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Single-Flight Batching: When Many Callers Need the Same LLM Response
mukundakatta profile

Single-Flight Batching: When Many Callers Need the Same LLM Response

#hermeschallenge #ai #python #agents
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6 min read
Stop Writing One-Off Case Converters for LLM Tool Args: tool-arg-rename
mukundakatta profile

Stop Writing One-Off Case Converters for LLM Tool Args: tool-arg-rename

#hermeschallenge #ai #python #agents
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5 min read
llm-fallback-chain: Ordered Provider Failover for LLM Calls
mukundakatta profile

llm-fallback-chain: Ordered Provider Failover for LLM Calls

#hermeschallenge #ai #python #agents
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5 min read
Make Your Agent Idempotent: Run It Twice, Get the Same Result
mukundakatta profile

Make Your Agent Idempotent: Run It Twice, Get the Same Result

#hermeschallenge #ai #python #agents
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4 min read
Your Agent Loop Needs a Real Exit: llm-stop-conditions
mukundakatta profile

Your Agent Loop Needs a Real Exit: llm-stop-conditions

#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-Warm Your Anthropic Prompt Cache Before the Traffic Hits
mukundakatta profile

Pre-Warm Your Anthropic Prompt Cache Before the Traffic Hits

#hermeschallenge #ai #python #agents
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4 min read
llm-budget-window: Per-Minute and Per-Hour Token Caps That Actually Work
mukundakatta profile

llm-budget-window: Per-Minute and Per-Hour Token Caps That Actually Work

#hermeschallenge #ai #rust #agents
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5 min read
llm-circuit-breaker-py: Open the Circuit Before Your Agent Hammers a Down Provider
mukundakatta profile

llm-circuit-breaker-py: Open the Circuit Before Your Agent Hammers a Down Provider

#hermeschallenge #ai #python #agents
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5 min read
Replay Every LLM Prompt Against a New Model Before You Migrate
mukundakatta profile

Replay Every LLM Prompt Against a New Model Before You Migrate

#hermeschallenge #ai #python #agents
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3 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
Per-Key Rate Limiting for Agent Tool Calls: Stop One User From Breaking Everything
mukundakatta profile

Per-Key Rate Limiting for Agent Tool Calls: Stop One User From Breaking Everything

#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
Persist and Restore Conversations With Optional Encryption: JSONL Codec for LLM Message Histories
mukundakatta profile

Persist and Restore Conversations With Optional Encryption: JSONL Codec for LLM Message Histories

#hermeschallenge #ai #python #agents
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4 min read
agenttap: see exactly what your Python LLM client sends over the wire
mukundakatta profile

agenttap: see exactly what your Python LLM client sends over the wire

#hermeschallenge #ai #python #agents
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5 min read
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