/2 Google gives RNNs growing memory so they can handle longer inputs without large compute increases. Google Research proposes Memory Caching (MC), a method that extends RNNs with memory that grows over time. Transformers solve long-context tasks using KV-cache but require
@alphasignalai
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Meta AI Proposes Neural Computer Where AI Becomes the Hardware
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The day AI replaces the computer wasn't supposed to come this fast.
— AlphaSignal AI (@AlphaSignalAI) 18 avril 2026
Right now, AI uses computers as tools.
This paper asks a different question: What if AI became the computer itself?
Neural Computer is a new paper from Meta AI.
It proposes a machine where computation,… pic.twitter.com/1AjqEC9LprThe day AI replaces the computer wasn't supposed to come this fast. Right now, AI uses computers as tools. This paper asks a different question: What if AI became the computer itself? Neural Computer is a new paper from Meta AI. It proposes a machine where computation,
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Multica Open-Source Platform Turns Coding Agents Into AI Teammates
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Your next 10 hires might not be human.
— AlphaSignal AI (@AlphaSignalAI) 17 avril 2026
Multica is a platform that turns coding agents into actual teammates.
It's the open-source version of Claude Managed Agents.
You assign issues to an agent the same way you'd assign to a colleague.
They pick up the work. Write code. Post… pic.twitter.com/mS2G3utKL8Your next 10 hires might not be human. Multica is a platform that turns coding agents into actual teammates. It's the open-source version of Claude Managed Agents. You assign issues to an agent the same way you'd assign to a colleague. They pick up the work. Write code. Post
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In-Place Test-Time Training Lets LLMs Update Weights While Running
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Someone just made LLM weights absorb new knowledge without retraining. Researchers built In-Place Test-Time Training. It lets a model update its own weights while running. Not just during training. The trick: repurpose a matrix already inside every MLP block as "fast
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Generate Architecture Diagrams for GitHub Repos Using Claude Skill
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This is so cool.
— AlphaSignal AI (@AlphaSignalAI) 17 avril 2026
Generate sleek architecture diagrams for any GitHub repo or local project in seconds.
It’s a single Markdown skill file that you can import and use right away in Claude. https://t.co/6zhDZPcGEf pic.twitter.com/OCmyoXjg5XThis is so cool. Generate sleek architecture diagrams for any GitHub repo or local project in seconds. It’s a single Markdown skill file that you can import and use right away in Claude.
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Obliteratus Tool Removes Safety Refusals From Open-Weight LLMs
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Someone built a tool that deletes censorship from any open-weight LLM with a single click.
— AlphaSignal AI (@AlphaSignalAI) 16 avril 2026
Most open-source models ship with built-in refusal.
They reject prompts even when the use case is legitimate.
Research, red-teaming, creative writing.
Obliteratus is a toolkit that… pic.twitter.com/KnNohJirS1Someone built a tool that deletes censorship from any open-weight LLM with a single click. Most open-source models ship with built-in refusal. They reject prompts even when the use case is legitimate. Research, red-teaming, creative writing. Obliteratus is a toolkit that
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ASI-Evolve: Open-Source AI Framework That Designs Better AI Autonomously
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Shanghai researchers built an AI that designs better AI than humans can. Most AI research still needs humans at every step. Read papers, form ideas, run experiments, repeat. ASI-Evolve is an open-source framework that does this loop entirely on its own. It works in four
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Shannon Lite Open-Source AI Pentester Finds and Exploits Web App Vulnerabilities
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Someone built an AI that hacks your web app before hackers do.
— AlphaSignal AI (@AlphaSignalAI) 15 avril 2026
Shannon Lite is an open-source AI pentester.
It reads your code, finds weak spots, and launches real attacks.
Most teams run a security test once a year. Code ships every week.
Months of untested code sit in… pic.twitter.com/DvIuKqYCFUSomeone built an AI that hacks your web app before hackers do. Shannon Lite is an open-source AI pentester. It reads your code, finds weak spots, and launches real attacks. Most teams run a security test once a year. Code ships every week. Months of untested code sit in
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Karpathy’s LLM Insights Turned Into Claude Code Config Fix
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Karpathy's X thread about LLM failures is now a config file fixing Claude Code. Claude Code has a well-known problem. It over-explains, adds code you didn't ask for, and forgets your constraints mid-conversation. Andrej Karpathy studied these failures closely. He found
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Math Trick Cuts AI Memory Usage 10x in LLMs
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A math trick just cut AI memory usage by 10x without losing accuracy.
— AlphaSignal AI (@AlphaSignalAI) 14 avril 2026
Large language models that "think longer" hit a wall.
The more tokens they generate, the more memory their key-value cache eats.
Most compression methods decide what to keep based on recent attention… pic.twitter.com/XpPuRbKzALA math trick just cut AI memory usage by 10x without losing accuracy. Large language models that "think longer" hit a wall. The more tokens they generate, the more memory their key-value cache eats. Most compression methods decide what to keep based on recent attention