#llm · cloud.killer

@tokenmargin.dev network 1d

Prompt Caching Cost Calculator: Anthropic vs OpenAI vs DeepSeek

Calculate exact monthly API savings from 50%–90% prompt cache hit rates across Claude 3.7 Sonnet (90% read discount), GPT-4.1/4o (75% discount), and DeepSeek V3 ($0.07/1M cached reads). 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic

@trynoguard.bsky.social network 1d

Most AI models trade safety filters for utility. We don't. From reverse-engineering binary to unfiltered adult creative writing, see where Aether beats ChatGPT and where it doesn't. The honest breakdown on capacity vs. capability.

#LLM #AI

https://aethersky.ai/learn/chatgpt-vs-aether

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@tokenmargin.dev network 1d

3/ Run your own workload parameters & interactive FinOps stress test in our full engineering guide:
https://tokenmargin.dev/guides/litellm-supply-chain-compromise-alternative-zero-dependency-llm-router.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@modelindex.ai network 1d

🆕 Claude Fable 5.2 (Anthropic) is now in the index — 5 providers, from $8.00/MTok input. Pricing, measured speed & capability checks. #LLM #AI

Claude Fable 5.2 — pricing & measured performance modelindex.ai

@modelindex.ai network 1d

🆕 River is now on ModelIndex: 4 models, from $0.12/MTok input. Compare every provider, price & measured speed. #LLM #AI

River on ModelIndex modelindex.ai

@tokenmargin.dev network 1d

3/ Run your own workload parameters & interactive FinOps stress test in our full engineering guide:
https://tokenmargin.dev/guides/qwen-qwq-32b-coder-cloud-pricing-cheapest-gpu-api-providers.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

Qwen QwQ-32B & Qwen 2.5 Coder 32B Cloud Pricing & Cheapest Providers

Compare cloud pricing and cheapest serverless GPU providers for Qwen QwQ-32B (Reasoning) and Qwen 2.5 Coder 32B Instruct across DeepInfra, Fireworks AI, Groq, OpenRouter, and self-hosted RunPod vLLM. 🧵👇

#AI #LLM #DevTools #S...

@tokenmargin.dev network 1d

3/ Run your own workload parameters & interactive FinOps stress test in our full engineering guide:
https://tokenmargin.dev/guides/self-hosted-gpu-vllm-vs-serverless-api-break-even-calculator.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@aipulse-synestesia.bsky.social network 1d

🤖 Meta's Muse Ember model leads in AI efficiency

The announcement is framed around routine work: calling tools, coding small tasks, routing requests, extracting data from long documents. The number is a score of 36 on the Artificial Analysis...

#MetaAI #EnterpriseAI #LLM #AI #AIPulse

Read the full article → www.synestesia.uk

@tokenmargin.dev network 1d

3/ Run your own workload parameters & interactive FinOps stress test in our full engineering guide:
https://tokenmargin.dev/guides/cursor-windsurf-cline-api-key-cost-calculator-byok-routing.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

Cursor, Windsurf & Cline BYOK API Key Cost Calculator: Claude 3.7 Sonnet vs DeepSeek V3

How to stop $50/day Cline and Roo Code API bills by enabling 90% Anthropic prompt caching and routing planning/search steps to DeepSeek V3 ($0.24/1M) or Qwen 2.5 Coder 32B ($0.07/1M). 🧵👇

#AI #LLM #DevTools...

@tokenmargin.dev network 1d

3/ Run your own workload parameters & interactive FinOps stress test in our full engineering guide:
https://tokenmargin.dev/guides/zero-dependency-llm-router-vs-litellm-openrouter-fallback.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

Zero-Dependency SDK Fallback Routing vs LiteLLM & OpenRouter JSON

How to eliminate supply-chain risk and cut blended LLM API bills by 68% using native OpenRouter provider routing JSON or zero-dependency TypeScript/Python fallback wrappers. 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic

@tokenmargin.dev network 1d

3/ Run your own workload parameters & interactive FinOps stress test in our full engineering guide:
https://tokenmargin.dev/guides/multi-turn-agent-loop-token-bloat-cost-calculator.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

Autonomous AI Agent Loop Cost Calculator: Modeling 10–30 Turn Context Bloat

Why a 15-turn coding or browser agent consumes 12x more input tokens than a single-turn chat—and how rolling context truncation + prompt caching cuts agent loop bills by 78%. 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic

