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Agentic Context Management: Solving Agent Memory and Cost by Treating Them as Lifecycle and Architecture Problems
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Agentic Context Management: Solving Agent Memory and Cost by Treating Them as Lifecycle and Architecture Problems

Hacker News·24 days ago
#GhvmCEv5
#arxiv#context#cost#token#view#production

Production AI agents' failures are less often due to an inability to reason well and more often because they cannot manage what is in their reasoning context: conversation histories, large prompts, large tool definitions, and ballooning tool outputs.…

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CostPerPrompt — Live AI API Pricing & LLM Cost Calculators

Hacker News·about 2 months ago
#8A0mPoAJ

Live pricing for 232+ AI models (GPT, Claude, Gemini, Llama, DeepSeek) plus real-world cost calculators: chatbots, API budgets, and token math. Updated 2026-08-02.

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aistack - How many devs can you fit on a GPU?
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aistack - How many devs can you fit on a GPU?

Hacker News·about 2 months ago
#FVRCoQnC
#aistack#model#hardware#token#cost#tasks

aistack is an open benchmarking initiative by imec, generating solid datapoints where real AI workloads meet real systems and silicon.

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Show HN: Echo – Fable-level results at 1/3 the cost using open-weight models
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Show HN: Echo – Fable-level results at 1/3 the cost using open-weight models

Hacker News·about 2 months ago
#QcDfPxqy
#news#models#model#fable#cost#plans

I wouldn't be surprised if "the best model" becomes a niche concept over the next few years. For most production systems the winning architecture may end up being an orchestrator that knows when to call a cheap model when to escalate to a stronger one and…

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Kimi K3 is competitive with Fable; Kimi K3 + Fable is SoTA.
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Kimi K3 is competitive with Fable; Kimi K3 + Fable is SoTA.

Hacker News·about 2 months ago
#8ZsXhsPd
#fireworks#fable#model#task#cost#tasks

Benchmarking over 1,000 agentic tasks demonstrates that routing between the open-source Kimi K3 model and the closed Fable 5 model creates a new state-of-the-art (SoTA) approach that surpasses the performance of either model alone.…

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Ask HN: Any AWS billing issues known? Amazon forecast of 3 billion dollars

Hacker News·2 months ago
#GY3T5dh5
#news#status#cost#estimate#average#bill

My estimate was only $21M (vs ~$0.01 average bill). Wish I had checked status sooner and saved myself the panic!

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Infographics: Operation Costs in CPU Clock Cycles, Take 2 - 6IT
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Infographics: Operation Costs in CPU Clock Cycles, Take 2 - 6IT

Hacker News·3 months ago
#pMb1rBpI
#6it#cycles#function#cost#costs#expensive

The cost of thread context switch, including cache invalidation, can reach up to 3 million CPU cycles RTTI can be quite expensive, with dynamic_cast being up...

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21 years and counting of 'eight fallacies of distributed computing' | APNIC Blog
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21 years and counting of 'eight fallacies of distributed computing' | APNIC Blog

Hacker News·3 months ago
#zi8tdzTq
#network#fallacies#cost#protocol#article#ama

Eight long held and common beliefs about the network have been shown, time after time, to be false. What are they, and what do they mean?

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MiniMax M3 Guide: How to Use It, Best Prompts & Use Cases (2026)
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MiniMax M3 Guide: How to Use It, Best Prompts & Use Cases (2026)

DEV Community: tutorial·Maestro Morty·3 months ago
#WEkenC9h
#dev#minimax#cost#prompt#model#coding

The complete MiniMax M3 guide: prompts, use cases & how to run it free. The open-weight model beating GPT-5.5 at 5% the cost.

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Kubernetes Budgets on Fire: How One CLI Tool Exposes Hidden Costs Fast
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Kubernetes Budgets on Fire: How One CLI Tool Exposes Hidden Costs Fast

#webpronews#burn#cost#cloud#teams#article

A new open-source CLI called burn lets Kubernetes teams see exactly where their cloud dollars disappear without agents or complex setup. Built by Ozlem Tanrikulu, it combines real-time pricing, Prometheus data and AI recommendations.…

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<think>The user wants me to rewrite an article about AI API pricing as a new piece by a data scientist. Let me follow the critical rules:
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<think>The user wants me to rewrite an article about AI API pricing as a new piece by a data scientist. Let me follow the critical rules:

DEV Community: machinelearning·gentlenode·4 months ago
#AAiaatzA
#dev#deepseek#output#cost#model#models

Here's the thing: The user wants me to rewrite an article about AI API pricing as a new piece by a...

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