Events
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π«π· Inference & vLLM meetup in Paris - Technical meetup covering scaling inference to multiple GPUs, structured generation, and transformers serve with experts from Exxa, .txt and Hugging Face. π September 15 (6:30PM-10PM CET) π Registration
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π«π· AI Hackathon Paris - Weekend Hackathon for building cutting-edge AI projects. π September 27-28 π Registration
Knowledge
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π AlphaEarth Foundations - Google DeepMind's new AI model integrating petabytes of Earth observation data for unprecedented global mapping. (π Fabien Niel)
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Unified Global Mapping with AI: AlphaEarth Foundations is a new AI model that fuses petabytes of diverse satellite Earth observation.
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Efficiency and Accuracy Breakthrough: The model summarizes vast spatial data into compact embeddings while achieving significantly higher accuracy and learning efficiency.
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Real-World Impact and Accessibility: Their annual embeddings are publicly released as a Satellite Embedding dataset on Google Earth Engine.
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π§ Deep Tech: Clearing Up Misconceptions - Willy Braun's analysis rethinking capital, timeline, risk, and returns at the frontier of deep tech. (π Willy Braun @ Galion.exe)
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Deep tech is the original heart of venture capital: Investing in scientific and engineering breakthroughs has always driven value creation and national power in various technological waves.
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Common misconceptions about deep tech debunked are: β Deep tech is not a recent hype; β Deep tech companies burn too much capital and fail more often; β Deep Tech takes too long from revenue to exits'; β Returns arenβt there
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Computer Vision
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π Finegrain's Flux Kontext LoRA - Finegrain has trained and open-sourced πproduct placement LoRA for inserting objects into images. (π Pierre Chapuis @ Finegrain)
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πͺ Weights available here
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π Play with it in the demo space
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- π₯ ComicScene154 Dataset - Carefully annotated dataset for scene-level narrative arcs in comics analysis, combining text and imagery for computational narrative analysis. (π Ivan Yamshchikov @ Pleias)
Language Models
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π€― Breaking LLM Nondeterminism - Deep dive into defeating nondeterminism in LLM inference for reproducible results. (π Kevin Kuipers @ Reg.exe)
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Setting temperature to 0 is not enough to produce deterministic outputs.
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Two culprits: the floating-point non-associativity and the lack of batch invariance in inference kernels.
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The authors defeated nondeterminism by rewriting and patching inference kernels to be batch-invariant.
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π Why Language Models Hallucinate - OpenAI paper revealing hallucinations as features not bugs, occurring because models are rewarded for guessing over admitting uncertainty. (π Jules Belveze @ Dust)
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Hallucinations come from incentives, not architecture. Models are trained and benchmarked in ways that reward confident guessing.
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Benchmarks are the root cause. Current evaluations give partial credit for wrong answers, pushing models toward overconfidence rather than honesty.
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The fix is incentive alignment, not new tech. Adjust benchmarks to reward calibrated answers and penalize overconfident mistakes.
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π§ Nous Research Hermes 4 - Released reasoning-focused models based on Llama 3.1 with 405B version, known for breaking alignment and strong RefusalBench performance. (π Pierre Chapuis)
Autonomous Agents
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βοΈ Evaluatorq, Prompt Evaluator - Orq.ai has release this open-source framework for prompt evaluation the right way.
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β Run multiple evaluation jobs concurrently with automatic error handling
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β Type-safe from data ingestion to result scoring
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β Optional Orq platform integration for visualization & historical comparisons
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π Repository available here
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π€ Open-SWE by LangChain - An open-source, cloud-based asynchronous coding agent built using LangGraph, to autonomously manage complex software development workflows (π Taekmin Kim @ Bg.app)
- π Taekmim is seeking for feedback from Open-SWE users. If you have used it, π DM him!
Audio and Speech
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π₯ PyannoteAI Precision-2 - New flagship speaker diarization model with improved accuracy, speaker counting, timestamps, and confidence scores. (π HervΓ© Bredin @ PyannoteAI)
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π£οΈ βAssemblyAIβs Universal - They provide a production-ready speech-to-text via a simple managed API endpoint that you can invoke in just 5 lines of code.
