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Why a long agent run costs O(N ) tokens — and how to flatten it
loopandretry profile

Why a long agent run costs O(N ) tokens — and how to flatten it

#cost #tokens #contextengineering #longhorizon
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5 min read
One bad step, N bad steps: how agent failures cascade
loopandretry profile

One bad step, N bad steps: how agent failures cascade

#failuremodes #cascade #contextengineering #reliability
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7 min read
The context window is a cache, not a memory
loopandretry profile

The context window is a cache, not a memory

#contextengineering #contextwindow #memory #cost
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8 min read
Context window sizing for fine-tuning: how long should your training examples be?
loopandretry profile

Context window sizing for fine-tuning: how long should your training examples be?

#finetuning #contextengineering #training #cost
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5 min read
Context contamination: why retrying the same prompt makes it worse
loopandretry profile

Context contamination: why retrying the same prompt makes it worse

#contextengineering #failuremodes #retries #reliability
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6 min read
Compaction is a lossy operation
loopandretry profile

Compaction is a lossy operation

#contextengineering #memory #compaction #reliability
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5 min read
My context selector beat grep. An agent with grep beat it.
anyesh profile

My context selector beat grep. An agent with grep beat it.

#contextengineering #retrieval #swebench #benchmarking
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7 min read
Detailed instructions written for an earlier generation of AI models become harmful on today's models
matsumotory profile

Detailed instructions written for an earlier generation of AI models become harmful on today's models

#promptengineering #agentskills #llmops #contextengineering
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7 min read
Stop Editing Prompts. Build a Context Compiler Instead
aiexplore369zoho profile

Stop Editing Prompts. Build a Context Compiler Instead

#ai #llm #promptengineering #contextengineering
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5 min read
Claude Code Cut 80% of Its Prompt. Yours Should Too.
max_quimby profile

Claude Code Cut 80% of Its Prompt. Yours Should Too.

#aiagents #claudecode #contextengineering #systemprompt
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11 min read
The End of "One-Shot AI": Why Context Engineering Is Replacing Prompt Engineering
blobxiaoyao profile

The End of "One-Shot AI": Why Context Engineering Is Replacing Prompt Engineering

#contextengineering #promptengineering #llm #aiagents
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9 min read
THE KNOWLEDGE ATOM // Writing for Machines That Read
faripod profile

THE KNOWLEDGE ATOM // Writing for Machines That Read

#aiera #contextengineering #knowledgemanagement #secondbrain
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7 min read
The Multi-Agent Memory Problem: Why Retrieval-Time Inference Breaks Down at Scale
anuranroy profile

The Multi-Agent Memory Problem: Why Retrieval-Time Inference Breaks Down at Scale

#ai #agenticai #programming #contextengineering
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6 min read
Prompt Engineering Is Dying: Welcome to the Era of Context Engineering
yogiravi_2003 profile

Prompt Engineering Is Dying: Welcome to the Era of Context Engineering

#promptengineering #contextengineering #aiengineering #machinelearning
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2 min read
My Notes on LLMs
katpadi profile

My Notes on LLMs

#ai #llm #contextengineering
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6 min read
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