AI News, Research and Tool Reviews
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The valuation of automation and AI code generation deployment
Poolside reached a $12 billion valuation in October 2025, yet 90% of the $47 billion invested in AI during the first half of 2025 delivered little to no…
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Physical Intelligence vs hardware giants Figure and Tesla
Physical Intelligence uses its pi0 model to achieve 99.9% reliability in robotic tasks. While Figure 02 targets enterprise buyers with a $50,000…
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Character.AI pursues a $5 billion valuation amid bankruptcy filings
Character.AI seeks a valuation exceeding $5 billion through Google interest while managing 20 million monthly active users. The company faces legal scrutiny…
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Fujitsu’s Monaka chip and the FugakuNEXT zetta-scale targets
Fujitsu is developing the 288-core Monaka CPU using 2nm technology to drive the FugakuNEXT supercomputer. This $740 million project targets zetta-scale AI…
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Developers lose MLX performance on M4 Ultra Mac Studio
Unmanaged KV cache and wired memory limits cause kernel panics on M4 Max machines when running models like Gemma 4 26B. Developers…
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Implementing Codestral 25.01 for Legacy Codebase Migration
Codestral 25.01 features a 256k context window and achieves an 86.6% HumanEval score for Python. This model supports enterprise modernization workflows by…
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Meta’s MTIA v2 outperforms GPUs for Instagram recommendation models
Meta’s MTIA v2 architecture delivers 3.5x more dense compute performance than its predecessor to optimize Instagram Reels. The custom silicon provides 128…
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The 2019 GPT-2 precedent and the shift toward AI safety norms
OpenAI’s 2019 decision to withhold GPT-2 due to fake news concerns established the industry precedent for cautious release strategies. Recent security incidents…
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Cognition’s Devin valuation and coding performance analysis
Cognition reached a $26B valuation in May 2026 as Devin demonstrated significant efficiency, delivering up to 40x time savings in pilots at…
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