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prompt-cache-key: Stable Hashes for Anthropic Prompt Cache Scopes
mukundakatta profile

prompt-cache-key: Stable Hashes for Anthropic Prompt Cache Scopes

#hermeschallenge #ai #python #agents
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5 min read
Your Agent Loop Has No Clock: agent-deadline
mukundakatta profile

Your Agent Loop Has No Clock: agent-deadline

#hermeschallenge #ai #python #agents
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5 min read
prompt-eval-rubric: Composable 0.0-1.0 Scoring Rubrics for LLM Outputs
mukundakatta profile

prompt-eval-rubric: Composable 0.0-1.0 Scoring Rubrics for LLM Outputs

#hermeschallenge #ai #python #agents
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6 min read
Single-Flight LLM Calls: Coalesce 50 Concurrent Identical Requests Into One API Call
mukundakatta profile

Single-Flight LLM Calls: Coalesce 50 Concurrent Identical Requests Into One API Call

#hermeschallenge #ai #python #agents
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4 min read
llm-tool-arg-coerce: Stop LLM String Arguments From Crashing Your Tools
mukundakatta profile

llm-tool-arg-coerce: Stop LLM String Arguments From Crashing Your Tools

#hermeschallenge #ai #python #agents
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5 min read
llm-retry-py: Full-Jitter Retry for LLM Calls in Python
mukundakatta profile

llm-retry-py: Full-Jitter Retry for LLM Calls in Python

#hermeschallenge #ai #python #agents
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5 min read
Session-Scoped Tool Call Deduplication: Stop Your Agent From Doing the Same Thing Twice
mukundakatta profile

Session-Scoped Tool Call Deduplication: Stop Your Agent From Doing the Same Thing Twice

#hermeschallenge #ai #python #agents
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4 min read
Sliding Message Window for Agent Loops: Trim Context Without Splitting Tool Pairs
mukundakatta profile

Sliding Message Window for Agent Loops: Trim Context Without Splitting Tool Pairs

#hermeschallenge #ai #python #agents
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4 min read
Format Tool Output for LLMs Before It Becomes a Tool Result: tool-output-format
mukundakatta profile

Format Tool Output for LLMs Before It Becomes a Tool Result: tool-output-format

#hermeschallenge #ai #python #agents
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5 min read
Tool Call Deduplication: Stop Your Agent from Doing the Same Thing Twice
mukundakatta profile

Tool Call Deduplication: Stop Your Agent from Doing the Same Thing Twice

#hermeschallenge #ai #python #agents
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6 min read
Pre-Flight Cost Gates for LLM Calls: Stop Expensive Requests Before They Hit the API
mukundakatta profile

Pre-Flight Cost Gates for LLM Calls: Stop Expensive Requests Before They Hit the API

#hermeschallenge #ai #python #agents
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5 min read
My agent cited a document that does not exist. Here is the library I wrote to catch that.
mukundakatta profile

My agent cited a document that does not exist. Here is the library I wrote to catch that.

#hermeschallenge #ai #python #agents
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5 min read
Run Your Agent in Shadow Mode Before You Trust It With Production
mukundakatta profile

Run Your Agent in Shadow Mode Before You Trust It With Production

#hermeschallenge #ai #python #agents
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4 min read
LRU Memoization for Agent Tool Calls with tool-result-cache
mukundakatta profile

LRU Memoization for Agent Tool Calls with tool-result-cache

#hermeschallenge #ai #python #agents
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5 min read
tool-call-budgets: Stop Runaway Agent Loops Before They Hit Your Invoice
mukundakatta profile

tool-call-budgets: Stop Runaway Agent Loops Before They Hit Your Invoice

#hermeschallenge #ai #python #agents
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5 min read
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