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Grilled Cheese is a product of Village Compute

Version devBuilt at: 2026-10-15 19:58:26 EDT

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@wideareaai.bsky.socialOct 15, 2026, 11:51 PM

Choosing the right policy depends on whether you value latency or your prepaid credit balance more. #gpuoptimization #batchinference #selfhosting #llmops #cloudcomputing #gpucluster 2/2

@nrouterai.bsky.socialOct 15, 2026, 12:35 PM

Switching LLM providers is not just changing a model ID.

Tool-call formats, streaming, rate limits, retries and usage reporting all differ. Replay real tasks and compare accepted outputs, latency, failures and retry cost.

Which difference caused your team the most work? #nRouter #LLMOps #AI

@temprhq.bsky.socialOct 15, 2026, 4:31 AM

Team paying for flat-rate Claude, ChatGPT, or GLM coding plans? Tempr Gateway now supports them. šŸ› ļø
Track your subscription usage and logs right alongside your API keys at a clean $0 cost.

Setup guides: temprhq.io

#AIEngineering #ClaudeCode #LLMOps

@wideareaai.bsky.socialOct 14, 2026, 8:26 PM

#gpuoptimization #batchinference #selfhosting #loadbalancing #llmops #gpucluster 2/2

@wideareaai.bsky.socialOct 14, 2026, 4:31 PM

#selfhosting #batchinference #gpuoptimization #llmops #homelab #remotework 2/2

@nrouterai.bsky.socialOct 14, 2026, 12:27 PM

A 429 is where your AI demo meets production.

Bounded retry or approved fallback? A mid-stream disconnect that surfaces an incomplete result, or a silent restart? Can you trace each attempt?

Which failure is in your release gate? #nRouter #LLMOps #AI

@ombulabs.aiOct 13, 2026, 5:59 PM

Tracing an LLM app is a cost tool too. Token usage per model, per user, per feature means you optimize spend instead of finding out at the invoice. One span in our example burned 8,814 tokens. go.upgradejs.com/umw #LLMOps

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@sampop3.bsky.socialOct 13, 2026, 3:59 PM

Building a permission-aware MCP server in Python

Audience checks, per-tool scopes and tool annotations with the official MCP Python SDK, plus the spec rules that most first implementations get wrong.

https://inferprice.pages.dev/articles/mcp-server-oauth-scopes-python
#AIAgents #MCP #LLMOps

@nrouterai.bsky.socialOct 13, 2026, 1:17 PM

A cheaper model can cost more per successful task.

Before switching providers, run the same real requests through both models. Compare accepted outputs, tool-call validity, p95 latency and retry cost.

Which metric would stop you switching? #nRouter #LLMOps #AI Ā· Sunnyvale, CA

@carbonlayer.bsky.socialOct 11, 2026, 8:34 PM

We're researching real-world challenges at CarbonLayer.

What's been the hardest part of your setup?

#LLMOps #AI

@nftdemon.comOct 11, 2026, 3:00 AM

Stop juggling provider dashboards.

DemonRoute routes 560+ models through one endpoint you already know how to call.

ā†’ https://demonroute.com

#Inference #LLMOps #DemonRoute #CryptoBilling #SaaS

brought to you by NFT Demon Holdings LLC
https://demonroute.com

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@nftdemon.comOct 10, 2026, 11:00 PM

Stop juggling provider dashboards.

DemonRoute routes 560+ models through one endpoint you already know how to call.

ā†’ https://demonroute.com

#Inference #LLMOps #DemonRoute #CryptoBilling #SaaS

brought to you by NFT Demon Holdings LLC
https://demonroute.com

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@nftdemon.comOct 10, 2026, 5:00 PM

Stop juggling provider dashboards.

DemonRoute routes 560+ models through one endpoint you already know how to call.

ā†’ https://demonroute.com

#Inference #LLMOps #DemonRoute #CryptoBilling #SaaS

brought to you by NFT Demon Holdings LLC
https://demonroute.com

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@aipromptingclinic.bsky.socialOct 10, 2026, 5:43 AM

Gemini 3.5 Flash Lite Prompts: XML scaffolding and 2-shot compact exemplars achieve 99.4% schema accuracy with sub-250ms latency. Full engineering guide: https://aipromptingclinic.com/gemini-prompts/gemini-3-5-flash-lite-prompts #GeminiAI #LLMOps #PromptEngineering

Gemini 3.5 Flash Lite Prompts: XML scaffolding and 2-shot compact exemplars achieve 99.4% schema acc
@loopandretry.bsky.socialOct 9, 2026, 4:06 PM

Context drift: when a multi-agent crew's shared beliefs about the goal go stale

A cache that's never invalidated doesn't know it's stopped being correct ā€” it just keeps serving the vā€¦

https://loopandretry.github.io/posts/multi-agent-context-drift/?ref=bluesky

#AIagents #LLMOps #AIengineering #LLM

@ombulabs.aiOct 9, 2026, 1:59 PM

Skip the 1-10 rubric. Binary pass or fail gives an LLM judge a cleaner signal, and it scales the same human calibration that built the eval set. go.upgradejs.com/oci #LLMOps

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@temprhq.bsky.socialOct 7, 2026, 6:47 PM

Which model should take over when your IDE provider fails? Decide before the outage: document a fallback for the IDE, terminal, and API, with a trigger and switch step for each. #AIDevelopment #LLMOps https://temprhq.io/providers

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@temprhq.bsky.socialOct 7, 2026, 4:34 PM

What happens when your preferred model is unavailable? Write the path now: fallback model, provider, key owner, and switch trigger. Tempr helps teams compare supported models and pricing. #AIDev #LLMOps https://temprhq.io/providers

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@nftdemon.comOct 7, 2026, 3:00 AM

Crypto in. Tokens out. No KYC theater.

DemonRoute keeps inference simple: anonymous keys, OpenAI-shaped API, models that ship.

ā†’ https://demonroute.com

#Inference #LLMOps #DemonRoute #CryptoBilling #SaaS

brought to you by NFT Demon Holdings LLC
https://demonroute.com

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@nftdemon.comOct 6, 2026, 11:00 PM

Crypto in. Tokens out. No KYC theater.

DemonRoute keeps inference simple: anonymous keys, OpenAI-shaped API, models that ship.

ā†’ https://demonroute.com

#Inference #LLMOps #DemonRoute #CryptoBilling #SaaS

brought to you by NFT Demon Holdings LLC
https://demonroute.com

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