Digest: last 7 days

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9 must-read0 should-read0 skim0 🎯 methodology0 📤 share~43 min total

Must readtop of pipeline

Don't Build More AI Agents Until You Watch This

Nate B Jones · youtube · ~14 min

The strongest counterweight to agent-sprawl thinking: before you build another agent, ask if a better loop would do it. Orchestration over proliferation.

concepts

How To Approach Your AI Evals

Hamel Husain · youtube · ~5 min

Evals are the verification half of a loop — without them, a loop can only converge on what its feedback can see, which is nothing.

concepts

Inspect: Ramp Background Coding Agent (75% of Code)

@rahulgs · tweet

The bottleneck was not the model — it was the environment. Most of the work is making the codebase legible and the feedback fast and truthful. Inspect has the context and tools to prove its own work before results reach a human.

concepts

autoresearch: Remove Yourself as the Bottleneck

@karpathy · tweet

Remove yourself as the bottleneck, put in few tokens, huge amount happens. The cleanest one-line statement of what loop engineering is for — Karpathy's autoresearch loop as the existence proof.

concepts

Loop Engineering

Addy Osmani · article · ~9 min

The shift: you held the tool the whole time for two years. Now you build a small system that pokes the agents instead of you. The maker/checker split is the highest-value structural move — the model that wrote the code is too generous grading its own homework.

concepts

Loops are Replacing Prompts. Verification is About to Be Your Biggest Problem.

Arjun Iyer · article · ~7 min

A loop is not a cron job with better marketing. A cron runs a fixed script; a loop has a decision-maker in the body — a model that reads work state and chooses the next action. The engineering is everything you wrap around that decision so it converges on correct instead of wandering.

concepts

Loop Library

article · ~8 min

A useful loop specifies five things: trigger, action, proof, memory, and a stopping condition. Every entry pairs the prompt with a verify-and-stop note — the evidence that proves the work is done.

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