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My agent made a $400 mistake. I had no idea why. So I built a WHY layer.
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
My agent made a $400 mistake. I had no idea why. So I built a WHY layer.
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5 min read
prompt-template-version: Semver-Pin Your System Prompts So You Can Always Roll Back
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
prompt-template-version: Semver-Pin Your System Prompts So You Can Always Roll Back
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6 min read
The Tool That Kept Doing Full-Table Scans: tool-arg-defaults
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
The Tool That Kept Doing Full-Table Scans: tool-arg-defaults
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6 min read
agent-citation: Track Where Every Agent Claim Came From
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
agent-citation: Track Where Every Agent Claim Came From
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6 min read
llm-retry-py: Full-Jitter Retry for LLM Calls in Python
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
llm-retry-py: Full-Jitter Retry for LLM Calls in Python
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5 min read
tool-output-truncate-py: Trim Tool Output Before It Eats Your Context Window
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
tool-output-truncate-py: Trim Tool Output Before It Eats Your Context Window
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5 min read
Heuristic Prompt Compression: Cut Your Context Window Usage Without Losing Key Information
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
Heuristic Prompt Compression: Cut Your Context Window Usage Without Losing Key Information
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4 min read
Durable Agent State Checkpoints: Resume Where You Left Off When the Run Crashes
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
Durable Agent State Checkpoints: Resume Where You Left Off When the Run Crashes
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4 min read
Stop Your Agent from Sneaking in 'I would recommend...' When You Said Only 'escalate', 'resolve', or 'defer'
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
Stop Your Agent from Sneaking in 'I would recommend...' When You Said Only 'escalate', 'resolve', or 'defer'
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5 min read
Sanitize Your LLM Message Lists Before Every API Call
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
Sanitize Your LLM Message Lists Before Every API Call
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3 min read
llm-tool-arg-coerce: Stop LLM String Arguments From Crashing Your Tools
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
llm-tool-arg-coerce: Stop LLM String Arguments From Crashing Your Tools
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5 min read
Version and Hash Your Prompt Templates: Know Exactly Which Prompt Produced Each Response
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
Version and Hash Your Prompt Templates: Know Exactly Which Prompt Produced Each Response
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5 min read
Score Your Agent's Responses With a 0.0-1.0 Rubric (No LLM Judge Required)
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
Score Your Agent's Responses With a 0.0-1.0 Rubric (No LLM Judge Required)
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ai
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python
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agents
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4 min read
agent-event-bus: Sync and Async Pub/Sub for Agent Events
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
agent-event-bus: Sync and Async Pub/Sub for Agent Events
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5 min read
Debug Agent Failures After They Happen with JSONL Traces
Mukunda Rao Katta
Mukunda Rao Katta
Mukunda Rao Katta
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May 25
Debug Agent Failures After They Happen with JSONL Traces
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5 min read
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