Blog32 min read
Voice Agent Production Readiness Checklist: 11 Things to Stress Test Before Enterprise Deployment
11 critical stress tests to ensure enterprise voice agents handle noise, interruptions, networks, PII, load, and failover.
Read article
Blog
Notes from the build.
Field notes on shipping AI-native systems with human engineering judgement: architecture, modernisation, automation, and the tradeoffs in between.
Blog14 min read
Why VAD End-of-Speech Detection Is the Hardest Problem in Production Voice Agents
Why VAD fails in real-world voice agents and how hybrid acoustic+semantic methods reduce cutoffs, false triggers, and latency.
Read article
Blog11 min read
Voice Agent Latency: Where the 2-3 Second Delay Actually Lives in the Pipeline and How to Reduce It
Break down where 2-3s voice-agent lag comes from and how streaming VAD/STT/LLM/TTS plus WebRTC cuts perceived latency.
Read article
Blog17 min read
Why Enterprise Document AI Fails at the Extraction Layer, Not the Model Layer
Most enterprise Document AI errors come from OCR, layout and chunking failures - improve extraction pipelines, metadata, and validation.
Read article
Blog18 min read
LangGraph vs CrewAI vs AutoGen: How We Evaluated All Three Before Recommending One for a Production Deployment
Compare LangGraph, CrewAI, and AutoGen for production: state persistence, cost, reliability, and scalability.
Read article
Blog19 min read
Ship Fast Without the Fallout: The Framework We Use to Manage Tech Debt at Every Stage
Manage technical debt across validation, growth, and scale-ship fast, refactor strategically, and secure enterprise readiness.
Read article
Blog14 min read
What Every Experienced CTO Wishes They’d Done Differently About Technical Debt
Technical debt is a deliberate tool - manage, measure, and repay it with traffic-light roadmaps, AI detection, and business-aligned timing.
Read article
Blog15 min read
What the First 90 Days Look Like When You Hire a Rescue Team for Your Failing Codebase
90-day rescue plan: assess failing code, stabilize production, fix critical bugs, and reduce technical debt for scalable growth.
Read article
Blog18 min read
AI Agents Can Now Scan 100K Lines of Code in Hours. Here’s What They Still Miss.
AI scans 100K+ lines fast but lacks business context and architectural judgment-use AI for scans and humans for validation.
Read article
Blog13 min read
A Founder Spent $300K on the Wrong Dev Team. Here’s What the Codebase Looked Like When We Got It.
An inherited $300K codebase had hardcoded keys, duplicated logic, N+1 queries and outages - this audit stabilized, refactored, and scaled it in 12 weeks.
Read article
Blog21 min read
5 Things That Break First When a Startup Scales Past $2M ARR
When startups pass $2M ARR, hidden issues surface: fragile architecture, tech debt, team, CRM, and infra - and how to fix them.
Read article
Blog14 min read
Stop Letting AI Make Your Architecture Decisions. It Doesn’t Know What Broke Last Time
AI can draft designs fast but lacks production history and hidden dependencies-use it for analysis, keep humans as final architects.
Read article