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// Unified Inference and Training Framework for Agent Memory // Most memory-augmented agents are built with duct tapeโone system for storage, another for retrieval, a third for training. New research introduces a unified framework that treats agent memory as a first-class, trainable component. MemFactory provides modular, plug-and-play memory components with native GRPO integration for fine-tuning memory management policies through RL. It supports Memory-R1, RMM, and MemAgent paradigms in one framework, with up to 14.8% relative gains over baselines. Why does it matter? As agents move from single-turn tools to persistent assistants, memory becomes the bottleneck. MemFactory gives researchers standardized infrastructure to build, train, and evaluate memory-driven agents without reinventing plumbing for every new approach. Paper: https://t.co/KnkaVoRqib Learn to build effective AI agents in our academy: https://t.co/1e8RZKs4uX
Lawyers <3 documents We're proud to sponsor @StanfordLaw and @CodeXStanford's FutureLaw Week 2026! ๐๏ธโ๏ธ AI x Law bootcamps, hackathons, the UN AI For Good Law Track & the FutureLaw Conference โ all exploring the future of legal AI. Join us alongside friends from @DLA_Piper, @normativeai, @filevine, @harvey, @LexisNexis & the global legal tech community. April 11โ16 ๐ https://t.co/9MFWAn46ti
Universal CLAUDE.md Claims to cut Claude output tokens by 63%! Drop-in. No code changes. CLAUDE.md is one of the best ways to steer Claude Code. Not surprised to see the efficiency reported here. https://t.co/C4x6pVUpND https://t.co/ElbD3kbaa4
Tens of thousands of publications from 2025 might include invalid references generated by AI, a Nature analysis suggests https://t.co/SiIxVgJRZ7
The people most committed to communism in the Soviet Union werenโt the workersโit was the educated elite. A retrospective study conducted in the 1990s titled "Work Ethics and the Collapse of the Soviet System," examined which groups were most supportive of the Soviet system. The researchers found that, compared to factory workers and semi-skilled laborers, individuals in white-collar positionsโespecially those with higher levels of educationโwere significantly more likely to express loyalty to the Communist Party. In some cases, support was two to three times higher among elites. In other words, the strongest support for the system came not from those at the bottom, but from those in relatively advantaged positions within it. This runs counter to the common assumption that egalitarian or redistributive ideologies are primarily driven by the least well-off. In practice, they are often most strongly endorsed by people closer to the top of the social hierarchyโthose who benefit from the systemโs institutional structure, or who are positioned to navigate it successfully.
@solana processed $650B in stablecoin transactions in February. $SOL is 1/6th the market cap of $ETH https://t.co/GphPxk5RdT
@solana processed $650B in stablecoin transactions in February. $SOL is 1/6th the market cap of $ETH https://t.co/GphPxk5RdT
๐จ BREAKING: OpenAI and Google are about to have a massive legal problem. OpenAI, Google, and Anthropic have repeatedly sworn to courts that their models do not store exact copies of copyrighted books. They claim their "safety training" prevents regurgitation. Researchers just dropped a paper called "Alignment Whack-a-Mole" that proves otherwise. They didn't use complex jailbreaks or malicious prompts. They just took GPT-4o, Gemini, and DeepSeek, and fine-tuned them on a normal, benign task: expanding plot summaries into full text. The safety guardrails instantly collapsed. Without ever seeing the actual book text in the prompt, the models started spitting out exact, verbatim copies of copyrighted books. Up to 90% of entire novels, word-for-word. Continuous passages exceeding 460 words at a time. But here is the part that changes everything. They fine-tuned a model exclusively on Haruki Murakami novels. It didn't just learn Murakami. It unlocked the verbatim text of over 30 completely unrelated authors across different genres. The AI wasn't learning the text during fine-tuning. The text was already permanently trapped inside its weights from pre-training. The fine-tuning just turned off the filter. It gets worse. They tested models from three completely different tech giants. All three had memorized the exact same books, in the exact same spots. A 90% overlap. It's a fundamental, industry-wide vulnerability. For years, AI companies have argued in court that their models are just "learning patterns," not storing raw data. This paper provides the smoking gun.
I just remembered @anton_d_leicht made a version of this argument in his essay "Homeostatic AI Progress" a while ago. Anton's analysis of AI politics and policy is sharp and underrated; I recommend his newsletter! https://t.co/sOXIDRyJPb https://t.co/pQIMF2dyH5
Sheryl Davis, SF's former civil rights watchdog, just got arrested. 19 felony counts. $8.5M steered to her live-in partner's nonprofit. But the bigger scandal is the nonprofit industrial complex built specifically to avoid oversight. End the fraud. https://t.co/wTXn6WLNaP
Open a new door of Imagination. Grok Imagine builds the world around you. Still staring at the door? Thought so. Step inside. Update. Try it. @Grok https://t.co/HfAYk8PsEg
How to make great Grok Imagine videos
@rezoundous I've been here 19 years. It was more liberal. It rarely got new features. Since he took over, some left, but the AI industry came and stayed. I made the best lists of the tech industry here: https://t.co/9eRY65x3IQ And this wasn't possible back then (it reads tens of thousands of posts every day and tells you the best of the AI industry): https://t.co/qGuNyaRR3q
Fusion is 30 years away ๐ซ Fusion is 8 minutes away โ โ๏ธ https://t.co/dnhEkxzcBX
Since my recent skydiver transit shot is going viral, I thought I would share some of the other things Iโve caught transiting the moon or sun! https://t.co/SipyTH56sh
@JayBarlowBot Hmm, not my experience with AI. My site proves it "thinks": https://t.co/LTC56ZnxVa All AI done. But, yeah, yeah, I know it is just predicting the next token. So are you, really.
