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Caching in RAG Systems: What to Cache, What Not To, and Why It Matters More Than You Think
Nolan Vale
Nolan Vale
Nolan Vale
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Jul 10
Caching in RAG Systems: What to Cache, What Not To, and Why It Matters More Than You Think
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architecture
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llm
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performance
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rag
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1
 comment
3 min read
I Built a Prompt Compressor That Saves 65% on LLM Costs — Here's the Story
Arjun Shah
Arjun Shah
Arjun Shah
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Jun 26
I Built a Prompt Compressor That Saves 65% on LLM Costs — Here's the Story
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ai
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llm
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opensource
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python
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2 min read
Testing Non-Deterministic LLM Pipelines in CI: A Contract-Based Approach
Mukesh
Mukesh
Mukesh
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Jul 30
Testing Non-Deterministic LLM Pipelines in CI: A Contract-Based Approach
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ai
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ci
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llm
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testing
4
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5
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4 min read
How coding agents like Cursor quietly cut input costs by reusing KV states across turns — and what actually breaks the cache
Susheem Koul
Susheem Koul
Susheem Koul
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Jul 30
How coding agents like Cursor quietly cut input costs by reusing KV states across turns — and what actually breaks the cache
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ai
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webdev
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llm
5
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1
 comment
4 min read
Cutting our LLM bill ~80% with model routing: the actual cost math
Dhruv Kapadia
Dhruv Kapadia
Dhruv Kapadia
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Jun 26
Cutting our LLM bill ~80% with model routing: the actual cost math
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ai
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api
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architecture
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llm
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3 min read
SuperCompress: Cut LLM Costs by 65% Without Losing Answers
Arjun Shah
Arjun Shah
Arjun Shah
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Jun 26
SuperCompress: Cut LLM Costs by 65% Without Losing Answers
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showdev
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ai
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llm
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opensource
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1 min read
Stop Prompting Your Agents. Start Leading Them.
Nick Leamon
Nick Leamon
Nick Leamon
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Jun 26
Stop Prompting Your Agents. Start Leading Them.
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ai
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agents
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llm
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leadership
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9 min read
Cutting AI Costs: Batch API for Non-Urgent Workflows
kapil Maheshwari
kapil Maheshwari
kapil Maheshwari
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Jun 27
Cutting AI Costs: Batch API for Non-Urgent Workflows
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ai
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llm
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startup
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programming
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3 min read
How I Fixed Unpredictable AI Agents With Deterministic Monitoring
Elsie Rainee
Elsie Rainee
Elsie Rainee
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Jul 29
How I Fixed Unpredictable AI Agents With Deterministic Monitoring
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discuss
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agents
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ai
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llm
15
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6
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7 min read
Prompt Versioning Is Not Optional in Production. Here Is How to Actually Do It.
Nolan Vale
Nolan Vale
Nolan Vale
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Jun 26
Prompt Versioning Is Not Optional in Production. Here Is How to Actually Do It.
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ai
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devops
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llm
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softwareengineering
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3 min read
Study: stale documents are RAG poisoning without the attacker
Stacey Schneider
Stacey Schneider
Stacey Schneider
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Jun 26
Study: stale documents are RAG poisoning without the attacker
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ai
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rag
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llm
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security
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5 min read
Baidu Unlimited OCR Holds the KV Cache Constant for 40+ Pages: Reference Sliding Window Attention
pueding
pueding
pueding
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Jun 26
Baidu Unlimited OCR Holds the KV Cache Constant for 40+ Pages: Reference Sliding Window Attention
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ai
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llm
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machinelearning
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8 min read
Why Positional Embeddings Matter — APE, RPE, and RoPE Explained for Developers
zeromathai
zeromathai
zeromathai
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Jun 26
Why Positional Embeddings Matter — APE, RPE, and RoPE Explained for Developers
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ai
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machinelearning
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llm
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transformers
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5 min read
AutoGen's hidden token tax: why a 3-agent chat costs 15 what you expect
wartzar-bee
wartzar-bee
wartzar-bee
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Jul 30
AutoGen's hidden token tax: why a 3-agent chat costs 15 what you expect
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llm
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aiagents
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python
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autogen
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5 min read
Your cache_read_input_tokens is zero. Here is what silently did it.
Jackson Ly
Jackson Ly
Jackson Ly
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Jul 30
Your cache_read_input_tokens is zero. Here is what silently did it.
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llm
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ai
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performance
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api
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2
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5 min read
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