#llm

GPT-4.1 Nano (Ultra-Fast Router) vs GPT-4o Mini: Which LLM API actually protects your SaaS gross margin at 10,000 DAU?

Here is the live 2026 token math across input, output & prompt caching: 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic

Guardrails aren't safety; they're liability shields. Sycophancy and "as an AI language model" refusals don't protect users—they protect the company's PR department. Real safety comes from raw inference and unfettered weights, not a RLHF layer that screams "caution." #AI #LLM

3/ Run your own DAU, prompt cache hit rate (0-95%), and LiteLLM fallback router simulation on our live comparison page:
https://tokenmargin.dev/compare/gpt-4-1-vs-deepseek-chat-v3-0324.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

GPT-4.1 (1M Context Frontier) vs DeepSeek V3 (0324): Which LLM API actually protects your SaaS gross margin at 10,000 DAU?

Here is the live 2026 token math across input, output & prompt caching: 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic

Built an AI astrologer and it kept confidently inventing aspects that weren't in the chart.
What fixed it: the model never computes anything (Swiss Ephemeris does), a fact-checker reads every claim back against the chart, and books instead of "the internet".
Write-up 👇
#buildinpublic #llm #ai #astro

My third post in my multi-agent orchestration framework series is now live. This time, it’s about the agent

developmentwithadot.blogspot.com/2026/11/a-ne...

#csharp #dotnet #agents #llm #ai

3/ Run your own DAU, prompt cache hit rate (0-95%), and LiteLLM fallback router simulation on our live comparison page:
https://tokenmargin.dev/compare/deepseek-r1-distill-llama-70b-vs-o3-mini.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

DeepSeek R1 Distill Llama 70B vs OpenAI o3-mini: Which LLM API actually protects your SaaS gross margin at 10,000 DAU?

Here is the live 2026 token math across input, output & prompt caching: 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #generativeart #aiartcommunity #Flux #LLM

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #generativeart #aiartcommunity #Flux #LLM

3/ Run your own DAU, prompt cache hit rate (0-95%), and LiteLLM fallback router simulation on our live comparison page:
https://tokenmargin.dev/compare/qwen-2-5-coder-32b-vs-codestral-2501.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

Qwen 2.5 Coder 32B Instruct vs Mistral Codestral 2501: Which LLM API actually protects your SaaS gross margin at 10,000 DAU?

Here is the live 2026 token math across input, output & prompt caching: 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic

#AI #AIart #AIartwork #AIimage #AIimagegeneration #AIgenerated #digitalart #digitalartwork #generativeart #aiartcommunity #Flux #LLM

3/ Run your own DAU, prompt cache hit rate (0-95%), and LiteLLM fallback router simulation on our live comparison page:
https://tokenmargin.dev/compare/llama-4-maverick-vs-deepseek-chat-v3-0324.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

Llama 4 Maverick (17B-128E MoE) vs DeepSeek V3 (0324): Which LLM API actually protects your SaaS gross margin at 10,000 DAU?

Here is the live 2026 token math across input, output & prompt caching: 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic

Shopify says Q3 was the first time it saw shoppers experimenting with letting personal AI agents buy for them.
Michal: product pages now need clean prices, stock and specs a machine can read.

#AI #VibeCoding #ClaudeCode #DevTools #LLM

👉 I dettagli: www.alessiopomaro.it/agenti-ai-to...
___
✉️ 𝗦𝗲 𝘃𝘂𝗼𝗶 𝗿𝗶𝗺𝗮𝗻𝗲𝗿𝗲 𝗮𝗴𝗴𝗶𝗼𝗿𝗻𝗮𝘁𝗼/𝗮 𝘀𝘂 𝗾𝘂𝗲𝘀𝘁𝗲 𝘁𝗲𝗺𝗮𝘁𝗶𝗰𝗵𝗲, 𝗶𝘀𝗰𝗿𝗶𝘃𝗶𝘁𝗶 𝗮𝗹𝗹𝗮 𝗺𝗶𝗮 𝗻𝗲𝘄𝘀𝗹𝗲𝘁𝘁𝗲𝗿: bit.ly/newsletter-a...

