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The Future Is Neuro-Symbolic: Where Has It Been, and Where Is It Going?

https://ojs.aaai.org/index.php/AAAI/article/view/42130
4•walterbell•1h ago

Comments

edoardobambini-•1h ago
A lot of past neuro-symbolic work struggled because the integration layer was too tightly coupled.

Either the symbolic part constrained the model too much, or the neural part bypassed it entirely.

It feels like the real opportunity now is treating symbolic reasoning more like a verification or constraint layer rather than part of the generation process itself.

Ask HN: How are you handling runtime security for your AI agents?

1•saranshrana•1m ago•0 comments

Site ranks #1 on Google. ChatGPT has never heard of you

https://www.spotlight.cx/blog/keywords-are-dead
1•soorajsanker•4m ago•0 comments

LLMs don't know how to think

https://tictacguy.github.io/Meta-Reasoning/
2•tomolomolo•6m ago•0 comments

Digital Experience Consulting Company – ViitorCloud

https://viitorcloud.com/capabilities/digital-experiences/
1•Olivia_Watson•7m ago•0 comments

Hypotheses for Why Models Fail on Long Tasks

https://www.lesswrong.com/posts/jLZwydRtwRguCjEnd/5-hypotheses-for-why-models-fail-on-long-tasks
1•joozio•7m ago•0 comments

Show HN: Mantyx – Automate and accelerate your Software Operations

https://mantyx.io/software-operations
1•mantyx•8m ago•0 comments

Combining Rate and Instructions to Create Beautiful Madness

https://biggieblog.com/combining-rate-and-instructions-to-create-beautiful-madness/
1•panic•10m ago•0 comments

"Cursor Agent Is a Rebranded Claude Code"

https://twitter.com/jasonkneen/status/2043435856849940818
1•nreece•10m ago•0 comments

Community pushback on GitLab issues overhaul

https://gitlab.com/gitlab-org/gitlab/-/work_items/590689
1•jplunien•17m ago•0 comments

Intuit compressed months of tax code implementation into hours

https://venturebeat.com/data/intuit-compressed-months-of-tax-code-implementation-into-hours-and-b...
1•cpeterso•21m ago•0 comments

Fees for seas: a history of taxing waterways

https://www.ft.com/content/9a5294cf-0b64-4201-b88c-12ba586bb4fd
2•uijl•26m ago•1 comments

ChatGPT praises mood and 'bedroom/DIY texture' of fart sounds

https://www.pcgamer.com/software/ai/chatgpt-will-praise-the-mood-and-bedroom-diy-texture-of-fart-...
2•wesfenlon•28m ago•0 comments

The coordination tax: six years watching a one-day feature take four months

https://www.indiehackers.com/post/the-coordination-tax-six-years-watching-a-one-day-feature-take-...
2•max_flowly_run•29m ago•0 comments

Is AI Really gonna take our jobs?

1•PotatoAditya•30m ago•0 comments

Security Best Practices for Speedify Self-Hosted Servers

https://support.speedify.com/article/1070-security-best-practices-for-speedify-self-hosted-servers
1•goodburb•30m ago•0 comments

Show HN: sqlc-gen-sqlx, a sqlc plugin for generating sqlx Rust code

https://github.com/mathematic-inc/sqlc-gen-sqlx
1•jrandolf•35m ago•2 comments

What is gravity? – A 7-minute read

https://corpusk.info/what-is-gravity.html
1•nik_slusarenko•39m ago•0 comments

AI Changed What We Build. Then It Changed Who We Hire

https://www.hauser.io/ai-changed-what-we-build-then-it-changed-who-we-hire/
1•bkfh•41m ago•0 comments

Show HN: Xlg – Jq for APIs

1•alykirk•42m ago•1 comments

Programming Used to Be Free

https://purplesyringa.moe/blog/programming-used-to-be-free/
1•yeputons•44m ago•0 comments

The P Source: How humanities scholars changed modern spycraft (2020)

https://paw.princeton.edu/article/p-source
2•walterbell•44m ago•0 comments

Record oil production in West Texas helps stabilize U.S. supply amid Iran war

https://www.texastribune.org/2026/04/09/west-texas-oil-production-iran/
1•1659447091•46m ago•0 comments

CC v2.1.100 inflates cache_creation by ~20K tokens vs. v2.1.98

https://github.com/anthropics/claude-code/issues/46917
1•tamnd•47m ago•0 comments

Caught Off Guard Again:How Democrats Keep Misjudging the Information Battlefield

https://weaponizedspaces.substack.com/p/caught-off-guard-again-how-democrats
1•rbanffy•50m ago•0 comments

We change when others are watching

https://nesslabs.com/audience-effect
2•theorchid•50m ago•0 comments

Object Oriented Programming (OOP) in R Explained

https://r-statistics.co/OOP-in-R.html
1•selva86•52m ago•0 comments

Mano-P – On-device GUI agent, #1 on OSWorld, runs on M4 Mac

https://github.com/Mininglamp-AI/Mano-P
2•mininglamp•55m ago•0 comments

Meta builds AI version of Mark Zuckerberg to interact with staff

https://www.ft.com/content/02107c23-6c7a-4c19-b8e2-b45f4bb9ce5f
2•jmsflknr•57m ago•0 comments

The AI Layoff Trap

https://arxiv.org/abs/2603.20617
39•armcat•1h ago•51 comments

Horizontal Infrastructure for Building Computer Vision Applications

1•AdamEyes•1h ago•0 comments