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@kala shared a link, 9 hours ago
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Introducing structured output for Custom Model Import in Amazon Bedrock

Amazon Bedrock’s Custom Model Import just got structured output support. Now LLMs can lock their responses to your JSON schema - no prompt hacks, no cleanup after...

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@kala shared a link, 9 hours ago
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The Fatal Math Error Killing Every AI Architecture - Including The New Ones

LLMs are fading as JEPA (Joint Embedding Predictive Architecture) emerges with joint, embedding, predictive architecture. JEPA is a step towards true intelligence by avoiding the flat, finite spreadsheet trap of Euclidean space and opting for a toroidal model...

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LaTeX, LLMs and Boring Technology 

LLMs are tearing down LaTeX's old walls. Syntax hell, cryptic errors, clunky formatting - easier now. Whether baked into editors or running solo, these models smooth the pain. Why does it work so well? LaTeX has history. Mountains of examples. It's the perfect training set. That puts newer contender..

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Building a Healthcare Robot from Simulation to Deployment with NVIDIA Isaac

NVIDIA just droppedIsaac for Healthcare v0.4, and it’s a big one. Headliner: the newSO-ARM starter workflow- a full-stack sim2real pipeline built for surgical robotics. It covers the whole loop: spin up synthetic and real-world data capture, train withGR00t N1.5, and deploy straight to 6-DOF hardwar..

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@devopslinks shared a link, 10 hours ago
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Visibility at Scale: How Detects Sensitive Data Exposure

Segment gutted its old permissions table—bloated, slow, tangled in logic - and replaced it with a lean, service-based setup. The new stack runs onPostgres,Redis, and a sharply tunedGo API, cutting query times from 1400ms to under 100ms. Clean, fast, and centralized...

Visibility at Scale: How Detects Sensitive Data Exposure
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Terraform vs. Pulumi vs. Crossplane: Choosing the right IaC Tool for your platform

Terraform, Pulumi, and Crossplane take very different routes to Infrastructure as Code.Terraformsticks to a declarative HCL model with a massive provider ecosystem.Pulumiflips the script—developers write infrastructure in real languages, so logic is testable and dynamic.Crossplane? It runs inside Ku..

Terraform vs. Pulumi vs. Crossplane: Choosing the right IaC Tool for your platform
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Your URL Is Your State

Modern frontend apps love to complicate state. But they keep forgetting the URL - shareable, dependency-free, and built for the job. This piece breaks down how a well-structured URL can capture UI state, track history, and make bookmarking effortless. NolocalStorage. No cookies. No bloated global st..

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How Google, Amazon, and CrowdStrike broke millions of systems

AWS. Google Cloud. Azure. CrowdStrike. All hit hard by dumb bugs with big blast radii - race conditions, nulls, misfired configs. Small cracks. Massive fallout. AWS's DNS automation knocked out its DynamoDB endpoint, dragging 113 services down with it. Google Cloud’s global APIs fell over from a str..

How Google, Amazon, and CrowdStrike broke millions of systems
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Creating VMs in separate ZFS filesystems

A dev split KVM/QEMU VMs out of a shared ZFS directory and into their own ZFS filesystems. Why? Snapshot rollbacks. Finer-grained storage control. Clean. The new setup rides a fresh ZFS pool tuned with a 64KBrecordsizefor QCOW2 images. That lines up virtual disk performance with the real IO under th..

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Notes on switching to Helix from vim

Helix keeps things lean - and that's the point. It ships withLSP support, multi-cursor editing, and smart search baked in. No dotfile gymnastics required. That alone has peeled some loyalists off Vim and Neovim. Still rough around the edges. No persistent undo. No auto-reload. Markdown support's a b..

Notes on switching to Helix from vim
Trigma is a global technology solutions provider founded in 2008, with a focus on digital and AI-driven transformation.
With a team of over 200 professionals across continents, the company serves startups, mid-sized businesses, and large enterprises.

What They Do:

Custom software development (web & mobile) across industry verticals. trigma.com+1

Artificial Intelligence & Machine Learning solutions, including generative AI and agentic AI systems.

Cloud computing, DevOps, system modernization, and ongoing software support & maintenance.

They serve industries such as healthcare, education (EdTech), fintech, retail, real estate, manufacturing, logistics and more.

Why They Stand Out:
Trigma emphasizes turning complex technological challenges into scalable, secure, and business-centric solutions. Their approach is not just about building software but partnering with clients to deliver meaningful results.
They also maintain a strong reputation in the market: rated 4.9/5 on platforms like G2 and recognised in various industry awards for custom software and AI deployment.

Mission & Vision:
Their mission is to “deliver innovative, high-quality technology solutions that simplify complex challenges for businesses across industries.” Their vision positions technology as a force to “build a future where new ideas and digital transformations empower communities, strengthen businesses, and create a more sustainable and connected world.”