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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
Composable Output Guardrails: Filter Agent Responses Before They Reach Users
mukundakatta profile

Composable Output Guardrails: Filter Agent Responses Before They Reach Users

#hermeschallenge #ai #python #agents
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4 min read
Step Through Your Agent's Failures Like a Debugger
mukundakatta profile

Step Through Your Agent's Failures Like a Debugger

#hermeschallenge #ai #python #agents
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4 min read
Fix Bad Structured Output by Feeding the Error Back to the Model
mukundakatta profile

Fix Bad Structured Output by Feeding the Error Back to the Model

#hermeschallenge #ai #python #agents
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4 min read
Structured Citations for LLM Agents: Track Where Every Claim Came From
mukundakatta profile

Structured Citations for LLM Agents: Track Where Every Claim Came From

#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
VCR-Style Record/Replay for LLM Tests: Make Your Agent Tests Deterministic and Free
mukundakatta profile

VCR-Style Record/Replay for LLM Tests: Make Your Agent Tests Deterministic and Free

#hermeschallenge #ai #python #agents
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4 min read
In-Process LRU Cache for LLM Calls: Stop Paying for the Same Response Twice
mukundakatta profile

In-Process LRU Cache for LLM Calls: Stop Paying for the Same Response Twice

#hermeschallenge #ai #python #agents
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4 min read
Build Anthropic Content Blocks Without Wrestling With Dicts
mukundakatta profile

Build Anthropic Content Blocks Without Wrestling With Dicts

#hermeschallenge #ai #python #agents
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3 min read
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
Normalize Provider Error JSON So Your Agent Can Actually Handle Failures
mukundakatta profile

Normalize Provider Error JSON So Your Agent Can Actually Handle Failures

#hermeschallenge #ai #python #agents
Comments
3 min read
AgentSnap: Usage Tracking With Cost Aggregation for LLM Agents
mukundakatta profile

AgentSnap: Usage Tracking With Cost Aggregation for LLM Agents

#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
Persist LLM Conversations Safely: JSONL, Redaction, and Encryption
mukundakatta profile

Persist LLM Conversations Safely: JSONL, Redaction, and Encryption

#hermeschallenge #ai #python #agents
Comments
6 min read
Declarative Tool Prerequisites: Enforce Tool Ordering Before the Agent Calls in the Wrong Order
mukundakatta profile

Declarative Tool Prerequisites: Enforce Tool Ordering Before the Agent Calls in the Wrong Order

#hermeschallenge #ai #python #agents
Comments
4 min read
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