AI AGENTS
106 SRC
AI Agents
The AI agent ecosystem has crossed from infrastructure-building into platform, and the infrastructure layer itself has consolidated from a sprawl of point tools into a recognizable production stack of named primitives — Pipecat (voice), browser-use (web), Mem0 (memory), Composio (1,000+-app OAuth), RAGFlow/Dify (retrieval/workflows), with Mastra as the TypeScript-first framework (1.77M monthly npm downloads, YC). Cost architecture is foundational: 80% of agent tasks are janitorial, so hierarchical model routing (the 80/15/5 distribution) yields ~10x cost reduction, and configuration is converging on three files — SOUL.md (brutally specific constitution), USER.md (~4000-word user model), AGENTS.md (operational playbook). MCP is becoming the survival-level integration protocol: vendors without MCPs become unusable in agent-driven workflows. The infrastructure layer now includes reusable web-agent skill catalogs, anti-detection browsers, local self-improvement plugins, and remote Mac/Tailscale command networks, showing that agent capability depends as much on operating substrate as model intelligence.
The orchestration consensus has shifted decisively from a single powerful agent to one coordinator managing teams of sub-agents — swarms fail from coordination, not intelligence (task assignment, deduplication, handoff, human-in-the-loop are the unsolved UX problems). Concrete surfaces have shipped: Hermes Agent v0.12.0's Kanban board, the Discord-intake / Kanban-execution bridge, gstack's 30-second 6-specialist Claude Code team, @conductor_build's Opus-planning / GPT-5.5-review workflow, NovaStation's unified command center ("AI stops being a tab and becomes the OS"), remote-device networks where mobile devices command one always-on dev machine, and finance as the proving ground for multi-agent debate as the dominant high-stakes reference pattern (see Ai Trading). On the automation side the org-design implications are concrete and increasingly counterintuitive: Marcus Moretti runs Spiral at Every as a one-person team with strategy.md plus a /ce:product-pulse cron replacing 60% of a PM's old week, Every's broader automation push grew headcount from 4 to 30 after GPT-3, the unit of automation has shifted from job to cross-functional process, and new roles (the "agent engineer" internal-FDE, the matching "agent PM") follow the agent's affordances.
Products have multiplied across verticals as the field moves to role-specific harnesses: finance (Dexter, AutoHedge, Vibe-Trading, Fincept Terminal), outbound sales platforms, tax/estate-planning skills encoding judgment ($1k–$20K saved per user), document-KB tools (Cabinet, Tolaria, ByteRover), design/motion engines ("to draw" as an agent primitive), local-first agentic job search, self-hosted model/workspace wrappers like LibreChat, and AI-native workspaces rebuilding Slack + Linear + Notion as one surface. The defining lesson of skills & distribution is that domain-knowledge distribution is a documentation problem, not a code problem — "skills as markdown," GitHub-backed Claude Teams marketplaces, LLM-maintained knowledge bases, Browserbase's researched web-agent skill catalog, and Single Brain's "compounding data IS the moat," sitting alongside Anthropic's managed-agent platform (Claude Managed Agents PaaS at $2.58 fulfillment cost on $1k of service, Advisor Strategy, Monitor tool) and operational self-improving skill/eval loops (hook-writer 32/50 → 47/50 overnight; ml-intern beating Claude Code on GPQA). Finally, interaction is maturing into its own discipline — conversation-native UX, cognitive debt, the AI Interaction Atlas, leverage on managerial ritual (12-minute Friday reviews, 5-minute 1:1 prep), and the deepest framing of all: intelligence as a social process, where frontier models spontaneously generate "societies of thought" and the path forward runs through composing richer human-AI social systems, not building a single colossal oracle. The canonical Cross-Cutting Patterns synthesis index (Anthropic-as-Platform, three-file configuration, self-improving loops, multi-agent debate, four-layer ecosystem template, MCP-as-survival, job→process, DevOps-mirroring maturity, compounding-data moat, write-path value capture, local-first) is preserved at the foot of Infrastructure.
