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Agentic Context Management: Solving Agent Memory and Cost by Treating Them as Lifecycle and Architecture Problems
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Agentic Context Management: Solving Agent Memory and Cost by Treating Them as Lifecycle and Architecture Problems

#arxiv#context#cost#token#view#production

Production AI agents' failures are less often due to an inability to reason well and more often because they cannot manage what is in their reasoning context: conversation histories, large prompts, large tool definitions, and ballooning tool outputs.…

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Zero-Mem: Zero-Token Memory Operations for LLM Agents
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Zero-Mem: Zero-Token Memory Operations for LLM Agents

#arxiv#memory#zero#context#xiao#long

LLM agents need memory to act consistently over long interactions, yet many systems use additional LLM calls to operate that memory. Generating intermediate records and mediating their retrieval adds recurring token and time costs, while omitted or merged…

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GitHub - raiyanyahya/recall: Stop wasting tokens and re-explaining your project every session. Recall gives Claude Code durable memory — entirely offline.
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GitHub - raiyanyahya/recall: Stop wasting tokens and re-explaining your project every session. Recall gives Claude Code durable memory — entirely offline.

Hacker News·Hacker News·3 months ago
#bR0CZ0lC

Stop wasting tokens and re-explaining your project every session. Recall gives Claude Code durable memory — entirely offline. - raiyanyahya/recall

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Building Customer Support Agents with LLMs: Best Practices
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Building Customer Support Agents with LLMs: Best Practices

DEV Community: ai·shashank ms·3 months ago
#vXNvCx7B
#dev#type#support#function#context#agent

Customer support agents are among the most demanding production workloads for large language models. They require long conversation histories...

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How to connect Postgres to Claude (and make it work for your team)
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How to connect Postgres to Claude (and make it work for your team)

DEV Community: ai·Vivek Sah·3 months ago
#YKz8RERF
#dev#claude#postgres#team#person#context

Connect Claude or ChatGPT to your Postgres database. Start simple with MCP, see where it breaks for teams, and what you need next.

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Context Mode's 5 Hidden Uses 🔥 — MCP Server That Cuts Claude Code Context by 98%
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Context Mode's 5 Hidden Uses 🔥 — MCP Server That Cuts Claude Code Context by 98%

DEV Community··3 months ago
#xooXH7q2
#dev#context#agent#code#github#article

If you use Claude Code, Cursor, or any AI coding agent for more than 30 minutes, you've hit this...

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I'm trying to build a "living memory/context engine" for my business. Help me architect it.

Artificial Intelligence (AI)·/u/BaronsofDundee·3 months ago
#2TXzdlO8

I'm working on an idea I call a Context Engine and would love feedback on the architecture. The problem: I have hundreds of projects running in parallel across different regions, teams, and timelines.…

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Supermaven vs Codeium: Free AI Autocomplete Compared in 2026
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Supermaven vs Codeium: Free AI Autocomplete Compared in 2026

DEV Community: tutorial·pickuma·3 months ago
#zt2E4CAP

Two of the best free AI autocomplete tools, tested head-to-head — latency, context window, IDE support, free-tier limits, and what Supermaven's move into Cursor means for its standalone future.

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The MCP Servers Worth Installing in 2026: A Curated Review
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The MCP Servers Worth Installing in 2026: A Curated Review

DEV Community: productivity·pickuma·3 months ago
#0VQYqiL8
#dev#server#agent#servers#context#article

After running coding agents for months with too many MCP servers and then too few, here is the short list of Model Context Protocol servers that actually earn their context-window cost — plus the ones quietly wasting your tokens.

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