Agents and harnesses for advanced learners
288 resources · page 9 of 9
Context Engineering with Deep Agents (LangChain)
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LangChain post on context engineering in Deep Agents using offloading, summarisation, skills, subagents and memory.
LLM Powered Autonomous Agents
Classic overview of planning, memory and tool use in agents.
LlamaIndex blog
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LlamaIndex blog with posts on document agents, retrieval, LlamaParse and agent engineering patterns.
Long Horizon Document Agents (LlamaIndex)
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LlamaIndex post on designing long-horizon agents that process and act on documents.
LoRA
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arXiv paper (2021) "LoRA: Low-Rank Adaptation of Large Language Models", introducing LoRA, low-rank adaptation for fine-tuning large models.
MAPIE
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MAPIE documentation: Python library for conformal prediction intervals and sets for any model.
MCP blog: The 2026-07-28 Specification
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MCP blog post on the 2026-07-28 specification release, summarising protocol changes and the deprecation policy.
Metaflow documentation
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Metaflow documentation: open-source framework from Netflix for building and running data science and ML workflows.
Nanbeige 4.2-3B official model card
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Hugging Face model card for Nanbeige4.2-3B with architecture, usage and evaluation details.
NAVER D2
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NAVER D2 Hello World: Korean engineering blog from NAVER developers.
Notion Help: Guides
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Notion Help Center guides to workflows, integrations and features.
OpenAI API Skills guide
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OpenAI API skills guide: creating reusable skills for Responses API shell tools and Agents API sandboxes.
OpenHands Agent Canvas
Inspect the OpenHands control center and its supported execution backends.
OpenHands Software Agent SDK
by OpenHands
Open-source agent SDK behind OpenHands, worth reading as a reference harness.
PennyLane documentation
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PennyLane documentation: Python library for differentiable quantum computing and hybrid quantum-classical ML.
PyGOD
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PyGOD documentation: Python library for outlier and anomaly detection on graphs.
Qwen-Agent
A Qwen-focused framework for tool-using applications.
ReAct
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arXiv paper (2022) "ReAct: Synergizing Reasoning and Acting in Language Models", introducing ReAct, interleaving reasoning traces and tool actions in language models.
Refactoring Hermes with 1,393 agents
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Nous Research case study of Hermes Agent refactoring its own codebase with 1,393 subagents, with cost and results.
Roo Code docs: Context poisoning
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Roo Code documentation on context poisoning: recognising and recovering from corrupted context in long agent sessions.
Scaling Managed Agents: decoupling brain from hands
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Anthropic engineering post on the architecture of its hosted Managed Agents harness, separating model reasoning from execution.
SHAP documentation
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SHAP documentation: game-theoretic method and library for explaining ML model predictions.
Building production-ready agentic systems: Lessons from Shopify Sidekick
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Shopify Engineering post on lessons from building the Sidekick agent: architecture, LLM judges calibrated to human labels and RL pitfalls.
Durable AI (Temporal Documentation)
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Temporal documentation on durable execution for AI applications and agents that resume after crashes or timeouts.
Texterra
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Texterra from ISP RAS: Russian text-analysis system for information extraction built on open structured knowledge.
Training language models to follow instructions with human feedback
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arXiv paper (2022) "Training language models to follow instructions with human feedback", describing InstructGPT and the RLHF post-training pipeline.
TRL documentation
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Hugging Face TRL documentation: trainers for SFT, DPO, GRPO and other post-training methods.
Universal Commerce Protocol (UCP)
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Universal Commerce Protocol site: open standard for agents and platforms covering catalogue, checkout and orders.
AI SDK docs: Loop control
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Vercel AI SDK documentation on loop control: stop conditions and step control for agent loops.
How we made v0 an effective coding agent (Vercel)
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Vercel engineering post on v0's coding-agent pipeline: dynamic system prompts, streaming fixes and autofixers.
SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering
Research on how the agent-computer interface influences software-engineering performance.
ReAct: Synergizing Reasoning and Acting in Language Models
Research on combining reasoning with environment actions, a useful reference for agent-loop design.