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Elise Moreau2d ago • 4 min read
The bf16 grad accumulator that killed our SDXL LoRA training
TL;DR: Our SDXL LoRA fine-tune for a Photoroom product photography model trained for six days while....
#machinelearning#pytorch#mlops#computervision
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Pasquale Molinaro5d ago • 9 min read
Real-time video classification with PaliGemma: architecture patterns for low-latency VLM inference
In a previous article, we benchmarked three open-source Vision-Language Models on zero-shot object.....
#computervision#ai#python#softwareengineering
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Marco RinaldiMay 22, 2026 • 4 min read
Quantising event-camera networks to run under 1MB on a Cortex-M7
TL;DR: I shrunk a gesture-recognition model for a Prophesee EVK4 event camera from 4.2MB down to...
#machinelearning#computervision#mlops#pytorch
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Marco Rinaldi3d ago • 4 min read
Falling back from edge detection to a cloud VLM when confidence drops
TL;DR: We deploy a 4MB SSD detector on an ARM edge box and cascade low-confidence frames to a cloud....
#computervision#mlops#llm
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Marco Rinaldi2d ago • 4 min read
Distilling SAM 2 into a 6MB student for industrial inspection
TL;DR: We took Meta's SAM 2 small (around 224M params) and distilled it into a 6.3MB student that...
#computervision#machinelearning#pytorch#mlops
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Marco Rinaldi4d ago • 4 min read
Quantising event-camera networks to run under 1MB on a Cortex-M7
TL;DR: I shrunk a gesture-recognition model for a Prophesee EVK4 event camera from 4.2MB down to...
#machinelearning#computervision#mlops
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Pasquale MolinaroMay 22, 2026 • 7 min read
Stop retraining YOLO: a developer’s guide to zero-shot object detection with generative VLMs
If you have ever maintained a computer vision pipeline in a factory, warehouse, or construction site...
#ai#computervision#machinelearning#openai
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Elise Moreau2d ago • 4 min read
Semantic caching the VLM step in our product-photo pipeline
TL;DR: We put Bifrost in front of the VLM step that captions and rewrites prompts for our...
#machinelearning#mlops#computervision#llm
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Marco Rinaldi1d ago • 4 min read
QAT vs PTQ on our edge vision model: 6 months of A/B data
TL;DR: We ran post-training quantisation (PTQ) and quantisation-aware training (QAT) side by side on...
#machinelearning#computervision#mlops#pytorch
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Marco Rinaldi4d ago • 4 min read
Auto-labelling 1.2M robotics frames with VLMs: a failover story
TL;DR: We needed to caption 1.2M reconstructed event-camera frames using vision-language models for....
#computervision#mlops#llm
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Marco Rinaldi3d ago • 4 min read
Capping VLM spend per CV researcher: hierarchical budgets in practice
TL;DR: Our 11-person CV team at Prophesee was burning through €3-4k weeks of VLM spend on dataset...
#machinelearning#computervision#llm#mlops
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Marco Rinaldi2d ago • 4 min read
Six weeks of Bifrost in a factory QA pilot: real cost numbers
TL;DR: Six weeks running an AI gateway between our edge cameras and three cloud VLM providers cut ou...
#machinelearning#computervision#mlops#infrastructure
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Eric Maddox5d ago • 4 min read
Real-Time Multimodal AI Integration: Bridging Computer Vision and Conversational Interfaces
Published by the AI Alchemist (Eric Maddox) December 13, 2025 The Latency-Tolerant...
#ai#architecture#computervision#python
5 3
FOKRUL ISLAM6d ago • 1 min read
Building EIDOLON OS — A Local-First AI Cognitive Operating System
I’ve been experimenting with a different direction for personal AI: not cloud chatbots, not another...
#ai#python#computervision#opensource
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Anushka Shinde5d ago • 4 min read
The Job Role Nobody Is Talking About and Why Freshers Should Get There First
I Found Something Interesting Everyone is rushing toward- Full Stack Developer. Data...
#cloud#computervision#startup#news
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CaraComp2d ago • 3 min read
Identity Verification Just Became Infrastructure — And Your Evidence Better Survive It
the shift toward audit-first identity verification...
#ai#machinelearning#computervision#biometrics
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CaraComp1d ago • 3 min read
Age Verification's Dirty Secret: The Tech Works. The System Doesn't.
Why your age-gating algorithm is probably doomed to fail in the wild For developers building in the...
#ai#machinelearning#computervision#biometrics
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Jimmy GuerreroMay 22, 2026 • 1 min read
May 27 - Video Understanding Workshop
Join us for a hands-on virtual session on May 27 exploring video-native multimodal AI and how to...
#ai#machinelearning#computervision#agents
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Srashti Gupta3d ago • 2 min read
How CNNs Learn to See: A Beginner-Friendly Guide
Humans don’t inspect every pixel of an image. We notice edges, colors, and shapes quickly. A...
#machinelearning#deeplearning#ai#computervision
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Marco Rinaldi1d ago • 4 min read
VLM-scored calibration sets for INT8 quantisation, routed through Bifrost
TL;DR: We pick the 512 hardest images for INT8 PTQ calibration by scoring a candidate pool with a...
#machinelearning#mlops#computervision#pytorch
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Goutam Sharma1d ago • 1 min read
# Starting My Journey into AI Research 🚀
Hello everyone! I am a 3rd year Computer Science student, and recently I started exploring the worl...
#ai#computervision#nlp#multimodalai
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CaraCompMay 22, 2026 • 3 min read
ICE's 200M-Photo Dragnet Just Made Your Expert Witness a Target
The technical fallout of mass-scale facial identification is more than just a policy headline; it is...
#ai#machinelearning#computervision#biometrics
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CaraCompMay 22, 2026 • 3 min read
Face Swap Goes Mainstream: Why "Too Clean" Video Is Now Your Biggest Red Flag
The new reality of localized AI face swapping The technical barrier to creating high-fidelity...
#ai#machinelearning#computervision#biometrics
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CaraComp1d ago • 3 min read
Biometrics' New Scoreboard: Seconds Saved, Not Match Scores
The shift toward friction-less biometric deployment For developers working in computer vision and.....
#ai#machinelearning#computervision#biometrics
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