# claude managed agents (blogs) — RSS Amplifier

Recent posts from the 1 feeds in the RSS Amplifier directory that cover claude managed agents.

Page: <https://rssamplifier.com/topics/claude-managed-agent/blogs>  
Feed: <https://rssamplifier.com/topics/claude-managed-agent/blogs.md>

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## [Wordmaze: a one-shot, verifier-graded puzzle for RL](https://dipkumar.dev/posts/llm/wordmaze/)

_2026-06-03 · Dipkumar Patel · Dipkumar Patel — Blog_

Wordmaze is a single-turn word-ladder puzzle with a password constraint, built to be trivially gradable for RL.

## [Claude Managed Agents: sharp edges and gotchas](https://dipkumar.dev/posts/agents/claude-managed-agents-gotchas/)

_2026-04-26 · Dipkumar Patel · Dipkumar Patel — Blog_

What Anthropic Claude Managed Agents provide, where the API is limited, and gotchas around sessions, environments, tools, and GitHub repos.

## [IndiGo: India's Affordable Growth Carrier, by the Numbers](https://dipkumar.dev/posts/markets/indigo-investor-view/)

_2026-04-22 · Dipkumar Patel · Dipkumar Patel — Blog_

A beginner-friendly look at IndiGo. A live widget lets you tune three assumptions about how India flies and see what that means for IndiGo's size and market value in 5 to 10 years.

## [A Practical Cost Checklist for Agent and Harness Engineering](https://dipkumar.dev/posts/agents/agent-harness-cost-checklist/)

_2026-04-20 · Dipkumar Patel · Dipkumar Patel — Blog_

A staged checklist for reducing agent and LLM costs, from prompt hygiene and model selection to tool pruning, trace analysis, and distillation.

## [Agents Can Reason. They Still Can't Really Search.](https://dipkumar.dev/posts/agents/agent-search-problem/)

_2026-03-16 · Dipkumar Patel · Dipkumar Patel — Blog_

Agents have a search problem across the whole stack: web search, RAG, tool discovery, skills/workflow loading, and even context compaction.

## [Bits per byte (BPB) for LLMs: tokenizer-agnostic loss](https://dipkumar.dev/posts/llm/bits-per-byte/)

_2025-10-15 · Dipkumar Patel · Dipkumar Patel — Blog_

BPB measures LLM loss per UTF-8 byte, making tokenizer comparisons fair. Formula, worked example, and PyTorch-style implementation.

## [Creativity Is a Luxury](https://dipkumar.dev/posts/life/creativity-is-a-luxury/)

_2025-08-17 · Dipkumar Patel · Dipkumar Patel — Blog_

Creativity is a luxury. It requires time, energy and space.

## [GPT-5 router: why chat apps will route across models](https://dipkumar.dev/posts/llm/gpt5-router/)

_2025-08-13 · Dipkumar Patel · Dipkumar Patel — Blog_

Why GPT-5 style routers send simple prompts to smaller models and hard prompts to reasoning models, and what that means for chat UX.

## [Instruction Aware Embeddings](https://dipkumar.dev/posts/rag/instruction-aware-embeddings/)

_2025-07-08 · Dipkumar Patel · Dipkumar Patel — Blog_

Why Your Retriever is Failing and How Context Can Save It - Instruction Aware Embeddings

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_2025-07-08 · **Sponsored**_

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## [How to improve RAG retrieval: recall, precision, and NDCG](https://dipkumar.dev/posts/rag/retrieval-imprv/)

_2025-03-08 · Dipkumar Patel · Dipkumar Patel — Blog_

Improve RAG retrieval without sacrificing precision: tune chunking, hybrid search, reranking, filters, and recall/NDCG metrics.