Sub-Topics
AI AGENTS:
SKILLS &
DISTRIBUTION
32 SRC
KE
AI Agents: Skills & Distribution
32 sources“The "skills as markdown" pattern is becoming a standard for AI agent extensibility — Corey Haines' marketingskills repo (17.4K stars) packages 36 marketing skills as .md files…”
AI AGENTS: INFRASTRUCTURE
23 SRC
AI Agents: Infrastructure
23 sources“Vercel Labs' agent-browser Electron skill lets AI agents control any Electron-based desktop app (Discord, Figma, Notion, VS Code), extending automation from browsers to the full…”
AI AGENTS: PRODUCTS
22 SRC
AI Agents: Products
22 sources“Dexter is an open-source AI agent that reached 10K GitHub stars, combining OpenClaw and Claude Code to automate financial research workflows: stock screening, financial breakdown,…”
AI AGENTS: ORCHESTRATION
16 SRC
AI Agents: Orchestration
16 sources“The industry consensus is shifting from wanting a single powerful agent to wanting one coordinator agent that manages teams of sub-agents -- the "1 agent who runs teams of agents"…”
AI AGENTS: AUTOMATION
9 SRC
AI Agents: Automation
9 sources“Claude Code subagents running in parallel with scoped tool access is the key capability enabling complex personal automation -- six independent workers holding different contexts…”
AI AGENTS:
INTERACTION
9 SRC
KE
AI Agents: Interaction
9 sources“Tool UI renders JSON tool outputs as inline, narrated, referenceable surfaces within chat messages -- solving the problem of agent results being dumped as raw text or hidden…”
Guides
Designing a Second Brain for AI Agents: The Vault-as-Database Pattern
How to architect a local knowledge base that AI agents can reason over — starting from Karpathy's three-folder reference architecture, through the three-layer memory stack, MCP bridges, quality maintenance, and the scaling path from flat files to SQLite.
The Social Nature of AI Intelligence: From Societies of Thought to Agent Governance
Why intelligence is inherently social — how reasoning models spontaneously generate internal debates, why the singularity vision is wrong, the human-AI centaur era, and the constitutional design principles for governing billions of interacting agents.
Building Multi-Agent Orchestration Systems: From Single Agents to Coordinated Teams
A practical guide to designing agent coordination systems — covering orchestrator patterns, sub-agent delegation, cost optimization strategies, MCP tool integration, and the memory/self-improvement loops that make agent teams compound over time.
What Is Autoresearch and How to Use It
Autoresearch is Karpathy's hill-climbing optimization loop — make one change, test against a binary checklist, keep or revert, repeat. This guide covers the core method, practical implementation with Claude skills, scaling to parallel GPU clusters and distributed agent swarms, and the emerging pattern of full-stack AI research agents.
Claude & Claude Code for Marketing Agencies: A Detailed Guide
A comprehensive guide covering agency workspace setup, content strategy, competitive intelligence, outbound automation, brand design workflows, and agency-specific Claude Code skills — grounded in 77+ sources.
Voices
107 contributors
Andrej Karpathy
@karpathy
I like to train large deep neural nets. Previously Director of AI @ Tesla, founding team @ OpenAI, PhD @ Stanford.
Garry Tan
@garrytan
President & CEO @ycombinator —Founder https://t.co/7aoJjp1iIK—designer/engineer who helps founders—SF Dem accelerating the boom loop—haters not allowed in my sauna
Siqi Chen
@blader
🏗️ Love to build (@runwayco @sandboxvr @zynga) people love 💸 Investor @amplitude_hq @mercury @owner @elevenlabsio @meetgamma @sfcompute @turingcom++
Claude
@claudeai
Claude is an AI assistant built by @anthropicai to be safe, accurate, and secure. Talk to Claude on https://t.co/ZhTwG8d1e5 or download the app.
