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praveenlavu

Salesforce architect across Sales, Service, Experience, Financial Services and Health Cloud, with healthcare EDI depth. I build agent orchestration and write about what breaks. praveenlavu.com

Joined Joined on  Personal website https://praveenlavu.com github website
Your Local LLM Has a Hidden Context Limit
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Your Local LLM Has a Hidden Context Limit

#ai #debugging #llm #machinelearning
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4 min read
What AI Deployment Gets Wrong About Security
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What AI Deployment Gets Wrong About Security

#agents #ai #cybersecurity #security
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4 min read
The LWC CSP Wall Nobody Warned You About
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The LWC CSP Wall Nobody Warned You About

#debugging #frontend #javascript #security
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6 min read
Stop Duplicate Healthcare Claims at Intake
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Stop Duplicate Healthcare Claims at Intake

#architecture #backend #softwareengineering #systemdesign
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6 min read
Why Your Team Formation Floor Is Lying to You
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Why Your Team Formation Floor Is Lying to You

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3 min read
OAuth Client Credentials for EDI Pipelines
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OAuth Client Credentials for EDI Pipelines

#api #architecture #backend #security
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6 min read
Self-Modifying Agents Need a Human Gate
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Self-Modifying Agents Need a Human Gate

#agents #ai #automation
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5 min read
Why Self-Heal Loops Need a Canary Gate
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Why Self-Heal Loops Need a Canary Gate

#architecture #automation #devops #sre
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3 min read
Why We Skipped Packaging for Production
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Why We Skipped Packaging for Production

#architecture #devops #softwareengineering
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5 min read
How I Crashed My Machine Running AI Workloads
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How I Crashed My Machine Running AI Workloads

#ai #hardware #linux #machinelearning
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5 min read
Validate Your AI Judge With Negative Controls
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Validate Your AI Judge With Negative Controls

#ai #llm #testing
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5 min read
The License Blind Spot in AI Orchestration
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The License Blind Spot in AI Orchestration

#agents #ai #architecture #llm
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5 min read
When UTC and Business Hours Don't Agree
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When UTC and Business Hours Don't Agree

#automation #devops #github #infrastructure
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2 min read
When Your Dashboard Quietly Goes Wrong
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When Your Dashboard Quietly Goes Wrong

#analytics #architecture #software
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4 min read
Stop Maintaining EDI Fixture Files
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Stop Maintaining EDI Fixture Files

#backend #softwaredevelopment #testing
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4 min read
Solo Founders Should Write Postmortems
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Solo Founders Should Write Postmortems

#productivity #software #startup
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4 min read
OAuth Client Credentials for EDI Pipelines
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OAuth Client Credentials for EDI Pipelines

#api #architecture #backend #security
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6 min read
Rules That Know Where They Are
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Rules That Know Where They Are

#ai #llm #productivity #softwareengineering
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4 min read
Plan First. Two Councils. No Exceptions.
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Plan First. Two Councils. No Exceptions.

#agents #architecture #softwareengineering #systemdesign
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4 min read
Discover Before You Refactor
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Discover Before You Refactor

#architecture #refactoring #softwaredevelopment #softwareengineering
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5 min read
Salesforce REST: Use 202, Not 200, for Async
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Salesforce REST: Use 202, Not 200, for Async

#api #architecture #backend #softwaredevelopment
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4 min read
EDI Tokenizer Crashes on Large Files? Fix It
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EDI Tokenizer Crashes on Large Files? Fix It

#backend #debugging #performance #programming
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5 min read
AI Agents Forget. Memory Science Fixes It
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AI Agents Forget. Memory Science Fixes It

#agents #ai #llm
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5 min read
Why Your Salesforce Code Breaks on Other Orgs
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Why Your Salesforce Code Breaks on Other Orgs

#frontend #javascript #security #softwareengineering
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4 min read
Why Zone Boundaries Beat Trusting AI Agents
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Why Zone Boundaries Beat Trusting AI Agents

#agents #ai #architecture #security
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5 min read
Pre-flight Gates for Local LLM Operations
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Pre-flight Gates for Local LLM Operations

#ai #devops #hardware #llm
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9 min read
AppExchange security review: what it checks
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AppExchange security review: what it checks

#security #software
2
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5 min read
The Shield Gap: PHI in Platform Events
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The Shield Gap: PHI in Platform Events

#architecture #privacy #security
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5 min read
The Gate That Expires After One Message
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The Gate That Expires After One Message

#agents #architecture #security
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6 min read
From One Spec to Two Hundred Agents
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From One Spec to Two Hundred Agents

#agents #ai #architecture #systemdesign
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8 min read
The Five Obligations of an Agent Entry Point
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The Five Obligations of an Agent Entry Point

#agents #architecture #systemdesign
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8 min read
When Your Redis Consumer Group Goes Silent
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When Your Redis Consumer Group Goes Silent

#backend #debugging #redis
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7 min read
IQ, EQ, and the Rise of AQ
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IQ, EQ, and the Rise of AQ

#career #productivity
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7 min read
Dynamic SOQL Without Getting Burned
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Dynamic SOQL Without Getting Burned

#backend #database #security #sql
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7 min read
The 837/999 HIPAA Acknowledgment Loop
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The 837/999 HIPAA Acknowledgment Loop

#architecture #backend #monitoring #systemdesign
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7 min read
Reliable AI Agent Control Flow: Keep the State Machine Out of the Prompt
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Reliable AI Agent Control Flow: Keep the State Machine Out of the Prompt

#agents #ai #architecture #llm
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8 min read
Agent Routing Caches: A Competence Ratchet from SOAR Chunking
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Agent Routing Caches: A Competence Ratchet from SOAR Chunking

#agents #ai #llm #performance
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6 min read
Semantic Loop Detection: Catching Stuck AI Agents
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Semantic Loop Detection: Catching Stuck AI Agents

#agents #ai #debugging #llm
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7 min read
A Prior-Art Discipline for IP-Sensitive Builders: Reading Competitors'' Code
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A Prior-Art Discipline for IP-Sensitive Builders: Reading Competitors'' Code

#career #productivity #softwaredevelopment #softwareengineering
1
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8 min read
A Field Guide to Multi-Agent Orchestration in Late 2025: ruflo, KARIMO, llm-council
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A Field Guide to Multi-Agent Orchestration in Late 2025: ruflo, KARIMO, llm-council

#agents #ai #architecture #llm
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8 min read
Tiered Context Loading: Fit a Huge Agent Registry in Your Context Window
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Tiered Context Loading: Fit a Huge Agent Registry in Your Context Window

#agents #ai #llm #systemdesign
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7 min read
The GPL v3 patent trap nobody checks until a lawyer walks your requirements.txt
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The GPL v3 patent trap nobody checks until a lawyer walks your requirements.txt

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7 min read
A green test suite proves less than you think
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A green test suite proves less than you think

#devjournal #softwaredevelopment #testing
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5 min read
LLM Self-Preference Bias: How Anonymized Peer Review Fixes It
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LLM Self-Preference Bias: How Anonymized Peer Review Fixes It

#ai #llm #machinelearning #nlp
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7 min read
Drift Detection for LLM Routing: Catching Silent Model Degradation
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Drift Detection for LLM Routing: Catching Silent Model Degradation

#architecture #llm #machinelearning #monitoring
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8 min read
Two queues for local-LLM fleets
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Two queues for local-LLM fleets

#ai #llm #performance #systemdesign
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7 min read
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