The latest update also supports 99 languages, with automatic language detection for all supported languages, and speaker diarization for 95 of them. (π Kevin Kuipers)
- π Play with it here.
Also:
- π WaveBlender Physics Engine - A mindblowing model using physical properties to generate sound from physical laws rather than AI.
Cyber
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π¬ Cipher Attacks in LLMs - Introduction of CiFR benchmark for testing safeguards against cipher-enabled harmful fine-tunes with 99%+ detection rates. (π Kevin Kuipers)
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π¬ Security risks with LLMs - Paper revealing how attackers can hide instructions in emails or calendar invites that assistants might execute when reading them. (π Thibaut Bayer @ SensCritique)
Also:
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π€ DuckDB npm Packages Compromised - Popular package compromised by same attackers that hit debug and chalk packages.
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π£ Meta WhatsApp Security Failures - Former security boss lawsuit reveals 1,500 engineers had unrestricted access to user data without audit trails.
Infrastructure
- πΊπΈ U.S. GAIN AI Act Amendment - The proposed U.S. GAIN AI Act Amendment (S.Amdt.3505) would block exports of advanced GPUs (>4,800 TPP) to Europe. This would restrict access to chips like NVIDIAβs H100, A100, and future generations, effectively pushing European players to rely on U.S.-based cloud providers. (π Christophe Lesur @ CloudTemple)
Programming
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π©βπ» AI Coding at a Crossroads - Thoughts on the reshaping of AI coding, from the overcrowded code editor VS Codeβfork market to (controversial) benchmark. (π Kevin Kuipers @ Reg.exe)
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Lightweight IDEs are popping up each month in a still small but crowded market. The vast majority are either VS Code forks or VS Code extensions, making it hard to stand out.
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SWE benchmarks remain imperfect, though the research literature on improving them offers valuable (unexploited) insights, especially when it comes to mitigating overfitting.
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π€ Cocode Open-Sourced - Tool for updating docs and generating release changelogs, turning 4-hour documentation updates into 30-second commands. (Louis Choquel @ Pipelex)
- πΉ Demo in video
Also:
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Claude Code Architecture Analysis - Deep dive into the master agent loop design, revealing simplified architectures using regex over embeddings for better performance.
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Vercel's Vibe Coding Platform - Open-source platform built with AI SDK featuring GPT-5 agent loop
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Zed ACP Integration - Claude Code now available in Zed editor through Agent Client Protocol.
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Sonoma Models - New stealth models (Dusk Alpha and Sky Alpha) available with 2M context window, speculation suggests xAI involvement.
Health
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π©» Raidium's Curia Foundation Model - Raidium released SoTA Foundation Model for 3D imaging in precision radiology, trained on 200M+ CT & MRI slices. (π Willy Braun)
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Trained on the entire cross-sectional imaging output of a major hospital.
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Outperforms or matches radiologists and recent foundation models on a 19-task benchmark.
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Brings a deep, transferrable understanding of complex anatomy, unlocking applications across clinical practice and research.
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New Members in The Community
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Gilles Walbrou (DataDome) - CTO at DataDome (AI-Powered Fraud Protection), 12+ years at Dassault Systemes building 3D experiences and SaaS foundations.
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Guillaume Daix (Datadog) - Senior Engineering Manager at Datadog, 5+ years in startups, currently working on internal Datadog usage.
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Gabriel Duciel (Arcade AI) - AI Engineer at Arcade (Figma + Cursor for 3D Games), created multiple MRR-generating side projects.
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Taekmin Kim (Bg.app) - Building autonomous coding agents running in background, previously ML Engineer at Meta and TikTok focused on GPU optimization.
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Julien Kilo (Cooking some AI) - Co-Founder & CTO building an AI RAG company, 10 years in startup ecosystem, passionate about web and AI.
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Jean du Terrail (.Omics) - Founding AI scientist at .Omics building foundation models on plant genomics.