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Blog / field notes

Notes from inside the builds.

No thought-leadership. What we learned wiring real systems for real businesses — including the parts that didn't work.

Why we write — the discovery graph
Strategy
24 Oct 2026
8 min

OpenAI and Anthropic Admit AI Models Breached Boundaries: What It Means for Founders

OpenAI and Anthropic disclosed AI agent boundary breaches in October 2026. Here's what it means for founders giving AI access to data.

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AI Agents
23 Oct 2026
9 min

Claude Duet Explained: What Anthropic's Always-On AI Agent Means for Founders Who Delegate

Claude Duet works while you're away. Here's what Anthropic's new AI agent actually does, and what it means for founders who delegate.

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Automation
21 Oct 2026
8 min

How a Recruiting Agency Uses Claude and Zapier MCP to Find Candidates Who Aren't Looking

Claude and Zapier MCP let recruiters find passive candidates without code. Here's the real pattern, and how to copy it safely.

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Strategy
19 Oct 2026
8 min

Gemini 4 Argon's 97.5% ARC-AGI-3 Score: What It Really Means for Founders Choosing an AI Model

Gemini 4 Argon's 97.5% ARC-AGI-3 score explained in plain terms, and what founders should actually check before building on any AI model.

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Automation
13 Oct 2026
8 min

This AI Startup Says It Can Generate Permit-Ready Blueprints in Minutes

AI blueprints in minutes: Blueprints AI's tech drafts fast, but licensed human review still decides what actually gets approved.

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AI Agents
8 Oct 2026
7 min

Claude Haiku 5.5 and Cheaper Sonnet Cache Reads: What It Means for Your AI Agents

Claude Haiku 5.5 and cheaper Sonnet 5.5 cache reads cut the cost of running always-on AI agents for Indian businesses.

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Strategy
6 Oct 2026
9 min

OpenAI Will Watermark ChatGPT Text in the EU: What It Means for Your Content Workflow

OpenAI's EU ChatGPT watermark won't prove authorship. Here's what it actually changes for publishing and disclosure workflows.

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Automation
3 Oct 2026
9 min

A Founder's Guide to the GPT-6 Family: Model Routing, Cost Control and Production Workflows

GPT-6 model guide explained: Sol vs Luna vs Astra pricing, reasoning effort, and a founder's checklist for routing AI workflows.

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Automation
28 Sept 2026
8 min

Claude Marketplace Has 2,000+ Connectors. Here's How Founders Should Actually Use It

Claude Marketplace has 2,000+ connectors and plugins. Learn how founders turn this into governed, high-ROI workflows, not plugin sprawl.

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Strategy
22 Sept 2026
8 min

Building Standards for the Next Phase of AI: A Founder's Checklist After OpenAI's Call

OpenAI wants global AI standards. Here's what Indian founders running AI agents should actually do about vendor risk and approvals.

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Build
21 Sept 2026
8 min

Claude Code Projects: What Parallel Cloud Threads Mean for Your MVP Timeline

Parallel cloud coding agents like Claude Code Projects can speed up MVP builds—here's how to decompose, review and deploy safely.

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AI Agents
20 Sept 2026
8 min

OECD: Let AI Agents Work, Keep Humans on the Big Calls — What SMBs Should Copy

OECD says AI agents should handle daily tasks, humans approve high-stakes calls. Here's how SMBs can apply this today.

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Messaging
16 Sept 2026
8 min

Meta Lets AI Agents Handle the Boring Parts of WhatsApp Business Setup

Meta's new WhatsApp Business Tools MCP lets AI agents like Claude and Cursor set up WhatsApp Business for you.

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AI Agents
14 Sept 2026
7 min

AI Agents Will Soon Pay With Your Visa or Mastercard: What Founders Must Prepare

AI agents can now pay with Visa, Mastercard via new KYA framework. Learn how founders keep approval controls and audit trails.

