing verdict with dodgy AI quotes

https://www.rollonfriday.com/news-content/sandie-peggie-judge-accused-packing-verdict-dodgy-quotes
1•esquivalience•12m ago•0 comments

Al Is a Crock, by Robert Gore

https://straightlinelogic.com/2025/12/13/ai-is-a-crock-by-robert-gore/
1•AstroNutt•14m ago•1 comments

The Well: 15TB of Physics Simulations

https://github.com/PolymathicAI/the_well
1•punnerud•19m ago•0 comments

Dutch-American Friendship Treaty

https://en.wikipedia.org/wiki/DAFT
1•TechTechTech•21m ago•0 comments

Redk: Redis Re-Implemented with SQL

https://github.com/nalgeon/redka
1•maxloh•32m ago•0 comments

Show HN: I scraped Zed's docs into a single PDF so I could read them on my iPad

https://github.com/dohyeondk/zed-doc-to-pdf
1•dohyeondk•32m ago•1 comments

China's Real Estate Bust Fueled Its Technological Progress – Louis Vincent [video]

https://www.youtube.com/watch?v=NBMDICxYAxQ
2•xbmcuser•33m ago•0 comments

Compiler Engineering in Practice

https://chisophugis.github.io/2025/12/08/compiler-engineering-in-practice-part-1-what-is-a-compil...
1•dhruv3006•40m ago•1 comments

Journaling and Prompting

1•grandimam•41m ago•0 comments

Moving from WordPress to Substack

https://charity.wtf/2025/12/14/moving-from-wordpress-to-substack/
1•gpi•41m ago•0 comments

Ask Your Cryptographer If Context-Committing AEAD Is Right for You

https://iacr.org/cryptodb//data/paper.php?pubkey=35476
3•nabla9•42m ago•0 comments

First-Time User Experience

https://en.wikipedia.org/wiki/First-time_user_experience
1•nomilk•45m ago•0 comments

Reverse engineering Claude's memory system

https://manthanguptaa.in/posts/claude_memory/
2•Areibman•50m ago•0 comments

The Five Forces That Broke Capitalism – and One Possible Fix

https://www.bloomberg.com/news/features/2025-12-12/is-capitalism-failing-five-factors-that-broke-...
2•helsinkiandrew•53m ago•3 comments

The Path to Mojo 1.0: open source v1.0 expected for 2026

https://www.modular.com/blog/the-path-to-mojo-1-0
2•maxloh•54m ago•1 comments

'Godmother of AI' says degrees are less important in hiring

https://fortune.com/2025/12/12/fei-fei-li-stanford-professor-godmother-ai-college-degrees-skills-...
3•alexgotoi•54m ago•0 comments

Turning my reading list into podcasts

https://www.coryd.dev/posts/2025/turning-my-reading-list-into-podcasts
1•freediver•55m ago•0 comments

Fearless Website Updates with Hugo

https://home.expurple.me/posts/fearless-website-updates-with-hugo/
1•Expurple•57m ago•0 comments

Show HN: How to make Professional Footer for your website (Online-Tool) by me

https://medium.com/@fachaaccou/how-to-make-a-designed-footer-for-your-website-tutorial-online-too...
1•aminekhd•57m ago•0 comments

What I learned building an opinionated and minimal coding agent

https://mariozechner.at/posts/2025-11-30-pi-coding-agent/
1•gmays•58m ago•0 comments

Photonic Chips Are Coming Faster Than Anyone Expected – Akhetonics [video]

https://www.youtube.com/watch?v=9tqOPS6x9l8
1•starwatch•59m ago•0 comments

Stop writing if statements for your CLI flags

https://hackers.pub/@hongminhee/2025/stop-writing-if-statements-for-your-cli-flags
1•dahlia•1h ago•0 comments

My Gift to the Rustdoc Team

https://fasterthanli.me/articles/my-gift-to-the-rust-docs-team
1•joshka•1h ago•0 comments

Bamboos Blossomed in Japan in 2019

https://grapeejapan.com/114838
2•nvader•1h ago•0 comments

Medieval Moons

https://aeon.co/essays/what-the-moon-meant-to-medieval-christian-and-islamic-authors
2•prismatic•1h ago•0 comments

AI Analyzes Language as Well as a Human Expert

https://www.wired.com/story/in-a-first-ai-models-analyze-language-as-well-as-a-human-expert/
2•quapster•1h ago•0 comments