AI Agent Context Files: How to Steer Long Projects

AI Agent Context Files: How to Steer Long Projects

For deeper playbooks and analysis: https://natesnewsletter.substack.com/


What's really happening when an AI agent has access to more context than it can use well?

The common story is that better AI work requires preserving everything — but the reality is that current human judgment needs to remain in charge.

In this video, I share the inside scoop on progressive context shaping: how to separate stable instructions, current state, retrieval maps, and history so an agent can keep moving without stale decisions steering the work.


  • Why giant instruction files become graveyards of stale rules
  • How a maintained current-state file keeps judgment fresh
  • What the four kinds of context are and where each belongs
  • Why focused context can outperform a full context window
  • How to design useful checkpoints that produce reviewable work


For operators and builders managing long-running agent work, the goal is not perfect memory. It is a system that lets evidence update the plan before outdated judgment compounds.


Subscribe for daily AI strategy and news.

Hosted on Acast. See acast.com/privacy for more information.

Tämä jakso on lisätty Podme-palveluun avoimen RSS-syötteen kautta eikä se ole Podmen omaa tuotantoa. Siksi jakso saattaa sisältää mainontaa.

Jaksot(200)

Claude Opus 5.5 Review: Easier to Steer, Fewer Tokens

Claude Opus 5.5 Review: Easier to Steer, Fewer Tokens

For deeper playbooks and analysis: https://natesnewsletter.substack.com/What does an AI task actually cost when you count the whole job? Nate examines his Opus 5.5 LEGO build, the difference between A...

30 Syys 24min

An AI assistant added up my subscriptions: $5,350 a year. The prompt guide to get your own list in about 20 minutes.

An AI assistant added up my subscriptions: $5,350 a year. The prompt guide to get your own list in about 20 minutes.

For deeper playbooks and analysis: https://natesnewsletter.substack.com/What makes a consumer AI assistant useful enough for people to return to it? Nate examines Meta’s Muse, the everyday work it can...

29 Syys 31min

 How to Scale AI Developer Productivity Across a Team

How to Scale AI Developer Productivity Across a Team

For deeper playbooks and analysis: https://natesnewsletter.substack.com/What helps a team turn faster AI coding into useful work that actually ships? Nate examines the setup behind Lauren Tan’s self-r...

27 Syys 32min

NVIDIA World Models Explained: What Developers Can Build

NVIDIA World Models Explained: What Developers Can Build

For deeper playbooks and analysis: https://natesnewsletter.substack.com/What does a world model actually do—and why might a robot learn to fold your laundry before it can make perfect scrambled eggs?N...

24 Syys 46min

AI-Native Workplace: What Real AI Adoption Asks of You

AI-Native Workplace: What Real AI Adoption Asks of You

For deeper playbooks and analysis: https://natesnewsletter.substack.com/What changes when AI can work across your computer instead of waiting for you to move information between apps?Nate sits down wi...

22 Syys 42min

You cannot tell which parts of your software should stop calling an LLM. My Jev guide has a prompt that scans your projects and names them.

You cannot tell which parts of your software should stop calling an LLM. My Jev guide has a prompt that scans your projects and names them.

For deeper playbooks and analysis: https://natesnewsletter.substack.com/What's really happening when a model can read a complicated input but only choose among answers you supply?Nate explains why Jev...

21 Syys 33min

AI Cost to Serve: Which Customers You Can Now Afford

AI Cost to Serve: Which Customers You Can Now Afford

What happens to your AI bill when agents improve and more people start using them? Nate draws on his conversations at Dreamforce to examine the cost of wider adoption, the work agents can make afforda...

20 Syys 30min

Stripe on Agentic Commerce: Can AI Agents Buy From You?

Stripe on Agentic Commerce: Can AI Agents Buy From You?

For deeper playbooks and analysis: https://natesnewsletter.substack.com/What has to change before AI agents can buy and sell on our behalf?Nate talks with Emily Sands, Head of AI and Data at Stripe, a...

17 Syys 30min

Suosittua kategoriassa Liike-elämä ja talous

sijotuskasti
vallattomat
psykopodiaa-podcast
rss-rahapodi
mimmit-sijoittaa
rss-hereilla
rss-oivalluksia-rahasta-elamasta
ostan-asuntoja-podcast
hyva-paha-johtaminen
rss-paasipodi
rss-rahamania
oppimisen-psykologia
rss-paikoillenne-valmiit-laakikseen
rss-set-for-life-sijoita-ja-vaurastu
rss-tyoelamasta-podcast
rss-hilden-kaira
rss-sami-miettinen-neuvottelija
rss-kaupan-tila
syo-nuku-saasta
rss-inderes