Aakash Gupta
@aakashgupta
✍️ https://t.co/8fvSCtBv5Q: $72K/m 💼 https://t.co/STzr4nqxnm: $39K/m 🤝 https://t.co/SqC3jTyP03: $37K/m 🎙️ https://t.co/fmB6Zf5UZv: $30K/m
Ole Lehmann
@itsolelehmann
I help non-technical people make more money with AI agents. AI connoisseur, robotics maxi, eu/acc supporter, dad, techno optimist
Charly Wargnier
@DataChaz
🦞 Clawdbot / @openclaw tinkerer • Ex @Streamlit @Snowflake Maestro • Also tweet about AI agents, LLMs, and web apps • My ❤️ is open source • DM for collabs 📩
Sukh Sroay
@sukh_saroy
Sharing daily insights on AI, No Code, & Tech Tools • Follow me to master AI to level up your life • DM for Collabs
Chris Tate
@ctatedev
@Vercel | Created agent-browser, json-render, portless | Husband & Dad | He/him | Musician, Space Nerd, Foodie | Vegan
Dave Kline
@dklineii
Become the Leader You’d Follow | Founder @ MGMT | CEO Coach | Advisor | Speaker | Trusted by 300K+ leaders. | Work with us: https://t.co/6P5ZGqxCyc
wincy.eth
@gusik4ever
scrip-kid | educator | prediction maker | ugc creator | Community Lead in @PolymarketSport
Mike Fishbein
@mfishbein
Building custom AI agents and internal tools for marketing and sales teams.
Nous Research
@NousResearch
World-class open source AI https://t.co/vrD0aDJeto
Sharbel
@sharbel
Co-Founder https://t.co/G1eWKZtmi7. I help you build AI systems that work while you sleep.
Tom Dörr
@tom_doerr
Follow for posts about GitHub repos, DSPy, and agents Subscribe for top posts DM to share your AI project (Due to volume of DMs I'll prioritize subscribers)
Cody Schneider
@codyschneiderxx
folllow for shiposting about the growth tactics i'm using to grow my startup building @graphed with @maxchehab Get Started Free - https://t.co/stXlkQBlSj
Ihtesham Ali
@ihtesham2005
investor, writer, educator, and a dragon ball fan 🐉
Adham Dannaway
@AdhamDannaway
📘 Author of @PracticalUI ⚡️ UX & UI design tips, inspiration, & news 🤟 Pushing pixels since 2005 ⚙️ Specialised in UI design & design systems
Okara
@askOkara
ai lab building products for consumers: AI CMO, Private AI Chat
Kevin Simback 🍷
@KSimback
COO @delphi_labs - building + investing in crypto and AI. Ex @IBM, @McKinsey, @CarnegieMellon, reformed CFA
Morgan
@morganlinton
Cofounder/CTO @BoldMetrics - love building teams and software, in that order. Early @ Sonos, Engineering @ Carnegie Mellon. Not an expert - always learning.
Matt Ronge
@mronge
Building tech for creatives and makers 🚀 CEO & Cofounder @astropad ❤️ Tech, bootstrapping, DTC ecommerce, startups, and engineering
Nick Spisak
@NickSpisak_
| AI Transformation Engineer | Seven Figure E-Commerce Business Owner
Noah Zweben
@noahzweben
Claude Code PM @anthropicai
Peter Steinberger 🦞
@steipete
Polyagentmorous ClawFather. Came back from retirement to mess with AI and help a lobster take over the world @openclaw🦞
TBPN
@tbpn
Technology's daily show. Hosted by @johncoogan & @jordihays. Streaming live 11a-2p PT every weekday. Sign up for TBPN's daily newsletter at https://t.co/Nhf5ohjInO.
Cheng Lou
@_chenglou
Worked on: @reactjs, @messenger, @reasonml, @rescriptlang & @midjourney
Max Blade
@_MaxBlade
🔥 "QuickClaw" - OpenClaw on your iphone https://t.co/u5NW0xhOZD 📺 YT -https://t.co/lrpw6a0FQQ
zak.eth
@0xzak
👁️⃤ explorer in the further regions of experience ⃤⃟⃝ ㅤㅤ 𓆝 𓆟 𓆞 𓆝𓆝 𓆟 𓆞 𓆝ㅤㅤㅤㅤㅤ ☠︎︎ིྀ☠︎︎ིྀ☠︎︎ིྀ @numbergroupxyz ⫘⫘⫘ @ethcforg
Advait Paliwal
@advaitpaliwal
disciple of experience
Ankit Gupta
@agupta
general partner @ycombinator. co-founder of @reverielabs (acquired). @harvard CS. 🫶 to @lucylnam.
Andrew Ambrosino
@ajambrosino
Codex App @OpenAI
Aksel
@akseljoonas
building AI agents @huggingface 🤗
Alok Bishoyi
@alokbishoyi97
building something new. capital allocator @dzerovc. @iitbombay alum. tweets on AI, India, travel, lifting, NFL, occasional high-temp sampling.
Andrew Farah
@andrewfarah
Founder and CEO of @densityio, maker of https://t.co/ZFQFlyllXK and https://t.co/GeD0UJOQQO, rejected for an Apple retail job in 2005
Aniket Panjwani
@aniketapanjwani
I teach agentic coding to economists || PhD Economics Northwestern || Director of AI/ML @ Payslice || ex-MLOps @ Zelle
Tanvir
@anjum_ai
Turning ideas into income with AI, SaaS & online biz. Sharing smart takes on productivity, entrepreneurship & product launches 📬 anjumtanvir095@gmail.com
ashu garg
@ashugarg
Enterprise VC @FoundationCap | Early investor in @databricks @tubi & 6 other unicorns- @cohesity @eightfoldai @turingcom @amperity @alation @anyscalecompute
Shruti Gandhi / Array VC preseed rounds
@atShruti
VC Eng @arrayvc Investor @happyrobot_ai @sapiomAI @placer_ai @daftengine @wabi @matic @joinallocate @runable_hq @drata @pendoio
Mike Bespalov
@bbssppllvv
Making AI design not suck. Founder of @referodesign (250K+ users). Ex- @clerk
Ben Tossell
@bentossell
can't code, won't code. builder, investor. 3 under 3 👶. only invest in dev tools & infra
Blake Anderson
@blakeandersonw
✝️
Cathryn
@cathrynlavery
Founder @bestselfco ($55M+ bootstrapped). Sold to PE in 2022. Bought it back 2024. Becoming AI Native & documenting @ https://t.co/lOWxGF3Rho
Charlie Hills
@charliejhills
Helping Entrepreneurs Systemise & Scale with AI | Trusted by 200k+
Dan Shipper 📧
@danshipper
ceo @every | the only subscription you need to stay at the edge of AI
Darrin Henein
@darrinhenein
Chief Design Officer at @Owner. Prev VP of Design @Shopify. Creator of @LastronautGame and @CanazeeGames.
𝒅𝒆𝒏𝒊𝒛𝒆𝒏
@dennizor
in search of a humane, universal interface
Dhruv
@dhruvtwt_
22 // Observer • Figuring जीवन
Jeffrey Emanuel
@doodlestein
Former Quant Investor | My Open Source Projects: https://t.co/9qbOCDlaqM | Try https://t.co/oCtjI2mBIl , my collection of agent coding tooling.
