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Your Agent Picks the Wrong Tool. It’s Not the Agent’s Fault.
Lesson 2.1: When your agent reaches for the wrong tool, the answer isn’t a routing classifier. It’s a description that says when NOT to use the tool.
May 26
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Daniel Williams
6
1
Weekend Dispatch: The Quiet Ones Are the Production Layer
Everyone’s reading this week’s AI stories wrong: AI didn’t replace the careful thinkers. It exposed how long the org has been ignoring them. /goal just…
May 24
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Daniel Williams
13
Tokenmaxxing Is a Dead End. Learn to Manage Agent Portfolios Instead.
Tokenmaxxing is the data warehouse mistake at a different layer. The fix isn’t compressing tokens. It’s deciding which agents in your portfolio earn…
May 21
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Daniel Williams
7
4
You Built the Agent. Don't Stop at Wiring. Agent Ops Is Next.
The capstone part 1 wired the agent. Operating it takes three architectures: a persona that defines the job, a decomposition that scales the work, and a…
May 19
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Daniel Williams
7
Weekend Dispatch: Architect or Be Architected
Everyone’s reading this week’s four AI stories wrong: the FDE rebrand, Karpathy’s compression test, the brake Citrini missed, and Nvidia on your wall.
May 16
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Daniel Williams
2
1
You’re Not Being Hired Strictly for Output Anymore. Your Judgment Is What Is in Demand Now.
Companies are running Agile retrospectives while the production function underneath them has changed. The work that built your career was output. The…
May 14
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Daniel Williams
20
3
1
You Can’t Prompt-Engineer Your Way to Reliable Agents. Wire the Architecture Around It.
Domain 1 Capstone: Reliability is not in the prompt. It’s in the loop, the hooks, the policy gates that fire whether the model wants them to or not, and…
May 12
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Daniel Williams
14
1
1
The Tolerance for Non-Builders Is Shrinking. Especially If You’re Mid-Level or Senior.
New expectations are emerging where everyone is a potential builder, supported by agent portfolio governance and data-driven prioritization.
May 7
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Daniel Williams
22
2
Stop Resuming Long Sessions. Brief Them Instead.
Lesson 1.7: Long sessions are a liability. Past a certain size, resuming buries context instead of restoring it. Write a brief and start fresh.
May 5
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Daniel Williams
16
4
1
April 2026
The regression isn’t in the model. You’re using Opus 4.7 wrong.
Opus 4.7 shipped as an advisor, not an executor. The heavy users running it as an executor are watching their weekly ceilings burn by Tuesday and…
Apr 30
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Daniel Williams
17
4
1
Attention Doesn’t Scale. Decomposition Does.
Lesson 1.6: When Claude reviews a stack of items in one pass, the depth degrades item by item. Stronger prompts don’t fix it. Splitting the work does.
Apr 28
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Daniel Williams
17
2
We just crossed 25,000!
We will get to the next 75,000 with your help.
Apr 24
•
Daniel Williams
9
6
1
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