I’m very excited for Cerebras’s IPO, having followed this company since Andrew Feldman and I were having tacos in Palo Alto when his company was in stealth. The IPO prospectus confirms what I somewhat feared, which is that the vast majority of revenue has come from two giant
INNOVATION
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Fugu AI Models Free Beta Credits for Autonomous Agents
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Thanks for the amazing response so far! We’re giving out a bunch of free API credits to our early beta testers to try out the new Fugu models! If you want to plug an autonomous multi-agent system into your workflow for free, make sure to apply. Form:
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JK Machining Cuts Mold Delivery Time Using Siemens NX
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15 employees. Kalamazoo, Michigan. Competing against offshore moldmakers on price and speed. And winning. Partner Content with Siemens
JK Machining cut mold delivery from 20 weeks to 11 using Siemens NX. Read the full story (link in the comments). #sie_hm #HM26 -

Erdos Problem Solved by Internal GPT 5.5 Version
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Another Erdos problem solved by an internal version of GPT 5.5
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Adaptive: AI Agents for Construction Project Accounting
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LangSmith for Startups Spotlight: @AdaptiveBuilds
— LangChain (@LangChain) 24 avril 2026
Adaptive is the AI-native project accounting platform built for construction. They embed AI agents directly into job costing, billing, and forecasting workflows — giving builders real-time visibility into project profitability… pic.twitter.com/MDJoBiWQkqLangSmith for Startups Spotlight: @AdaptiveBuilds Adaptive is the AI-native project accounting platform built for construction. They embed AI agents directly into job costing, billing, and forecasting workflows — giving builders real-time visibility into project profitability
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Interesting Recent Open Source Projects: Mirofish, Paperclip, Hermes Agent, AutoResearch
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Top stories in tech today: – Big Tech spends $226K a day to lobby Congress
– Meta and Microsoft are slashing thousands of jobs – Tesla is spending $25B to reinvent itself
– Instagram tests a stripped-down Snapchat rival
– Quick hits on other tech news -
Rapid Code Development Leads to Long-term Maintenance Problems
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The vibe coders finding out the hard way is already happening. The projects that looked done in 2 minutes are the ones generating the maintenance nightmares six months later.
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AI Dramatically Lowers Software Engineering Entry Barriers
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Yeah, this – more than anything else – will tremendously lower the barrier to entry into SWE for the vast majority of people. Perhaps the single biggest value in having fully AI development workflow.
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Robotic Technology Scaling Requires Years Not Months
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Whilst robotic tech is accelerating fast, I still believe we are looking at years and not months away for successful and safe implementation and scaling. https://t.co/OcKD9pP90n
— AI (@DeepLearn007) 24 avril 2026Whilst robotic tech is accelerating fast, I still believe we are looking at years and not months away for successful and safe implementation and scaling.
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LLaTiSA: Difficulty-Stratified Time Series Reasoning Visual Perception
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LLaTiSA
— AK (@_akhaliq) 24 avril 2026
Towards Difficulty-Stratified Time Series Reasoning from Visual Perception to Semantics
paper: https://t.co/ODOruVboIu pic.twitter.com/ZM5G3vY3IKLLaTiSA Towards Difficulty-Stratified Time Series Reasoning from Visual Perception to Semantics paper: https://
huggingface.co/papers/2604.17
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