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Artificial intelligence leverages computers and machines to mimic the problem-solving and decision-making capabilities found in humans and in nature.

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Five Observability Layers Every Production Agent Needs
mukundakatta profile

Five Observability Layers Every Production Agent Needs

#hermeschallenge #ai #python #agents
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6 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
Comments
5 min read
Compress Your Agent's Context Without Losing What Matters
mukundakatta profile

Compress Your Agent's Context Without Losing What Matters

#hermeschallenge #ai #python #agents
Comments
6 min read
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
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
Comments
5 min read
agentsnap-rs: Snapshot Testing for Rust Agent Tool-Call Traces
mukundakatta profile

agentsnap-rs: Snapshot Testing for Rust Agent Tool-Call Traces

#hermeschallenge #ai #rust #agents
Comments
5 min read
Checkpoint Your Agent Jobs So Crashes Don't Mean Starting Over
mukundakatta profile

Checkpoint Your Agent Jobs So Crashes Don't Mean Starting Over

#hermeschallenge #ai #python #agents
Comments
4 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
Comments
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
Comments
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
Comments
4 min read
The Agent That Retried Five Times Over a String: tool-arg-coerce-py
mukundakatta profile

The Agent That Retried Five Times Over a String: tool-arg-coerce-py

#hermeschallenge #ai #python #agents
Comments
5 min read
I run 30 agents in parallel. They share one budget. Here is the pool primitive that makes that safe.
mukundakatta profile

I run 30 agents in parallel. They share one budget. Here is the pool primitive that makes that safe.

#hermeschallenge #ai #rust #concurrency
Comments
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
Comments
5 min read
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
Comments
6 min read
agentfit-rs: Token-Aware Message Truncation for Rust LLM Agents
mukundakatta profile

agentfit-rs: Token-Aware Message Truncation for Rust LLM Agents

#hermeschallenge #ai #rust #agents
Comments
6 min read
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