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Location Chennai, India Joined Joined on  Personal website https://aitechconnect.in/
Side Projects and IP: Moonlighting Rules for AI Builders

Side Projects and IP: Moonlighting Rules for AI Builders

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What Third-Party Safety Evaluators Ask For

What Third-Party Safety Evaluators Ask For

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Re-Qualify a Model After a Price Cut: a Three-Day Drill

Re-Qualify a Model After a Price Cut: a Three-Day Drill

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India's Funding Week: $100M for Pixxel, Rs 40 Cr for Voice AI

India's Funding Week: $100M for Pixxel, Rs 40 Cr for Voice AI

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GPT-6 Sol and Luna Halve OpenAI's Mid-Tier Token Price

GPT-6 Sol and Luna Halve OpenAI's Mid-Tier Token Price

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Opus 5.5 Cuts Token Prices 20%. Anthropic Says 40%.

Opus 5.5 Cuts Token Prices 20%. Anthropic Says 40%.

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Multi-Region AI Routing: Mumbai and London Without Breaking Residency

Multi-Region AI Routing: Mumbai and London Without Breaking Residency

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Batch and Offline Inference: When Serving Online Is Wrong

Batch and Offline Inference: When Serving Online Is Wrong

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Internal AI Transfer: IJP, Secondment and the Paperwork

Internal AI Transfer: IJP, Secondment and the Paperwork

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Seven Months After New Delhi: What the AI Impact Commons Delivered

Seven Months After New Delhi: What the AI Impact Commons Delivered

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Seven Named Agentforce Agents: Six Shipped, One Still a Pilot

Seven Named Agentforce Agents: Six Shipped, One Still a Pilot

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Microsoft's Fourth India Region Goes Live, Cooled Without Water

Microsoft's Fourth India Region Goes Live, Cooled Without Water

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Let a Coding Agent Run Your Dependency Upgrades Safely

Let a Coding Agent Run Your Dependency Upgrades Safely

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Audit Your Multi-Agent System for Collusion Before It Ships

Audit Your Multi-Agent System for Collusion Before It Ships

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Back From a Career Break Into AI Engineering: The Returner's Playbook

Back From a Career Break Into AI Engineering: The Returner's Playbook

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Claude Leads 26% of Anthropic's R&D. Here Is What Builders Still Own

Claude Leads 26% of Anthropic's R&D. Here Is What Builders Still Own

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Nscale's S-1: $140.6m Revenue, $1.02bn Loss, $103bn Pipeline

Nscale's S-1: $140.6m Revenue, $1.02bn Loss, $103bn Pipeline

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Eight Worlds, Six Model Families, None Held: Agents Beat Guardrails

Eight Worlds, Six Model Families, None Held: Agents Beat Guardrails

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"Design an Inference Batching System": How to Answer the 2026 AI Engineer Interview Question

"Design an Inference Batching System": How to Answer the 2026 AI Engineer Interview Question

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Write an Injection-Proof MCP Tool: shell=False, Allow-Lists and the 43% CVE Class

Write an Injection-Proof MCP Tool: shell=False, Allow-Lists and the 43% CVE Class

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Review an Agent-Written Pull Request in 10 Minutes: The Checklist That Catches What Agents Get Wrong

Review an Agent-Written Pull Request in 10 Minutes: The Checklist That Catches What Agents Get Wrong

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Qualify a New Open-Weight Frontier Model in One Week

Qualify a New Open-Weight Frontier Model in One Week

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The Two-Model Voice Agent: Full-Duplex Front End, Reasoning Back End

The Two-Model Voice Agent: Full-Duplex Front End, Reasoning Back End

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What to Charge as a Freelance AI Engineer in India and the UK

What to Charge as a Freelance AI Engineer in India and the UK

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Sony and Warner Sue Anthropic — and Name Its Founders

Sony and Warner Sue Anthropic — and Name Its Founders

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Gemini Notebook Swaps Daily Caps for a Compute Budget

Gemini Notebook Swaps Daily Caps for a Compute Budget

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OpenAI's GPT-Live-1 Listens and Speaks at the Same Time

OpenAI's GPT-Live-1 Listens and Speaks at the Same Time

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Keep Your Agent's Safety Rules Alive Through Compaction

Keep Your Agent's Safety Rules Alive Through Compaction

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Prompt, Semantic or Exact-Match: Choosing Your LLM Cache