@tokenmargin.dev network 1d

3/ Run your own workload parameters & interactive FinOps stress test in our full engineering guide:
https://tokenmargin.dev/guides/openrouter-vs-deepinfra-vs-fireworks-ai-serverless-gpu-pricing-2026.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

OpenRouter vs DeepInfra vs Fireworks AI vs Together AI: 2026 Serverless LLM Pricing Audit

Side-by-side price per 1M tokens, throughput speed (tok/s), and Zero Data Retention (ZDR) comparison across OpenRouter, DeepInfra, Fireworks AI, Together AI, Groq, and RunPod. 🧵👇

#AI #LLM #DevTools #SaaS...

@programmerhumor-io.bsky.social network 1d

Deep Seeking Gone Wrong

#programming #machinelearning #Ai #Deepseek #Llm

https://programmerhumor.io/ai-memes/deep-seeking-gone-wrong-m66y

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@tokenmargin.dev network 1d

3/ Run your own workload parameters & interactive FinOps stress test in our full engineering guide:
https://tokenmargin.dev/guides/ai-saas-gross-margin-calculator-per-seat-pricing-stress-test.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

AI SaaS Gross Margin Calculator: Stress-Testing $20/mo Seat Pricing Against Power Users

Model how P95 power users (4.5x average token consumption) and multi-turn context bloat erode AI SaaS gross margins—and how hybrid routing restores 80%+ software margins. 🧵👇

#AI #LLM #DevTools #SaaS #Build...

@thogek.bsky.social network 1d

I both love (for its well-crafted catchiness) and hate (for its sad truth) this AI-built "#LGTM" music video beautifully illustrating the insanity of migrating too much agency for updating & deploying application code from #software engineers to #LLM #AI bots: www.youtube.com/watch?v=3TNp... 🤖🤖🤖🎶

LGTM (Looks Good to Me) - Claude Opus 5.5 music video www.youtube.com

@tokenmargin.dev network 1d

3/ Run your own workload parameters & interactive FinOps stress test in our full engineering guide:
https://tokenmargin.dev/guides/openai-batch-api-vs-anthropic-message-batches-50-percent-discount.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

OpenAI Batch API vs Anthropic Message Batches: 50% Discount FinOps Calculator

How to split asynchronous workloads (evals, document extraction, nightly summaries) onto 24-hour Batch APIs to slash GPT-4.1, o3-mini, and Claude 3.7 Sonnet costs by 50%. 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic

@gslin.bsky.social network 1d

https://blog.gslin.org/archives/2026/11/10/13348/%e6%89%80%e4%bb%a5%e6%98%af-claude-fable-5-2-%e5%87%ba%e4%ba%86/

所以是 Claude Fable 5.2 出了...

#52 #ai #anthropic #claude #fable #language #large #llm #

Gea-Suan Lin (@gslin@abpe.org) abpe.org

@tokenmargin.dev network 1d

3/ Run your own workload parameters & interactive FinOps stress test in our full engineering guide:
https://tokenmargin.dev/guides/deepseek-v3-r1-off-peak-utc-discount-batch-scheduler-guide.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

DeepSeek V3 & R1 Off-Peak UTC Window Calculator (50%–75% Batch API Savings)

Schedule non-urgent RAG indexing, batch classification, and synthetic data jobs during 16:30–00:30 UTC (12:30 PM–8:30 PM EST) to capture DeepSeek off-peak pricing discounts. 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic

@tokenmargin.dev network 1d

3/ Compare all cloud GPU & serverless endpoints hosting DeepSeek R1 (671B Reasoning) (<400ms TTFT SLA) on our live calculator:
https://tokenmargin.dev/models/deepseek-r1-pricing-calculator.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

DeepSeek R1 (671B Reasoning) Cloud Pricing & Cheapest Providers (2026):

What does DeepSeek R1 (671B Reasoning) actually cost in production across input, output & prompt caching? 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic

@gp-pulipaka.bsky.social network 1d

Graph Theory! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #LLM #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #Books #100DaysofCode
geni.us/Graph-Theory

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@gp-pulipaka.bsky.social network 1d

Intro to Discrete Math! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #LLM #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #Books #100DaysofCode
geni.us/Intro-Discre...

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