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Applied LMs

(large or small) language models, applied to real world problems

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
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

Knowledge Protocol Engineering

Josh  — July 7th, 2025

Small is Beautiful, or curated, domain-specific solutions to data exhaustion

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Applied LMs
a robot remembering something in another room

Spatial and Temporal Memory

Josh  — June 2nd, 2025

A step towards time-aware world models with 3DLLM

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Applied LMs
image illustrating needle in a haystack retrieval with 1M context window

Helping AI Agents Remember

Josh  — May 5th, 2025

Memory is more than needles in a haystack

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Applied LMs
Diagram showing agentic behavior with three separate language models interacting. From https://arxiv.org/abs/2303.11366

Reflexion: Agents in Action

Josh  — January 6th, 2025

Actor, Evaluator and Self-Reflector - Agents beyond ReAct

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Applied LMs
image comparing JSON and YAML token usage

Structured Output: YAML vs JSON

Josh  — December 3rd, 2024

Does it matter?

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Applied LMs
HuggingFace and AWS Logo, from HuggingFace Site

HuggingFace Inference on SageMaker - TGI

Josh  — January 26th, 2024

Beyond HuggingFaceModel(...).deploy()

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Applied LMs

Better systems through better understanding

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