Prompt, Semantic or Exact-Match: Choosing Your LLM Cache

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Prove You Can Build Evals: The Skill Gap That Gets You Hired

Prove You Can Build Evals: The Skill Gap That Gets You Hired

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UK Opens Three AI Fronts: Monitoring, Liability, Fraud

UK Opens Three AI Fronts: Monitoring, Liability, Fraud

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Anthropic's Second Profitable Quarter and the $2tn Question

Anthropic's Second Profitable Quarter and the $2tn Question

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Four AI Chiefs Ask for a Slowdown. Washington Pushes Back

Four AI Chiefs Ask for a Slowdown. Washington Pushes Back

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Answer the Enterprise Security Questionnaire for Your AI Feature

Answer the Enterprise Security Questionnaire for Your AI Feature

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Right Tool, Wrong Arguments: Debugging Agent Argument Extraction

Right Tool, Wrong Arguments: Debugging Agent Argument Extraction

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The First AI Hire in a Non-AI Company: Scope the Role, Set the Terms

The First AI Hire in a Non-AI Company: Scope the Role, Set the Terms

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UK Keeps AI Vendors Out of the Cyber Security and Resilience Bill

UK Keeps AI Vendors Out of the Cyber Security and Resilience Bill

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Accenture Stands Up 1,000 Forward-Deployed Engineers for Gemini

Accenture Stands Up 1,000 Forward-Deployed Engineers for Gemini

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Salesforce's AI Harness: Six Trust Layers, One Control Plane

Salesforce's AI Harness: Six Trust Layers, One Control Plane

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Evaluating Your Router: Did the Cheap Model Deserve It?

Evaluating Your Router: Did the Cheap Model Deserve It?

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Build Your Own Agent Control Plane: Ceilings and Quotas

Build Your Own Agent Control Plane: Ceilings and Quotas

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The AI Cost Engineer: Proving You Can Cut a Token Bill

The AI Cost Engineer: Proving You Can Cut a Token Bill

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$435M Went Into Making Agents Safe Enough to Ship

$435M Went Into Making Agents Safe Enough to Ship

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DeepSeek V4.1 Flash: MIT Weights, $0.003 Cached Input

DeepSeek V4.1 Flash: MIT Weights, $0.003 Cached Input

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Sakana Says Fugu Ultra v2 Beats Models It Won't Use

Sakana Says Fugu Ultra v2 Beats Models It Won't Use

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Write a System Card for Your AI Feature: A Working Template

Write a System Card for Your AI Feature: A Working Template

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Managed Agent Runtime or Your Own Harness? A Decision Ladder

Managed Agent Runtime or Your Own Harness? A Decision Ladder

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AI Jobs Outside Tech: Manufacturing, Logistics and Retail

AI Jobs Outside Tech: Manufacturing, Logistics and Retail

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Apple's New Siri Runs on Google's Model, Inside Apple's Cloud

Apple's New Siri Runs on Google's Model, Inside Apple's Cloud

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GitHub's HydraFusion Cuts Cost in Three Benchmarks. Quality in One

GitHub's HydraFusion Cuts Cost in Three Benchmarks. Quality in One

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Gimlet Labs Raises $300M to Take Inference Off One Chip

Gimlet Labs Raises $300M to Take Inference Off One Chip

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Supervisor, Swarm or Fan-Out: Choosing a Multi-Agent Shape

Supervisor, Swarm or Fan-Out: Choosing a Multi-Agent Shape

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Recompute Your Self-Host Break-Even: Memory Prices Moved It

Recompute Your Self-Host Break-Even: Memory Prices Moved It

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How to Bid for Public-Sector AI Work as a Two-Person Team

How to Bid for Public-Sector AI Work as a Two-Person Team

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Memory Is Sold Out for 2026. Your Inference Floor Just Moved

Memory Is Sold Out for 2026. Your Inference Floor Just Moved

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India's AI Funding Quadrupled to $676M in Six Months

India's AI Funding Quadrupled to $676M in Six Months

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Britain Will Buy AI From Startups. No Turnover Floor

Britain Will Buy AI From Startups. No Turnover Floor

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Designing the Tool-Permission Boundary for an Agent

Designing the Tool-Permission Boundary for an Agent

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Reading the AI Hiring Gap: Which Roles Are Open

Reading the AI Hiring Gap: Which Roles Are Open

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Qualify Your Agent Before You Ship It

Qualify Your Agent Before You Ship It

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