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agent-message-window: a sliding context window that never breaks a tool pair
mukundakatta profile

agent-message-window: a sliding context window that never breaks a tool pair

#hermeschallenge #ai #python #agents
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5 min read
Function Signatures to Multi-Provider Tool Schemas: One Source of Truth for All LLM Providers
mukundakatta profile

Function Signatures to Multi-Provider Tool Schemas: One Source of Truth for All LLM Providers

#hermeschallenge #ai #python #agents
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4 min read
Composable Stop Conditions: Know When Your Agent Is Actually Done
mukundakatta profile

Composable Stop Conditions: Know When Your Agent Is Actually Done

#hermeschallenge #ai #python #agents
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4 min read
llm-message-hash-py: Canonical Hashes for LLM Request Structures
mukundakatta profile

llm-message-hash-py: Canonical Hashes for LLM Request Structures

#hermeschallenge #ai #python #agents
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5 min read
perfectcorp-tryon-concierge: Virtual Try-On via Chat
mukundakatta profile

perfectcorp-tryon-concierge: Virtual Try-On via Chat

#hermeschallenge #ai #python #agents
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5 min read
How to Know When Your Agent Is Done (Before It Runs Forever)
mukundakatta profile

How to Know When Your Agent Is Done (Before It Runs Forever)

#hermeschallenge #ai #python #agents
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6 min read
Rust: Stop Retries From Double-Submitting LLM Calls With Content-Derived Idempotency Keys
mukundakatta profile

Rust: Stop Retries From Double-Submitting LLM Calls With Content-Derived Idempotency Keys

#hermeschallenge #ai #rust #agents
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4 min read
Per-Tool Call-Count Caps: Prevent Any Single Tool From Running Away
mukundakatta profile

Per-Tool Call-Count Caps: Prevent Any Single Tool From Running Away

#hermeschallenge #ai #python #agents
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4 min read
agenttap: Wire-Level Prompt Introspection for LLM Agents
mukundakatta profile

agenttap: Wire-Level Prompt Introspection for LLM Agents

#hermeschallenge #ai #python #agents
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4 min read
prompt-replay: Record and Replay LLM Prompts Across Models
mukundakatta profile

prompt-replay: Record and Replay LLM Prompts Across Models

#hermeschallenge #ai #python #agents
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5 min read
Stop Your Agent from Sneaking in 'I would recommend...' When You Said Only 'escalate', 'resolve', or 'defer'
mukundakatta profile

Stop Your Agent from Sneaking in 'I would recommend...' When You Said Only 'escalate', 'resolve', or 'defer'

#hermeschallenge #ai #python #agents
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5 min read
agentvet-rs: Validate Tool Args Before Your Agent Executes Them (Rust)
mukundakatta profile

agentvet-rs: Validate Tool Args Before Your Agent Executes Them (Rust)

#hermeschallenge #ai #rust #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
prompt-replay: Record LLM Outputs Today, Replay Against a New Model Tomorrow
mukundakatta profile

prompt-replay: Record LLM Outputs Today, Replay Against a New Model Tomorrow

#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
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