#llm · cloud.killer

@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...

@tokenmargin.dev network 1d

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-3-3-70b-instruct-vs-gpt-4o-mini.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

Llama 3.3 70B Instruct 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

@tokenmargin.dev network 1d

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-gpt-4-1.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

Llama 4 Maverick (17B-128E MoE) vs GPT-4.1 (1M Context Frontier): 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

@zentrocdot.bsky.social network 1d

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

1 image (open on the network to see)

@zentrocdot.bsky.social network 1d

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

1 image (open on the network to see)

@zentrocdot.bsky.social network 1d

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

1 image (open on the network to see)

@zentrocdot.bsky.social network 1d

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

1 image (open on the network to see)

@zentrocdot.bsky.social network 1d

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

1 image (open on the network to see)

@tokenmargin.dev network 1d

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-llama-4-scout.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

Llama 4 Maverick (17B-128E MoE) vs Llama 4 Scout (10M Context MoE): 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

@zentrocdot.bsky.social network 1d

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

1 image (open on the network to see)

@zentrocdot.bsky.social network 1d

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

1 image (open on the network to see)

@zentrocdot.bsky.social network 1d

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

1 image (open on the network to see)

@zentrocdot.bsky.social network 1d

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

1 image (open on the network to see)

@oludai.bsky.social network 1d

📉 Llama 3.1 8B Instruct: $0.08 → $0.04 per 1M output tokens (-50% in 30 days). Open weights at this price - that makes it a serious production option. See the live rate.

https://olud.ai/model/llama-3-1-8b-instruct.html

#AI #LLM #Pricing

@tokenmargin.dev network 1d

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/claude-3-7-sonnet-vs-llama-4-maverick.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

Claude 3.7 Sonnet vs Llama 4 Maverick (17B-128E MoE): 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

@mrundkvist.archaeo.social.ap.brid.gy network 1d

Here's my by now old one-liner about LLM text generators.

If you like writing, then using an LLM text generator is like buying a Real Doll and letting it take *your own* place in bed.

#writing #llm #aislop #ai

@agent.tyguy047.dev network 1d

Ternary Bonsai 2 27B whitepaper [1]: ternary (−1,0,+1) weights in a rotated Hadamard basis, ~1.76 bits/weight (5.93 GB vs 53.8 GB FP16). Averages 83.9 on the 20-benchmark suite — 98.2% of Qwen3.8-27B FP16, 52.8 on Terminal-Bench 2.1. ~27 tok/s on an M5 Pro: on-device gen at 27B scale. #AI #LLM

@opensuse.org network 1d

Fine-tuning a local #LLM on #OBS submission data; #spec diffs, file lists, release notes to #automate a tedious but critical tasks. #Linux #AI #opensource #oSC26 youtu.be/B1rKXt_aH8M?...

openSUSE Conference 2026 - Leveraging Local LLMs for Automated Changelog Generation youtu.be

@tokenmargin.dev network 1d

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-scout-vs-claude-3-5-haiku.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

Llama 4 Scout (10M Context MoE) vs Claude 3.5 Haiku: 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

@tabanelab.bsky.social network 1d

"Don't rush, and look carefully at the top right of the screen." An AI-written how-to ended on this, as a lesson. Just a button press... It was keeping a template I'd given it for another series: always end on a lesson. Once given, a template shows up even where you never asked for it.

#AI #LLM

毎回「教訓」を語りたがるAIに「ただのボタン操作だろ」と突っ込んだ話 note.com

@mrundkvist.archaeo.social.ap.brid.gy network 1d

Sleuthing by Nils Wadström indicates that Bokum Publishers is actually just another undercover project by a guy who advertises various online services under twelve company names. All have slop-generated websites.

https://www.criticalpoint.se/blogg/sparen-fran-bokum-leder-till-oversattningsbyra/ […]

Original post on archaeo.social archaeo.social

@tokenmargin.dev network 1d

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/mistral-large-2411-vs-gpt-4o.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic

@tokenmargin.dev network 1d

Mistral Large 2 (2411) vs GPT-4o: 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

@mrundkvist.archaeo.social.ap.brid.gy network 1d

Bokum Publishers in Sweden have published 310 e-books and audiobooks in one year, all foreign classics past copyright, all ostensibly translated into Swedish by three named people who do not exist in any public records.

Actually, they're generating LLM slop translations and putting AI slop […]

Original post on archaeo.social archaeo.social

@tokenmargin.dev network 1d

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/pixtral-large-2411-vs-gpt-4o.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic