AGENTS
Agent frameworks and patterns - orchestration, tool use, and autonomous workflows.
52 resources - 23 posts, 21 tools, 8 guides
Blog Posts
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Codebase Graphs Are the New Agent Map
Graphify is trending because coding agents keep hitting the same wall: they can edit files, but they still need a durable map of how the codebase, docs, schemas, and decisions connect.
8 min read
Agent-Native Backends Are the Next AI Coding Bottleneck
InsForge is trending because coding agents can scaffold UI faster than they can safely operate databases, auth, storage, functions, and deployments. The backend now needs an agent-readable control plane.
8 min read
Agent Swarms Need Receipts
GitHub is filling with multi-agent frameworks, skills, and coding harnesses. The useful lesson is not that every team needs a swarm. It is that every agent needs receipts: tests, logs, diffs, and reviewable checkpoints.
8 min read
Agentic Search Works Best When It Writes Queries, Not Answers
SNEWPAPERS is a useful Show HN signal: the strongest agentic search products do not replace search results with prose. They teach the agent to operate a real search system.
8 min read
DeepSeek V4 Changes the Coding Agent Cost Equation
DeepSeek V4 is trending because it is close enough to frontier coding models at a much lower token price. The real question for developers is where cheap reasoning belongs in an agent stack.
8 min read
Flue and the Agent Harness Layer
Flue is trending because it names the part of agent infrastructure that is becoming product-critical: the programmable harness around the model.
8 min read
jcode and the Coding Agent Harness Wars
jcode is trending because it competes on a less glamorous but important agent metric: how cheap it is to keep many coding sessions alive.
8 min read
ML Intern Shows Where Coding Agents Are Heading: Domain Tools, Not Generic Chat
Hugging Face's ml-intern is trending because it narrows the agent loop around one domain: papers, datasets, model training, Hub traces, and ML shipping workflows.
8 min read
Open Design Shows the Next Agent Wrapper
Open Design is trending because it turns Claude Code, Codex, Cursor, Gemini, and other CLIs into a design engine. The useful lesson is not design automation. It is artifact-first agent wrappers.
8 min read
Refusal Directions Are a Systems Problem
A trending refusal-direction paper is a reminder that model safety cannot be treated as a thin refusal layer. Builders need layered controls around the model.
8 min read
Skills Are the New Agent Operating System
GitHub trending is full of agent skill frameworks. The real shift is not bigger prompts or more agents. It is turning team process into inspectable, reusable operating instructions.
9 min read
Cloudflare Agent Memory: A Developer's Guide to the New Primitive
Cloudflare's Agent Memory primitive. What it stores, latency profile, how it compares to mem0, and how to wire it into your stack.
9 min read
GPT-5.4 for Developers: The Production Guide
GPT-5.4 ships state-of-the-art computer use, steerable thinking, and a million-token window. Here is the implementation guide for builders, with real OpenAI SDK code, the 272K pricing cliff, and where it actually beats 5.3 and 5.5 in production.
12 min read
GPT-5.5 for Developers: A Production Field Guide
GPT-5.5 and 5.5 Pro hit the API on April 24. Here is what changes for builders: pricing, agentic tasks, tool-use, and the real benchmarks I ran the day it dropped.
11 min read
Vercel's Agentic Infrastructure Stack Explained
Vercel just declared the agent stack: AI Gateway, Sandbox, Flags, and Microfrontends. Here is how the four primitives compose, with code, and where each one actually fits in a real product.
12 min read
Vercel's New Durable Execution Programming Model: A Developer's Guide
Durable execution lands on Vercel. What it means for agents, long-running flows, and indie dev stacks - with code, gotchas, and where it fits the agent stack.
10 min read
Agent Replays with TraceTrail: Loom for Agent Runs
Agent runs are opaque. TraceTrail turns a Claude Code JSONL into a public share link with a stepped timeline of messages, tool calls, and tokens.
7 min read
Six More Tools for the Agent Infrastructure Stack
The second half of our agent tooling release: distribution, validation, and ergonomics layered on top of the first six. Six small CLIs, one through-line.
9 min read
How I'm Building 24 AI-Powered Apps in Parallel
One dev, one CLI, 24 subdomains, and a lot of parallel agents. The playbook for shipping an AI app portfolio.
9 min read
Claude Code Loops: Recurring Prompts That Actually Run
Claude Code now has a native Loop feature for scheduling recurring prompts - from one-minute intervals to three-day windows. Fix builds on repeat, summarize Slack channels, email yourself Hacker News digests. All from the CLI.
6 min read
OpenAI's GPT 5.4 in 10 Minutes
State-of-the-art computer use, steerable thinking you can redirect mid-response, and a million tokens of context. GPT 5.4 is OpenAI's most capable model yet.
8 min read
Claude Code: Remote Control, Auto Memory, Plugins & More
Anthropic dropped a batch of updates across Claude Code and Cowork - remote control from your phone, scheduled tasks, plugin repos, auto memory, and stats showing 4% of GitHub public commits now come from Claude Code.
5 min read
Claude Code Worktrees: Parallel Development Without the Chaos
Anthropic brought git worktrees to Claude Code. Spawn multiple agents working on the same repo simultaneously - no merge conflicts, no context pollution, and your main branch stays clean.
6 min read
Related Tools
All tools →Claude Code
Daily DriverAnthropic's agentic coding CLI. Runs in your terminal, edits files autonomously, spawns sub-agents, and maintains memory across sessions. Powered by Claude Opus 4.
AI CodingOpenAI Codex
AgentOpenAI's coding agent for terminal, cloud, IDE, GitHub, Slack, and Linear workflows. Reads repos, edits files, runs commands, and returns reviewable diffs.
AI CodingDeepSeek-TUI
Open sourceOpen-source terminal agent runtime with approval modes, rollback snapshots, MCP servers, LSP diagnostics, and a headless HTTP API. Uses DeepSeek models by default.
AI CodingWindsurf
Codeium's AI-native IDE. Cascade agent mode handles multi-file edits autonomously. Free tier with generous limits. Strong alternative to Cursor.
AI CodingDevin
Cognition Labs' autonomous software engineer. Handles full tasks end-to-end - reads docs, writes code, runs tests, and submits PRs in an isolated sandbox.
AI CodingVercel AI SDK
EssentialThe TypeScript toolkit for building AI apps. Unified API across OpenAI, Anthropic, Google. Streaming, tool calling, structured output, multi-step agents. 50K+ GitHub stars.
AI FrameworksClaude Agent SDK
NewAnthropic's Python SDK for building production agent systems. Tool use, guardrails, agent handoffs, and orchestration. Released alongside Claude 4.
AI FrameworksLangChain / LangGraph
Most popular LLM framework. 100K+ GitHub stars. Chains, RAG, vector stores, tool use. LangGraph adds stateful multi-agent workflows with cycles and persistence.
AI FrameworksComposio
Gives AI agents access to 250+ external tools (GitHub, Slack, Gmail, databases) with managed OAuth. Handles the auth and API complexity so your agent doesn't have to.
AI FrameworksOpenAI Agents SDK
Lightweight Python framework for multi-agent systems. Agent handoffs, tool use, guardrails, tracing. Successor to the experimental Swarm project.
AI FrameworksCrewAI
Multi-agent orchestration framework. Define agents with roles, goals, and tools, then assign them tasks in a crew. Python-based. Great for complex workflows.
AI FrameworksMastra
TypeScript-first AI agent framework. Workflows, RAG, tool use, evals, and integrations. Built for production Node.js apps. Open-source.
AI FrameworksChatGPT
OpenAI's flagship. GPT-4o for general use, o3 for reasoning, Codex for coding. 300M+ weekly users. Tasks, agents, web browsing, DALL-E, code interpreter.
AI ModelsDeepSeek V3.2
DeepSeek's reasoning-first model built for agents. First model to integrate thinking directly into tool use. Ships alongside V3.2-Speciale, which rivals GPT-5 and Gemini 3.0 Pro.
AI ModelsAugment Code
AI coding platform built for large, complex codebases. Context Engine indexes 500K+ files across repos with 100ms retrieval. Intent desktop app orchestrates parallel agents.
AI CodingKimi Code
Open-source terminal coding agent from Moonshot AI. Powered by Kimi K2.5 (1T params, 32B active). 256K context window. Agent Swarm runs up to 100 parallel sub-agents.
AI CodingDroid
Factory AI's terminal coding agent. Runs Anthropic and OpenAI models in one subscription. Handles full tasks end-to-end - refactors, incident response, migrations.
AI CodingAgency Swarm
Multi-agent orchestration framework built on the OpenAI Agents SDK. Define agent roles, typed tools, and directional communication flows. Production-focused, open-source.
AI FrameworksPydantic AI
Type-safe Python agent framework from the Pydantic team. Brings the FastAPI feeling to AI development. Composable tools, durable execution, and full IDE autocomplete.
AI FrameworksBrowser Harness
Self-healing browser automation harness that lets LLMs complete any browser task. 5,000+ stars in under a week.
InfrastructureObscura
Headless browser built in Rust for controlled AI-agent browser tasks. Lighter and faster than Chromium-based alternatives.
InfrastructureGuides
All guides →Claude Code Setup Guide
Configure Claude Code for maximum productivity -- CLAUDE.md, sub-agents, MCP servers, and autonomous workflows.
GuideAGENTS.md - Claude Code
Define custom subagent types within your project's memory layer.
GuideSubagents - Claude Code
Spawn isolated workers with independent context windows.
GuideBuilt-in Subagents - Claude Code
Researcher, auditor, reviewer, and other ready-made subagent types.
GuideSubagent MCP Scoping - Claude Code
Route specific MCP servers only to specific subagents.
GuideResume Subagents - Claude Code
Continue a subagent's work across sessions.
GuideSubagentStart and SubagentStop Hooks - Claude Code
Fire when subagents spawn and finish.
GuideAgent-Based Hooks - Claude Code
Spawn subagents to handle complex hook logic.
GuideKeep exploring Agents
- - Claude Code - recommended Agents tool from the Developers Digest directory
- - Compare Tools - dive deeper across the Developers Digest knowledge base
- - All Agents articles in the blog archive
- - Developers Digest on YouTube - video tutorials covering Agents and more
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