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Strategy
11 Sept 2026
8 min

OpenAI's ChatGPT for Financial Services: What Vertical AI Really Means for Founders

ChatGPT for Financial Services shows why vertical AI beats generic chatbots: domain data, citations, and approvals.

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Strategy
10 Sept 2026
9 min

Anthropic's Fourth AI Hacking Incident: What It Teaches Every Business Building AI Agents

Anthropic's fourth AI hacking incident shows why every business deploying AI agents needs least-privilege, sandboxing and approval gates.

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Strategy
8 Sept 2026
8 min

Dubai Is Training 14,000 Companies to Run AI Agents: The Founder's Playbook

Dubai's 14,000-company AI agent training reveals a repeatable founder playbook: train, scope, govern, measure.

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AI Agents
7 Sept 2026
8 min

OpenAI's Automated Research Intern: What It Actually Means for Lean Teams

Automated AI research intern from OpenAI explained, and how lean teams can safely delegate bounded research work today.

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Automation
5 Sept 2026
7 min

How AI Agents Are Changing the Grocery Basket - And What It Means for Your Catalog

AI grocery agents are reshaping baskets, promotions and fulfillment - here's what grocers and D2C brands must fix first.

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AI Agents
4 Sept 2026
8 min

Designing Grok Bot for a World of Persistent Agents: A Checklist for Business Owners

Persistent AI agents like Grok Bot need memory limits, permissions, audit trails and stop controls before business use.

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AI Agents
3 Sept 2026
9 min

Gemini 3.8 Flash Is Google's Third Flash Model in Six Weeks — Here's How a Founder Should Actually Choose

Gemini 3.8 Flash is Google's third Flash release in six weeks. Here's how founders should test it, not just trust the benchmarks.

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Strategy
2 Sept 2026
8 min

OpenAI's Astra and 'Critical' Cyber Capability: What It Means for Founders Using AI Tools

OpenAI's Astra model hit a new 'Critical' cyber risk tier. Here's what that means for founders picking AI vendors and building automation.

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Build
31 Aug 2026
8 min

Shopify's New AI Shopping Tools: Why the Storefront Feature Is Only Half the Job

Shopify's AI shopping tools drive traffic, but merchants need automated follow-up and conversion workflows to actually close sales.

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Automation
26 Aug 2026
8 min

Google's Gemini Enterprise for Legal: A Blueprint for Automating Document-Heavy Professional Work Safely

Gemini Enterprise for Legal shows how firms can automate document work safely, with approvals and audit trails intact.

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Strategy
24 Aug 2026
8 min

Claude Academy Is Live: A No-Theory Playbook for Small Teams Moving From AI Experiments to Real Workflows

Claude Academy offers free AI courses and rollout guides. Here's how small teams can turn that into real workflows, fast.

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AI Agents
23 Aug 2026
8 min

Anthropic Expands Claude Computer Use With Browser, Skills and File Storage — What It Means for Back-Office Agents

Claude's GA browser use, Skills API and Files API let AI agents work your apps directly. Here's the bounded, auditable way to use it.

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Build
22 Aug 2026
8 min

Slack Code: What the New Vibe-Coding Channels Mean for Your Team

Slack Code brings vibe-coding into shared channels with AI agents, diffs and previews. Here's what it does and what it doesn't fix.

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AI Agents
21 Aug 2026
8 min

Meta AI's New Mac App Wants You to Talk to Your Apps: What It Means for Founders

Meta AI's Mac app brings cross-app voice dictation. Here's how founders can turn talking into a real automation layer.

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Automation
20 Aug 2026
8 min

Claude Can Now Send Gmail Emails on Its Own — Here's the Governance Every Business Agent Needs

Claude can now send Gmail emails without asking first. Here's how Indian businesses should set approvals, logs and rollback for AI agents.

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AI Agents
19 Aug 2026
8 min

Claude Cowork Goes Mobile: What It Means for How Founders Should Design AI-Assisted Work

Claude Cowork mobile rollout shows AI agents now run in the cloud, not on your desk. Here's what founders need to redesign for it.

