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ai-agent

AI agent development related content

ai-agent

Build an agent from scratch (part 2 of 4)

Oct 6, 2026

•

5 min read

Build an agent from scratch (part 2 of 4)

Part 2 of 4: the 40 lines every framework hides

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

Build an agent from scratch (part 1 of 4)

Oct 3, 2026

•

4 min read

Build an agent from scratch (part 1 of 4)

Part 1 of 4: a tool is a name, a schema, and a function

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

JEV: The Model That Only Returns a Type

Sep 29, 2026

•

8 min read

JEV: The Model That Only Returns a Type

A model that can't produce text, can't return an invalid value, and can still be wrong.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

LLM-as-a-Judge, Without the Hand-Waving

Sep 26, 2026

•

7 min read

LLM-as-a-Judge, Without the Hand-Waving

What it is, how to build one you can trust, and the methods that complement it.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

What LangChain's agent report says to stop blaming

Sep 23, 2026

•

3 min read

What LangChain's agent report says to stop blaming

Cost isn't killing your agents. Quality is.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

What Andrew Ng's new skills map says to stop learning

Sep 19, 2026

•

4 min read

What Andrew Ng's new skills map says to stop learning

What changed, what didn't, and the order I'd learn it in.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

The sandbox handed over the production keys

Sep 15, 2026

•

5 min read

The sandbox handed over the production keys

An attacker didn't breach the model provider. They breached the test harness in front of it.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

One Agent or Five? How to Decide.

Sep 12, 2026

•

7 min read

One Agent or Five? How to Decide.

What you gain, what you pay, and a simple test for when to split.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

Durable Execution for Agents

Sep 8, 2026

•

6 min read

Durable Execution for Agents

An agent run is a long-lived distributed workflow, not a single request. Build it like one: with checkpoints and idempotency, not a hopeful while-loop.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

MCP Just Went Stateless

Sep 4, 2026

•

6 min read

MCP Just Went Stateless

Your AI agent's tool layer just relearned the oldest lesson in backend engineering: stateful servers don't scale.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

Prompt Injection & the Lethal Trifecta

Aug 31, 2026

•

7 min read

Prompt Injection & the Lethal Trifecta

Why an agent with private data, untrusted input, and an outbound channel is structurally exploitable — and the architectural fixes that work.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

Evals, From Scratch

Aug 28, 2026

•

6 min read

Evals, From Scratch

How to test an AI that gives a different answer every time: error analysis, LLM-as-judge, and CI gates.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

LLM Observability, From Scratch

Aug 25, 2026

•

5 min read

LLM Observability, From Scratch

A developer's primer: traces, OpenTelemetry, the metrics that matter, and how to pick a tool.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

Your Multi-Agent System Is a Distributed System

Aug 21, 2026

•

9 min read

Your Multi-Agent System Is a Distributed System

You already know how to build this. Here is what changes when the parts are AI agents.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

What Is Loop Engineering?

Aug 15, 2026

•

4 min read

What Is Loop Engineering?

Every AI agent you've ever used is a while-loop. Most of its bugs live in how that loop stops.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

The Model Is 20% of Your Agent

Aug 8, 2026

•

6 min read

The Model Is 20% of Your Agent

You didn't build an agent. You built a harness and pointed it at a model.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

Prompt Caching: Stop Paying for Tokens the Model Already Read

Jul 26, 2026

•

5 min read

Prompt Caching: Stop Paying for Tokens the Model Already Read

Your agent sends the same 20,000 tokens every turn. Your provider will re-sell them at a tenth of the price — if your prompt is built for it.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

Your Smartest Model Is Doing Your Dumbest Work

Jul 19, 2026

•

4 min read

Your Smartest Model Is Doing Your Dumbest Work

One model for everything feels simple. It's actually the most expensive routing decision you never made.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

More Tools, Dumber Agent

Jul 11, 2026

•

4 min read

More Tools, Dumber Agent

Every MCP server you connect makes your agent more capable on paper — and worse in production. Here's the failure, and the ~50 lines of Python that fix it.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

You can't debug what you can't see: LangGraph observability with Langfuse

Jul 3, 2026

•

4 min read

You can't debug what you can't see: LangGraph observability with Langfuse

A crash tutorial. Working traces before lunch. Production-hardened by end of week.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

Agent observability: the guide your APM manual didn't include.

Jun 26, 2026

•

5 min read

Agent observability: the guide your APM manual didn't include.

How agent observability differs from the distributed tracing you already know — and exactly what to build in your first week.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

Fault Tolerance in Multi-Agent LLM Systems: A Practitioner's Field Guide

Jun 19, 2026

•

11 min read

Fault Tolerance in Multi-Agent LLM Systems: A Practitioner's Field Guide

Why fault tolerance for agents is a different problem than fault tolerance for microservices — and what to build first.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

Your agent's bill grows quadratically. Your dashboard shows an average.

Jun 12, 2026

•

4 min read

Your agent's bill grows quadratically. Your dashboard shows an average.

The cost math nobody warns you about — and how to find out if you have the problem tonight.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

Your Multi-Agent system needs a Circuit Breaker

Jun 5, 2026

•

5 min read

Your Multi-Agent system needs a Circuit Breaker

What a circuit breaker actually does, why multi-agent systems fail without one, and how to build one this week.

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks

ai-agent

Why your RAG sucks (and the 3-line fix)

Apr 25, 2026

•

3 min read

Why your RAG sucks (and the 3-line fix)

PLUS: How to stop Hoarding Tiny Tasks

AIEdTalks AIEdTalks
AIEdTalks AIEdTalks
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