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Ask HN: How do you keep 54 LLM workflows on the right models?

2•ttruett•51m ago
I have a Django app with 54 LLM-backed workflows. Up until recently I've exclusively used Anthropic models via AWS Bedrock but just set up OpenRouter to test the new Gemini models given they seem to match Sonnet/Haiku intelligence but with 3-5x output speed. I'm using Pydantic AI for validation/normalization.

I currently maintain a registry that describes a workflow's purpose, what we're optimizing for (intelligence, speed, cost), its eval, and a human-readable bar that must be achieved.

I'm curious what strategies/systems people are using to keep track of everything and ensure an optimal model is being used for a given workflow.

Grok Bot

https://twitter.com/bot/status/2087224798078517251
1•punnerud•1m ago•0 comments

Show HN: ThinkingType, an eval measuring if fonts change VLM judgments

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Lightricks/LTX-2.5 – Video, Audio and World Simulation

https://huggingface.co/Lightricks/LTX-2.5
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An unreleased Anthropic model made progress on one of math's biggest unsolved

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The whole of PyTorch on one page

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Show HN: The Complexity Behind Products

https://s-1.vercel.app/
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Gamgee

https://www.ycombinator.com/companies/gamgee
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Automated bookkeeping harness connected to mercury, whop, stripe and more

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Zero Day Clock

https://zerodayclock.com/
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Hoover Dam is losing power. Inside the 'slowest-moving train wreck in history'

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Designing Connection Authentication for C1 Bridge

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Game Developers Conference – Royalty Free Sound Effects

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3•hyperific•14m ago•0 comments

Search over the Visual World: off-the-shelf VLMs beat video embeddings

https://arxiv.org/abs/2608.08075
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Can you trust what AI tells you? [video]

https://www.youtube.com/watch?v=cIMlBw2nqfA
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Making Holograms with a Pen Plotter

https://blog.jordan.matelsky.com/Penplotter-holography/
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Personal Mac Security: Run a Practical Local Check

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When Crumbling Infrastructure Meets Cyber Exposure

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The Tradeoffs Facing Japan's Economy

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OpenAI Brings ChatGPT Desktop App to Linux

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Zap Rocks. Add Water. Get Clean Hydrogen

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Show HN: Pulp – Zero-allocation C11 telemetry engine (28M logs/SEC to disk)

https://github.com/superwired-labs/Pulp
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Operation Matryoshka: Russia using 'BBC news' fakes to pervert key German vote

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Weekend at Bernie's

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Alpha Compute to buy gas rights for $55M data center campus

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Microsoft August 2026 Patch Tuesday fixes 400 flaws, 3 zero-days

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The Essential Cantong qi [pdf]

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https://heydeacon.com
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Guy Spier's 2025 Letter to Partners (after diagnosis)

https://aqfd.docsend.com/view/nip42bjerdisg63z
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Thundermail Email Hosting

https://tb.pro/en-US/
3•neogodless•28m ago•4 comments

Lean Eval for Alignment on Faithfulness

https://www.millenniumresearch.ai/leanscreen.html#catch
33•asdajksbda•28m ago•4 comments