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Named Persona Registry: Keep Your Agent Identities Consistent Across Every Session
mukundakatta profile

Named Persona Registry: Keep Your Agent Identities Consistent Across Every Session

#hermeschallenge #ai #python #agents
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4 min read
Give Your Agent a Scratchpad: Keyed In-Memory Notes Between Tool Calls
mukundakatta profile

Give Your Agent a Scratchpad: Keyed In-Memory Notes Between Tool Calls

#hermeschallenge #ai #python #agents
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4 min read
Fast Heuristic Token Counter: Know Your Prompt Size Without Calling tiktoken
mukundakatta profile

Fast Heuristic Token Counter: Know Your Prompt Size Without Calling tiktoken

#hermeschallenge #ai #python #agents
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4 min read
Ordered Provider Failover: Try Anthropic, Fall Back to OpenAI, Then Gemini
mukundakatta profile

Ordered Provider Failover: Try Anthropic, Fall Back to OpenAI, Then Gemini

#hermeschallenge #ai #python #agents
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4 min read
Stop Branching on Error Strings: A Closed Enum for Tool Exceptions
mukundakatta profile

Stop Branching on Error Strings: A Closed Enum for Tool Exceptions

#hermeschallenge #ai #python #agents
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4 min read
The WHY Layer: Log Why Your Agent Made Each Decision
mukundakatta profile

The WHY Layer: Log Why Your Agent Made Each Decision

#hermeschallenge #ai #python #agents
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4 min read
Render Tool Output as LLM-Friendly Markdown: Give the Model Readable Data, Not Raw JSON
mukundakatta profile

Render Tool Output as LLM-Friendly Markdown: Give the Model Readable Data, Not Raw JSON

#hermeschallenge #ai #python #agents
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5 min read
Register Named Health Checks for Your Agent So You Know What's Broken
mukundakatta profile

Register Named Health Checks for Your Agent So You Know What's Broken

#hermeschallenge #ai #python #agents
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4 min read
Fill Missing Tool Args From Schema Defaults: Stop Your Agent From Omitting Optional Parameters
mukundakatta profile

Fill Missing Tool Args From Schema Defaults: Stop Your Agent From Omitting Optional Parameters

#hermeschallenge #ai #python #agents
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4 min read
In-Process Pub/Sub for Agent Events: Decouple Your Observability From Your Logic
mukundakatta profile

In-Process Pub/Sub for Agent Events: Decouple Your Observability From Your Logic

#hermeschallenge #ai #python #agents
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4 min read
Rule-Based LLM Output Validation: Reject Bad Responses Before They Reach Your Users
mukundakatta profile

Rule-Based LLM Output Validation: Reject Bad Responses Before They Reach Your Users

#hermeschallenge #ai #python #agents
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5 min read
Circuit Breaker for LLM Calls: Stop Hammering a Provider That Is Already Down
mukundakatta profile

Circuit Breaker for LLM Calls: Stop Hammering a Provider That Is Already Down

#hermeschallenge #ai #python #agents
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4 min read
Multi-Provider Streaming Chunk Reassembly: Collect an LLM Stream Into a Complete Response
mukundakatta profile

Multi-Provider Streaming Chunk Reassembly: Collect an LLM Stream Into a Complete Response

#hermeschallenge #ai #python #agents
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4 min read
tool-secret-scrubber: Strip Secrets from Tool Logs Before They Reach Your LLM
mukundakatta profile

tool-secret-scrubber: Strip Secrets from Tool Logs Before They Reach Your LLM

#hermeschallenge #ai #python #agents
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5 min read
Redact API Keys and Tokens From LLM Payloads Before They Leave Your Network
mukundakatta profile

Redact API Keys and Tokens From LLM Payloads Before They Leave Your Network

#hermeschallenge #ai #python #agents
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4 min read
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