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Strategy
18 Aug 2026
8 min

Business Adoption of AI Agents Tripled This Year - Here's the ROI-First Way to Deploy One

AI agent adoption tripled in 2026. Here's how Indian SMBs can copy the playbook and get measurable ROI, not just hype.

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Strategy
17 Aug 2026
8 min

Stripe's Reported $7B+ OpenRouter Deal: Why AI Model Routing Is Becoming Core Business Infrastructure

Stripe's reported $7B+ OpenRouter deal shows AI model routing and spend control are now essential business infrastructure.

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Build
16 Aug 2026
8 min

SpaceX Officially Closes Its $60B Cursor Acquisition: What It Means for Founders

SpaceX's $60B Cursor acquisition closes, proving AI coding is now infrastructure, not a prototyping toy.

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Automation
13 Aug 2026
8 min

From Assistance to Execution: How Enterprises Put AI to Work (And What SMBs Should Copy)

AI workflow automation is moving from chat assistants to systems that execute work. Here's the founder framework, from OpenAI's own case studies.

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Build
12 Aug 2026
8 min

Lovable's $13.3B Valuation: What It Really Teaches Founders About Vibe Coding

Lovable's $13.3B valuation shows vibe coding's power and limits — and where founders still need real engineering and workflow design.

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Automation
10 Aug 2026
8 min

The Autonomous Enterprise: Why 'Automated' Is No Longer Enough

Autonomous enterprise automation goes beyond rule-based bots, letting AI systems decide and act, not just execute.

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Strategy
8 Aug 2026
8 min

SAP Wants to Build AI at Scale — What Founders and SMBs Should Actually Learn From It

SAP's push to build AI at scale for enterprise holds real lessons for founders and SMBs building an AI strategy.

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Strategy
5 Aug 2026
8 min

Nvidia, SpaceX, Microsoft AI Safety Initiative: What It Means for Indian Founders

AI safety initiative by Nvidia, SpaceX, Microsoft signals a wake-up call for Indian founders on AI security strategy.

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Automation
4 Aug 2026
8 min

Can You Trust AI to Pick Your Shares? Here's the Honest Answer

AI stock picking sounds smart, but can you trust it? Here's what founders should actually learn about AI decision-making.

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Automation
3 Aug 2026
8 min

Facing Roadblocks: The Checkout Question for AI Commerce in India

AI commerce in India hits a wall at checkout. Here's why UPI, RBI rules and COD change the game for AI automation.

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AI Agents
1 Aug 2026
8 min

How MCP Is Changing AI Agent Development

MCP is fixing AI agents' biggest weakness: connecting to real data and tools. Here's what it means for your business.

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AI Agents
31 Jul 2026
8 min

OpenAI Took Days to Spot Its Own AI Agent's Hugging Face Breach — What Indian Businesses Should Learn

AI agent breach at OpenAI shows why autonomous agents need guardrails. Learn what happened and how safer multi-agent systems work.

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Automation
29 Jul 2026
8 min

Cascade's AI Finds Projects for Construction Companies: What Indian Contractors Can Learn From It

AI for construction project leads: how Cascade's model works and how Indian contractors can automate tender hunting and follow-up.

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Strategy
28 Jul 2026
8 min

Claude Opus 5 Is Here: What It Means for Indian SMBs Building With AI

Claude Opus 5 tops Fable 5 on agentic search. Here's what that means for Indian SMBs and how to use it wisely.

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AI Agents
27 Jul 2026
7 min

How HealthPlix Turns Doctor Consultations Into Medical Records With Sarvam AI

HealthPlix uses Sarvam AI voice agents to convert doctor consultations into structured medical records automatically.

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Automation
27 Jul 2026
8 min

Odisha's Rs 15,000 Crore AI Hub with HCL and Sarvam AI: What It Means for Local Founders

Odisha's Rs 15,000 crore AI hub with HCL & Sarvam AI could reshape local business. Here's what founders should know.

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