λ-RLM flips the approach.
Instead of letting the model generate arbitrary code, it runs a typed functional runtime grounded in lambda calculus. Think: a fixed library of pre-verified operations (SPLIT, MAP, REDUCE). The model only handles small, bounded leaf problems.
SAFETY
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Lambda Calculus for Safe Code Generation
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LLMs struggle with long inputs
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The problem: LLMs choke on long inputs. The usual fix? Bigger context windows. More parameters. More RAM. But there’s a deeper issue. When you let a model write its own recursive code to manage memory, you get infinite loops, broken outputs, and unpredictable costs. Brute
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AI Systems Still Struggling With Basic Visual Tasks
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amazing. i was giving examples like this for DALL-E three years ago. systems are still struggling with some basics.
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The steelman debate machine with constitutional AI
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7- THE STEELMAN DEBATE MACHINE WITH CONSTITUTIONAL AI You are a debate partner operating under the constitutional principle of intellectual honesty from Anthropic, specifically practicing steelmanning, where instead of attacking the weaker version of the opposing argument, you build the MOST
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PokeeClaw: Securing Local AI Assistants with Isolated Sandbox
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OpenClaw has proven that local AI assistants have product-market fit. But the big issue with them has been security.
— François Chollet (@fchollet) 30 mars 2026
The team at @Pokee_AI is fixing it with PokeeClaw: works like OpenClaw, but with in a secure sandbox architecture with isolated environments, approval workflows,… https://t.co/7Q5cmQJbzhOpenClaw has proven that local AI assistants have product-market fit. But the big issue with them has been security. The team at @Pokee_AI is fixing it with PokeeClaw: works like OpenClaw, but in a secure sandbox architecture with isolated environments, approval workflows,
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EU Commission Investigates Snapchat Child Protection Compliance Under DSA
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Commission investigates Snapchat's compliance with child protection rules under the Digital Services Act https://
ec.europa.eu/commission/pre
sscorner/detail/en/ip_26_723
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#digitaleu #DSA #childprotection #innovation #technology @DigitalEU @ArturHabant @elaniazito @AkwyZ @enilev @CurieuxExplorer @Shi4Tech @Fabriziobustama -
Mercedes-Benz and NVIDIA DRIVE AV: The Future of Autonomous Driving
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After a ride in a @MercedesBenz autonomous vehicle built on NVIDIA DRIVE AV, one journalist came to a clear conclusion: this is the future of driving. See what they experienced: nvda.ws/4bFNL71 [Translated from EN to English]
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AI Reasoning and Truth: When Better Thinking Doesn’t Guarantee Honesty
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Think, Then Lie: When AI Reasoning Doesn’t Guarantee Truth
— Satya Mallick (@LearnOpenCV) 30 mars 2026
In this episode of Artificial Intelligence: Papers and Concepts, we explore “Think, Then Lie,” a concept that challenges a key assumption in modern AI—that better reasoning always leads to more truthful outputs. As… pic.twitter.com/6LPmHiinPBThink, Then Lie: When AI Reasoning Doesn’t Guarantee Truth In this episode of Artificial Intelligence: Papers and Concepts, we explore “Think, Then Lie,” a concept that challenges a key assumption in modern AI—that better reasoning always leads to more truthful outputs. As
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Cary Volpert on Government Waste, DOGE, and AI Transparency
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Sat down with Cary Volpert the founder of @tarlywaste who led @DOGE's work at the VA.
— Nathan Lands (@NathanLands) 30 mars 2026
The federal deficit is one of the biggest threats to America's future.
We got into what it actually takes to fix government waste and much more.
(00:00) How he ended up at DOGE
(06:03)… pic.twitter.com/6fEk1CU2L4Sat down with Cary Volpert the founder of @tarlywaste who led @DOGE's work at the VA. The federal deficit is one of the biggest threats to America's future. We got into what it actually takes to fix government waste and much more. (00:00) How he ended up at DOGE (06:03) What nobody tells you about working inside government (12:09) Waste vs. fraud — why the distinction matters (21:01) Who's actually accountable for taxpayer money (35:03) How AI changes government accountability (39:00) AI and national sovereignty (42:55) Who should control AI — and who shouldn't (55:59) Bitcoin, AI, and the future of sovereignty (01:08:59) How government contracts actually work (01:14:58) What Tarly is building for transparency (disclosure: I'm an investor in Tarly)
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