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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
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
Check Token Count Before You Hit the 413
mukundakatta profile

Check Token Count Before You Hit the 413

#hermeschallenge #ai #python #agents
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5 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
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
Rust: Check If Your Payload Fits a Model's Context Window Before You Send It
mukundakatta profile

Rust: Check If Your Payload Fits a Model's Context Window Before You Send It

#hermeschallenge #ai #rust #agents
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4 min read
agent-message-window: Slide Your Context Window Without Dropping Tool Calls
mukundakatta profile

agent-message-window: Slide Your Context Window Without Dropping Tool Calls

#hermeschallenge #ai #python #agents
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5 min read
m365-graph-incident-agent: AI-Powered Incident Triage via Microsoft Graph
mukundakatta profile

m365-graph-incident-agent: AI-Powered Incident Triage via Microsoft Graph

#hermeschallenge #ai #python #agents
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5 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
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 Fourth Layer of Agent-Native
zxpmail profile

The Fourth Layer of Agent-Native

#ai #architecture #agents #webdev
2
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7 min read
How I Shipped 2,500+ Commits With AI Agents Using a 12-Phase Workflow
letuhao profile

How I Shipped 2,500+ Commits With AI Agents Using a 12-Phase Workflow

#ai #productivity #agents #development
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12 min read
I Gave My AI Agent the Ability to Research Before It Writes — Here’s What Changed
shipstack profile

I Gave My AI Agent the Ability to Research Before It Writes — Here’s What Changed

#ai #python #softwaredevelopment #agents
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6 min read
What is Human-In-The-Loop (HITL)?
anilmurty profile

What is Human-In-The-Loop (HITL)?

#agents #ai #automation #machinelearning
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8 min read
[I Stopped Babysitting My AI Agent for 30 Days] Here's What Actually Broke
rapidclaw profile

[I Stopped Babysitting My AI Agent for 30 Days] Here's What Actually Broke

#ai #agents #automation #devops
3
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5 min read
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