Clay

@_GameFrame_ | ex @AzraGames | @WolvesDAO | Front End Quant | Architect

[Clay @clay_phi]

Everyone's talking about harnesses. None of them solve the core problem. I built one 9 months ago that does.

Artifacts > Vibes. Progress only on Proof of Work

LLM inference is unreliable, inconsistent, and degrades the longer it runs. You cannot fix that with with a loop that doesn't address the underlying problem. You fix it by orchestrating from the kernel of work, the task. Atomic tasks. Intra-task QA w correction cycles. Audit by default. Trust nothing. Verify everything.

I call it the PABLOV method. Programmatic Artifact-Based LLM Output Verification.

Claude code, Codex, Cursor, Temporal, n8n, Aider, Devin, Lovable, Replit, OpenHands, Kiro, etc. all fall over on long-haul lifts. I built a programmatic orchestrator last year on the PABLOV method that runs at high accuracy for 100+ hours straight.

[Clay @clay_phi]

@GJarrosson 100%. Age of experts is over

[Clay @clay_phi]

@neerajjj6785 5. PM

[Clay @clay_phi]

@CoachDanGo Is this one of those tell me you’ve never been a founder without telling me posts?

[Clay @clay_phi]

@benhylak 1. Correct
2. Wrong

Tech has only ever gotten better and cheaper

[Clay @clay_phi]

@Taniyatweets_ Workarounds for Claude -p

[Clay @clay_phi]

So many talking farms posting about LLM providers profitability, bubbles, and yada yada. Its all b8

Uber founded 2009
Uber >$1B rev 2014
Uber profitable 2023

[Clay @clay_phi]

@esrtweet That’s not how any of this works.

[Clay @clay_phi]

@theo Like pricing Netflix subscription against movie tickets. You got $1,000,000 worth the movies for $19.99. Nonsensical

[Clay @clay_phi]

@federicodonaton Engine can’t move you without wheels or steering

[Clay @clay_phi]

Your harness is your Agent OS. and, it matters more than the OS your machine runs on.

The lock-in on your Agent OS will be far harder to break than any OS lock-in before it. The cause is the ability and freedom to customize. Every prompt you tune, tool you wire, workflow you encode raises the cost or leaving. Every tweak welds you in tighter.

Unlike the OS era where the whole world ran on three options, there will be thousands of harnesses tuned to teams, roles, individuals.

New market. Wide open. Most are arguing about which model is more capable. The opportunity is one layer up.

[Clay @clay_phi]

@YashHustle_22 Are you checking every line of code written by human

[Clay @clay_phi]

@DanKulkov Lemme tell ya about subscription rates

[Clay @clay_phi]

@pmarca Def changes what makes a good software engineer and what they spend their time doing. Most trad software devs are not good in areas required to orchestrate unlimited agent instances

[Clay @clay_phi]

@ThePrimeagen Compute the multiple for doing nothing vs something

[Clay @clay_phi]

@PeterDiamandis @BillAckman This pod needs to ban the words Dyson and swarm

[Clay @clay_phi]

@barrettjoneill I see you’re enjoying having Claude recreate the 999,999,999,999th re financial model

[Clay @clay_phi]

@growing_daniel

[Clay @clay_phi]

@nicbstme Even with evap, where does the water go? Not into the….water cycle…..perhaps

[Clay @clay_phi]

@LeakerApple I remember 9 months ago trying to tell some PC bois that their GPUs cannot compete with Apple’s unified memory for local inference. Engrained