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loopcraft

The Anatomy of a Harness

Josh — June 19th

And a path to autonomous harness development

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A diagram showing how we used to write code first, imperative specification, then move to specs

Spec-Driven Development

Josh — May 18th

What and Why as the new "Source Code"

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Personalization on user behavior, not only users interests

Personalizing the "How"

Josh — April 21st

Teaching agents per-user decision policies

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Figure 1 from OfficeQA Pro Paper

More than Multiple Choice

Josh — March 2nd

Agentic evaluations that test tool use over memorization

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central ai agent orchestrator with a supply chain vulnerability

Agentic Orchestration Security

Josh — February 9th

From YOLO Loops to Permissioned Platforms

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office showing two people inspecting a flowchart indicating a verified system specification

LLMs and Formal Methods

Josh — January 5th

Proving Specifications, and Commoditizing Correctness

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AI refusing to reveal Santas favorite cookie, due to the problematic intersectional nature of elvish labor in the unregulated North Pole manufacturing sector

Censorship or Safety?

Josh — December 1st, 2025

"Politically Sensitive Prompts", a dataset for telling the difference

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an abstract image of atkinson shriffer

LLM Memory from the 1960s

Josh — October 27th, 2025

Faster, cheaper, and more accurate memory with LightMem

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Applied LMs
https://www.arxiv.org/abs/2509.22009

Limitations of GraphRAG

Josh — September 29th, 2025

+How "GraphSEARCH" Addresses Them

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image of an efficient, simple extraction versus a complex crusher

Efficient Agent Context Management

Josh — September 2nd, 2025

Improving on "LLM Summarization" for Context Compaction

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Applied LMs
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