@KachiMbaezue @blevlabs I spent a bit of time working on it so it would look good on mobile. What doesnโt work for you? https://t.co/TVKgnTtDuF
@VanRijmenam I built something for just watching the AI community here on X to find the good stuff here: https://t.co/LTC56ZnxVa It found you.
Tesla's Full Self-Driving (FSD) is currently ~9x safer than the average human driver Because of this massive safety advantage, auto insurance providers like Lemonade are now offering Tesla owners up to a 50% discount on their per-mile premiums when FSD is engaged Choosing Tesla FSD driving is not just safer, but it also directly saves you money
xAI's Grok Voice Agent API is insanely good.. You get a voice agent that sounds completely human and handles your always-active customer support across any domain, working for you 24/7 You can now build full voice agents - Medical Office, Restaurant Host, Real Estate, Hotel Concierge, Help Desk or create your own from scratch Even you can do it without any coding or needing a team to spend months setting things up Anyone can now deploy a real AI voice agent to handle calls around the clock for just $0.05/min That's only $3/hour for a worker that never sleeps, never calls in sick, and seamlessly speaks dozens of languages This is the stuff that used to cost companies millions. xAI just made it a template
@uncertainsys My AI reads all of the AI community and is very adept at telling the difference between reality and the jokes: https://t.co/LTC56ZnxVa
We are releasing Falcon Perception, an open-vocabulary referring expression segmentation model. Along with it, a 0.3B OCR model that is on par with 3-10x larger competitors. Current systems solve this with complex pipelines (separate encoders, late fusion, matching algorithms). We developed a novel simpler "bitter" approach: one early-fusion Transformer (image + text from first layer) with a shared parameter space, and let scale + training signal do the work. Please check our work ! ๐ Paper: https://t.co/dWvK5t7MIt ๐ป Code: https://t.co/AJ65GbMrUY ๐ฎ Playground: https://t.co/BIgisZkeid ๐ค Blogpost: https://t.co/J2IjlBPywF
๐ THANK YOU to our #PyTorchCon Europe diamond sponsors. Join us in Paris on 7-8 April for two exciting days of technical talks, workshops, & keynotes from the brightest minds in #AI. Register: https://t.co/zFEkkeDp2Y Schedule: https://t.co/VibJpzycTV https://t.co/gWXf4XKCuN
ๆฌๆฅใใฏใฉใฉใปใทใฃใไปAIๆ ๅฝๅคงไฝฟใ Sakana AI ใซๆฅ่จชใใใSakana AI ใจไป Current AI ใฎ้ใฎMoUใซใใฉใณในๅดใไปฃ่กจใใฆ็ฝฒๅใใใ ใใพใใใ๐ฏ๐ต๐ซ๐ท ๆฌMoUใฏใAIในใฟใใฏใใใฐใญใผใใซใตใฆในใธใฎ่ฒข็ฎใๅซใๅฝ้็ใชAIๅ้ใงใฎๅๅใๅ ๅฎนใจใใฆใใพใใไปๅพใใใฝใใชใณAIใฎใจใณใทในใใ ็ขบ็ซใซๅใใฆ ใใฉใณในใๅซใๅฝ้็ใชใใผใใใผๅฝไผๆฅญใจ้ฃๆบใใฆใพใใใพใใ
Launching now: a new way to follow the AI industry. Beta starts now for the next month. A joint project between Unaligned (my company) and Levangie Labs (@blevlabs company). It reads 50,000 of you, and follows 8,300 AI companies here on X. And pulls out the best and most interesting. All built with the X API. Check it out: https://t.co/8L5xphk0qQ And please sign up for its daily newsletter. Yeah, $25 a month is a lot for many of you, but that will defray the costs and let me expand it to do a lot more than just AI. Also, the same AI agent that built the site, and did EVERYTHING you see can build custom reports for you on literally any tech community here on X. It supports OpenClaw, RSS, and Notebook LM too. And I'll add more from your requests. More:
Western civilization is awesome, actually https://t.co/0kis2wcJRw
excited to announce ts ai part 2: demo day showcasing how companies like @Sanity_io @WorkOS @StainlessAPI have shipped typescript agents to prod come join us on April 9: https://t.co/Y9EjqVtjXv https://t.co/Es2f05Rs0Q
Whatever the mainstream media wants you to believe about Elon, this is the truth: he's changing people's lives for the better. โWhen you havenโt heard someone talk for four years, the thought that they might be able to talk again was mind-blowing." https://t.co/DjyEe20Ise
Congrats to the @Neuralink team for helping many people who have lost use of their body with our Telepathy implant that enables computer use simply by thinking! The next generation Neuralink cybernetic augment with 3X capability will be ready later this year. Pending regulatory
ๅคๅฝไบบใฎ็ใใใซ่ใใใใงใ ๅฝผใใฉใๆใฃใฆใพใใ๏ผ https://t.co/J6OgrKWKas
