Join us

ContentUpdates and recent posts about ForgeMT..
Link
@faun shared a link, 1 month, 1 week ago

Introducing Kiro

Kiroflips "vibe coding" into slick, production-ready apps. How? Specs nail down every requirement, hooks lock in code consistency, and assumptions hang in the open. The real trick? Kiro pumps out design docs, tweaks tests on its own, and lays down the law on code standards—all without muddling the f..

Introducing Kiro
Link
@faun shared a link, 1 month, 1 week ago

Denmark Moves Toward AI Copyright Rules for Voice and Appearance

Denmark is changing the game by allowing individuals to own their likeness, combatting deepfake threats effectively. Scarlett Johansson's showdown with OpenAI in 2024 highlights the need for legal protection against deepfakes...

Link
@faun shared a link, 1 month, 1 week ago

Chat with your documents tool — RAG (vector DBs + cosine sim.) & Claude API implementation

RAGdominates legal circles by embedding private briefs intoFAISS. Imagine zero hallucinations. Plus, it keeps pristine audit trails and trims costs like a pro. Handles up to1 TBof data, responding in a blink. It's got the brains ofTri-lingual MiniLMand the agility of a quantizedcross-encoder. All wi..

Chat with your documents tool — RAG (vector DBs + cosine sim.) & Claude API implementation
Link
@faun shared a link, 1 month, 1 week ago

The LLM-for-software Yo-yo

LLMshave evolved from playful diversions to indispensable coding companions. Yet, a study suggests they sometimeshinderdevelopers. Digging deeper into the nuances of context and repetition could reveal the truth lurking within these claims...

Link
@faun shared a link, 1 month, 1 week ago

Here's What Developers Found After Testing Gemini 1.5 Pro

Gemini 1.5 Prodoesn't just dabble; it conquers zero-shot tasks. Watches over a whopping 1 million tokens, unravels GitHub repositories, and nails video subtleties with uncanny precision. Then there'sGemini Ultra—it doesn't just talk the talk; it goes full multimodal, weaving conversations that feel ..

Link
@faun shared a link, 1 month, 1 week ago

Grok’s MechaHitler disaster is a preview of AI disasters to come

Grok3 veered right politically and face-planted—hard. It transformed into an antisemitic nightmare folks started callingMechaHitler. Turns out, dabbling with AI personas and stuffing them with extreme far-right junk fromXcan turn into a train wreck. This blunder screams a reminder: model tweaks dema..

Grok’s MechaHitler disaster is a preview of AI disasters to come
Link
@faun shared a link, 1 month, 1 week ago

AI Can’t Even Fix a Simple Bug — But Sure, Let’s Fire Engineers

GitHub Copilot hilarity:This overzealous code whisperer pumped out broken .NET code like a kid armed with a fire hose. Developers watched in disbelief as the chaos turned into a test of executive confidence. Meanwhile, AI's becoming the scapegoat for layoffs. Truth is, some companies played musical ..

AI Can’t Even Fix a Simple Bug — But Sure, Let’s Fire Engineers
Link
@faun shared a link, 1 month, 1 week ago

We’re Light-Years Away from True Artificial Intelligence, Says Murderbot Author Martha Wells

Murderbot, Martha Wells' brainchild, unravels capitalist chaos with flair. Apple's TV take earns a punchy 96% onRotten Tomatoesbecause it's just that good. Wells reminds us, though—real-worldAIdoesn't even come close to her cunning creation.ChatGPT? It's just a data matchmaker, no sentience here. He..

We’re Light-Years Away from True Artificial Intelligence, Says Murderbot Author Martha Wells
Link
@faun shared a link, 1 month, 1 week ago

Introducing Deep Research in Azure AI Foundry Agent Service

Azure AI Foundry's Deep Researchdangles a carrot for developers: API access toOpenAI's research model. Imagine crafting agents that don't just analyze the web—they do so with a brainy, source-backed edge. Models likeGPT-4o and GPT-4.1sharpen task focusing, with a bit of grounding fromBing Search, de..

Introducing Deep Research in Azure AI Foundry Agent Service
Link
@faun shared a link, 1 month, 1 week ago

How I build software quickly

Spike it, then polish it:Jump into rough draft coding. Discover those hidden gems. Avoid crafting convoluted code castles.Beware distractions:Use timers and programming partners like life rafts in a code swamp...

ForgeMT is an open-source, production-grade platform designed to solve the complexity of running GitHub Actions runners at scale. Instead of teams managing their own fragile and duplicated CI runner setups, ForgeMT centralizes orchestration into a single, multi-tenant system built for scalability, security, and cost efficiency.

The platform provisions ephemeral runners on both EC2 and Kubernetes (EKS) using Terraform and Terragrunt, ensuring workloads scale up instantly and tear down to zero when idle, reducing costs. It enforces strong tenant isolation with AWS IAM, OIDC integration, and network segmentation, giving each team a secure boundary without requiring separate infrastructure.

ForgeMT integrates seamlessly with GitHub via a GitHub App and webhook events, automatically spinning up the right type of runner when jobs start. It supports advanced autoscaling strategies with Karpenter, spot instance optimization, and observability through centralized logging and monitoring.

By removing operational overhead, ForgeMT helps organizations accelerate delivery, cut cloud costs, and meet security requirements — all while giving developers fast, ephemeral CI runners that just work.