Tag

infrastructure

All posts tagged with "infrastructure".

Apr 22, 2026

Why Statisticians and Control Engineers Disagree About AI Hallucination

Wiley Jones (CEO, Doss) argues hallucination is a system design problem, not a model problem. A statistician pushes back. The resolution changes how you think about building reliable agents.

Insight

Apr 20, 2026

How ClickUp Uses Merkle Trees to Build AI Agent Memory

Jay Hack (Head of AI, ClickUp) explains the Bitcoin-inspired architecture behind ClickUp's organizational memory system for AI agents.

Insight

infrastructure agents RAG scaling

Apr 19, 2026

Should You Build Your Own AI Brain or Buy One?

Jay Hack (Head of AI, ClickUp) breaks down why most companies shouldn't build their own AI agent infrastructure — and the few that should.

Insight

enterprise agents infrastructure production

Apr 19, 2026

What Self-Evolving Software Actually Means — And Why Most Apps Can't Do It

Wiley Jones (CEO, Doss) explains the architectural requirement for software that can modify itself: fusing the application and its lifecycle into one runtime.

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infrastructure agents production automation

Apr 17, 2026

Why Hallucination Is a Selection Error, Not an AI Flaw

Wiley Jones (CEO, Doss) explains how control theory reframes AI hallucination as a basic probabilistic mistake — and why that changes everything about how you build agent systems.

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agents production LLMs infrastructure

Apr 10, 2026

The Buy vs. Build Trap — Why 80% of Companies Choose Wrong on Translation

Olga Beregovaya (VP AI, Smartling) breaks down the real costs of building in-house translation systems, and when—if ever—it makes sense to build instead of buying.

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enterprise infrastructure cost build vs buy translation

Apr 10, 2026

Why Open Source Infrastructure Wins for Production Voice Agents

Tom Shapland (PM, LiveKit) explains why proprietary GUI tools feel easier but fail at scale, and why developers migrate to open-source for control.

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open source infrastructure developer tools voice agents

Apr 1, 2026

Property Graphs vs. RDF — Which Actually Matters for AI

Daniel Davis explains the architectural difference between Neo4j-style property graphs and RDF models — and why the choice determines whether your AI can reason about trustworthiness.

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databases infrastructure graph databases architecture

Mar 30, 2026

Why AGI won't fix your AI agent's biggest problem.

The intelligence bottleneck everyone's obsessed with isn't actually your bottleneck. Gil Feig of Merge explains what is.

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AI agents infrastructure context engineering RAG

Mar 26, 2026

How to climb the enterprise logo ladder as an infrastructure startup.

There's a playbook for moving from startups to Fortune 500s. Gil Feig used it for six years.

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startup strategy enterprise sales customer acquisition infrastructure

Mar 25, 2026

The Real Cost of Cheap AI Training Data

Ahmed Rashad (CEO, Perle.ai) explains why $18-per-document labeling can be cheaper than $3-per-document labeling — and how to evaluate AI training data vendors on TCO.

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training data infrastructure enterprise data labeling

Mar 25, 2026

Why LLMs Don't Understand Time (And Why That Breaks Everything)

Daniel Davis explains why language models have no temporal reasoning capability — and why that makes them systematically hallucinate stale information.

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LLMs hallucinations temporal reasoning infrastructure

Mar 24, 2026

Why Building Your Own AI Ad System Is a Worse Idea Than You Think

It took 12 engineers a full year to build Koah Labs' ad infrastructure. Nic Baird breaks down why the technical and go-to-market challenges make DIY advertising a trap for AI startups.

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AI monetization infrastructure build vs buy startups

Mar 22, 2026

Pipeline vs Speech-to-Speech: Why Production Voice Agents Still Choose the Hard Way

Tom Shapland (PM, LiveKit) explains why the simpler speech-to-speech approach fails for production voice agents, and why the pipeline architecture wins where it matters.

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voice agents architecture infrastructure production

Mar 22, 2026

Why HTML Canvas Beats Graphics Rendering — And Why It Matters for AI

Steve Ruiz (CEO, tldraw) built the infinite canvas that powers whiteboards for Google and Shopify on standard web technology. Here's why that bet—HTML and CSS instead of GPU rendering—unlocked capabilities that graphics engines can't touch.

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infrastructure web technology architecture decisions collaboration

Mar 21, 2026

Why this CTO rebuilds every integration twice.

An engineering decision so specific it reveals how seriously enterprise data companies take permissions.

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infrastructure permissions data quality enterprise engineering

Mar 19, 2026

Why Most AI Wrappers Die — And What Survivors Do Differently

Gil Feig (CTO, Merge) explains the infrastructure decisions that separate AI startups that scale from those that don't.

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infrastructure startups scaling AI wrappers

Mar 19, 2026

Why Most Context Graph Companies Are Faking It

Daniel Davis, co-creator of TrustGraph, explains why the context graph hype cycle is mostly hollow — and how to spot the difference between real infrastructure and rebranded databases.

Insight

infrastructure startups AI wrappers databases

Mar 18, 2026