#AI #GenAI #GenerativeAI #IntelligenzaArtificiale #LLM

🧠 Ho scritto “Agents Read More Than They Use” e sviluppato #tracetrim: imparare dalle tracce quali campi dei tool passare agli agenti #AI, misurando il risparmio e dove il filtro sbaglia.

🔗 Il paper: doi.org/10.5281/zeno...
🔗 Il codice: github.com/alepom/trace...

#AI #GenAI #GenerativeAI #LLM

Training on model-made data makes models forget the real world; the long tail dies first, and the damage sticks.

AI Models Collapse When Trained on Recursively Generated Data: Supplementary Material
https://arxiv.org/abs/2305.17493

#AI #AIResearch #LLM

3/ Run your own workload parameters & interactive FinOps stress test in our full engineering guide:
https://tokenmargin.dev/guides/reasoning-model-token-multiplier-o3-mini-vs-deepseek-r1-vs-qwq-32b.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

Reasoning Model Hidden Token Multiplier: o3-mini vs DeepSeek R1 vs QwQ-32B Cost Calculator

Reasoning models bill for hidden chain-of-thought (<think>) output tokens. Compare real per-problem cost across OpenAI o3-mini, DeepSeek R1, Claude 3.7 Thinking, and Qwen QwQ-32B. 🧵👇

#AI #LLM #DevTools ...

🧬 Claude Fable 5.2 (Anthropic) now tracked: 1M-token context, $8 in / $40 out. Pricing that low for a long-context commercial model is unusual—see how it compares to the rest.

https://olud.ai/latest.html

#AI #LLM

Students & Educators: Learn how Artificial Intelligence and data grids work together with our free, zero-install browser portal and demo sheets! 🎓💡 🔗 matasoft.hr/qtrendcontro...
#EdTech #AILiteracy #Spreadsheets #AITools #AISpreadsheet #AIFunctions #AIFormula #AI #LLM #AISpreadsheetIntegration #BI

3/ Compare all cloud GPU & serverless endpoints hosting DeepSeek V3 (0324) (<400ms TTFT SLA) on our live calculator:
https://tokenmargin.dev/models/deepseek-chat-v3-0324-pricing-calculator.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

DeepSeek V3 (0324) Cloud Pricing & Cheapest Providers (2026):

What does DeepSeek V3 (0324) actually cost in production across input, output & prompt caching? 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic

#LLM #Evaluations: from #Prototype to #Production : Medium

#DeepMind Says Its #AI Can #Predict #Hurricanes Earlier Than Everyone Else : WIRED

The #Mathematical #Trick that explains how to find a #Needle in a #Haystack : Sci Am

Latest #KnowledgeLinks

knowledgezone.co.in/resources/bo...

Opus 5.5 or GPT 6.1 Terra?

Which one actually delivers better results when things get complicated?

#AI #LLM #ArtificialIntelligence

Nanbeige4.3-33B vs Arete-27B: Capabilities and Key Differences

A comparison of Nanbeige4.3-33B, a top agentic coding model, and Arete-27B, a model fine-tuned for Western values. Choose based on your task and values.

#science #AI #MachineLearning #LLM

3/ Run your own workload parameters & interactive FinOps stress test in our full engineering guide:
https://tokenmargin.dev/guides/ai-coding-assistant-unit-economics-claude-sonnet-vs-qwen-coder-deepseek.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

AI Coding SaaS Unit Economics: Claude 3.7 Sonnet vs Qwen 2.5 Coder 32B vs DeepSeek V3

How AI IDE and code-review startups survive $20/mo unlimited subscriptions by routing autocomplete and diff linting to Qwen 2.5 Coder 32B ($0.07/1M) and complex refactors to Claude 3.7 Sonnet. 🧵👇

#AI #LLM #D...