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The Framework That Assumes Your Model Is An Adversary

Oct 7, 2026

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16 min read

The Framework That Assumes Your Model Is An Adversary

Most agent sandboxes ask whether the model solved the task. Karotte starts from the premise that a model trained against your environment for ten thousand runs will eventually try everything, including the symlink that makes your grader read the answer key to itself.

Mohinish S

SnackOnAI Blog

The Postgres Predicate That Reads Your Table Twice

Oct 5, 2026

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14 min read

The Postgres Predicate That Reads Your Table Twice

A WHERE clause that calls a model once per row would be useless. pg-jev makes it fast by secretly scanning your table ahead of the executor, and that read-ahead window, not your LIMIT, is what you actually pay for.

Mohinish S

SnackOnAI Blog

Jev Gives Up Writing And Gets A Type System

Sep 30, 2026

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15 min read

Jev Gives Up Writing And Gets A Type System

A model that returns no text cannot hallucinate a citation. It can still hand your code a confidently wrong enum, and the confidence score it ships with is a formula you can write in one line.

Mohinish S

SnackOnAI Blog

MetaGPT Wrote The Org Chart Into The Prompt, Then Quietly Retired Half Of It

Sep 19, 2026

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14 min read

MetaGPT Wrote The Org Chart Into The Prompt, Then Quietly Retired Half Of It

The paper that taught agents to pass documents instead of chatting is still right about the documents. Its own repository no longer believes in the assembly line.

Mohinish S

SnackOnAI Blog

BMAD Method Compiles Its Prompts, In Five Skills Of Thirty

Sep 18, 2026

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13 min read

BMAD Method Compiles Its Prompts, In Five Skills Of Thirty

The flagship skill loads four hundred tokens to reach nineteen thousand, because a Python renderer builds the workflow on demand. Twenty five of the thirty skills still inline everything.

Mohinish S

SnackOnAI Blog

Orca Supports Twenty Nine Agents With One Terminal

Sep 16, 2026

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13 min read

Orca Supports Twenty Nine Agents With One Terminal

Twenty nine agents needed a terminal. Windows process spawning needed six dedicated documents. The orchestration was never the hard part.

Mohinish S

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Snack On AI

The Framework That Assumes Your Model Is An Adversary

The Postgres Predicate That Reads Your Table Twice

Jev Gives Up Writing And Gets A Type System

MetaGPT Wrote The Org Chart Into The Prompt, Then Quietly Retired Half Of It

BMAD Method Compiles Its Prompts, In Five Skills Of Thirty

Orca Supports Twenty Nine Agents With One Terminal

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