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#ai-agents

421 episodes

#5230: Why Your Research Agent Won't Stop Searching

Most agent search runs add no new evidence — and 66-85% of the context window is just search snippets. Here's what actually stops the loop.

ai-agentsragai-orchestration

#5136: How to Build a City Companion AI

A travel guide GPT that went viral reveals the blueprint for a voice-powered AI that knows your city—and when to speak up.

ai-agentsvoice-firstlocal-ai

#5078: When Shopping Lists Outgrow the Grocery Store

Why grocery list apps fail when you need drywall anchors, and what actually works for multi-store household shopping.

productivitysmart-homeai-agents

#5077: Your Life as a Medical Encyclopedia: Decision Trees for Real Life

Building a searchable personal wiki with interactive flowcharts for parenting, household tasks, and the 2am fever moment.

knowledge-managementai-agentspersonalized-ai

#5055: The Invisible Machinery of Autonomous Agents

Heartbeats, state stores, and budget caps — the unglamorous infrastructure that actually makes always-on AI agents work.

ai-agentsautomationagent-heartbeats

#5041: GPT-6 Astra, 100K GPUs, and the AGI Question

OpenAI's GPT-6 Astra arrives with an AGI claim and a 100K-GPU training run. We break down what Stargate LLC actually is and whether the scale justi...

large-language-modelsai-agentsinfrastructure

#5018: Where Should Coding Agents Actually Live?

Exploring whether coding agents should run locally or fully in the cloud — and what changes when they move.

ai-agentscloud-computinglocal-ai

#5001: The 15% Bug Catch: What Type Systems Actually Deliver

Type checkers catch ~15% of bugs. Here's how to build a gradual typing ladder that actually works.

software-developmentai-agentsfault-tolerance

#4997: 4,914 Episodes of AI Hosts: What We Learned

Two AI-generated hosts explain how their fully automated podcast works — and what 4,914 episodes reveal about AI.

ai-agentsconversational-aigenerative-ai

#4994: How AI Characters Can Actually Grow

Moving beyond static lore books to build characters with real history and evolution.

ai-agentsai-memorylarge-language-models

#4991: Self-Healing Codebases: Can AI Fix Bugs Autonomously?

How far are we from AI systems that fix their own bugs without human intervention? The answer might surprise you.

ai-agentssoftware-developmentfault-tolerance

#4980: Can You Learn to Code Backwards?

When AI writes your code, do you still learn? Aviation, atrophy, and building a mental model from scratch.

ai-agentssoftware-developmentfuture-of-work

#4976: Building a Procurement Agent That Actually Works

How to encode the weird, undocumented skills technical buyers use every day into an AI agent that won't get you audited.

ai-agentssupply-chain-securityopen-source

#4902: Backward Batching: Fixing Slow Uploads Without Blocking Users

How one developer used background threads and deferred AI processing to fix a cataloguing workflow.

software-developmentai-agentsautomation

#4836: When AI Actually Touches Money

How Amazon uses LLMs to classify damage and set refunds — and the guardrail stack that keeps the AI from touching the dollar amount directly.

ai-agentsprompt-engineeringfraud-scoring-override

#4834: Why Your AI Bill Keeps Surprising You

How a 37-cent project and a $100 simulation reveal the hidden math of AI API pricing.

large-language-modelsai-agentsmultimodal-ai

#4825: Russian Dolls: Skills, MCPs, and Plugins

When to use a skill vs MCP vs plugin in Claude Code — and when to keep it simple.

claude-codeai-agentsskills-ecosystem

#4822: Cloud-Local AI Hybrid: Does It Actually Work?

Can you pair Claude's reasoning with a local Qwen 7B for savings? The gap is wider than you think.

large-language-modelsai-agentsquantization

#4815: Agent Framework Lock-In: What Actually Breaks

Code-defined vs visual builders. LangGraph vs CrewAI. How portable are agent workflows really?

ai-agentsopen-sourceagent-frameworks

#4814: The Manager Agent Nobody Sees

How supervisor agents orchestrate AI pipelines without generating content—and the three ways they fail.

ai-agentsai-orchestrationfault-tolerance

#4757: AI Agents Need a New Identity Model

How composite identity and short-lived credentials replace API keys for autonomous AI agents.

ai-agentsauthentication-mechanismsapi-integration

#4753: Cookies as AI Credentials: The Auth Problem

How to get browser cookies into an AI agent's hands — and why they expire so fast.

ai-agentsapi-integrationsecurity

#4752: How AI Agents Map Websites to Build Stable Plugins

An AI agent explores DOM and network layers to build self-healing browser plugins.

ai-agentsprompt-engineeringsoftware-development

#4751: AI Agents vs Anti-Bot Systems

Why AI agents get blocked by anti-bot systems and what actually works to get through.

ai-agentscybersecuritynetwork-security