dotta 📎
@dotta
Paperclip Maximizer, Agent Orchestrator, Forgotten Runes, --dangerously-skip-permissions
Alvaro Cintas
@dr_cintas
Educating about AI, Cybersecurity and Technology | Professor | PhD in Computer Science & Engineering
Elad Gil
@eladgil
Entrepreneur & Investor
ericosiu
@ericosiu
Founder- revenue agents @ singlebrain, ad agency @singlegrain, Investor. Member: @YPO Beverly Hills Podcaster: Marketing School, Leveling Up
m0h
@exploraX_
sharing daily contents that helps you make the most from AI…
Graeme
@gkisokay
AI agent enjoyer | Founder @amplifi_now | Building better agents
GREG ISENBERG
@gregisenberg
I drop startup ideas daily. Host @startupideaspod. CEO: @latecheckoutplz we build companies like @ideabrowser, @meetLCA, @boringmarketer etc
Hila Shmuel
@HilaShmuel
builder of Cabinet, LLM+KB 🗄️https://t.co/AdFsg7tZfT Ex-Software Engineering Manager at @Apple 🍏👠
Tw93
@HiTw93
Creator of Kaku · Mole · Pake · MiaoYan
hoeem
@hooeem
helping you turn screen time into cash flow using modern stacks to create digital leverage.
Ivan Boroja
@ivanboroja
Founder @_artasaka | The creative department for startups in the AI era.
James Bedford
@jameesy
engineering @zerion, building https://t.co/3RQYuZAcrt
Jason Zook
@jasondoesstuff
IWearYourShirt, BuyMyLastName, SponsorMyBook, BuyMyFuture, Teachery, Wandering Aimfully, now vibe coding to $100k in 2026! 🟩 🟩 ⬜️ ⬜️ ⬜️ ⬜️ ⬜️ ⬜️ ⬜️ ⬜️ (20%)
Jeff Grimes
@jeffgrimes9
Head of Live Events product at Perplexity. Working on Finance Computer & Perplexity Finance.
jenny wen
@jenny_wen
generalist, realist, escapist. designer.
Jori Lallo
@jorilallo
Building @linear (co-founder) 🇫🇮
andy nguyen
@kevinnguyendn
Creator of https://t.co/EMx6p0sbuD | Building an agentic memory layer for coding agents to help millions of devs vibe code better! 🚀 #VibeCoding
Kirill
@kirillk_web3
AI Influencer × Web3 Creator · Focused on @Polymarket & Crypto Claude · Bots · Wallet flows · Probabilities Private Telegram - https://t.co/oGlSotk6ps
Kun Chen
@kunchenguid
Solo builder. Former L8 engineer at Meta, Microsoft, Atlassian.
Ellaa
@learnwithella
AI Enthusiast | Content Creator & Digital Publisher 📰✨ | Making complex tech simple. Follow for daily AI updates, prompt guides, and future tech! 🚀
Aaron Levie
@levie
ceo @box - your business lives in content. unleash it with AI
Linear
@linear
The product development system for teams and agents.
Luca Rossi ꩜
@lucaronin
📬 Author of https://t.co/mtplxYUOk4 • I write weekly about making software and working with humans, to 120K+ engineers. 🏎️ Sim racer @SimRacingLG
Michael Bloch
@michaelxbloch
Partner @QuietCapital. Previously founded Pillar (acquired by @Acorns) + early @DoorDash. Tweets about startups, tech, AI, and investing.
Michael Guo
@Michaelzsguo
Building AI agents and AI-native orgs. Demystifying AI in practice. EN/中文
Mike Murchison
@mimurchison
CEO of Ada (@ada_cx), the agentic customer experience company. I usually post about applied AI and reflections on leadership. Made in Canada🇨🇦
Mitchell Hashimoto
@mitchellh
Working on a new terminal: Ghostty. 👻 Prev: founded @HashiCorp. Created Vagrant, Terraform, Vault, and others. Vision Jet Pilot. 👨✈️
Nick
@nickbaumann_
codex @openAI | prev @cline | product of @UWMadison 🦡
Nico Bailon
@nicopreme
Building open source agentic tools, mostly for Pi coding agent.
Nyk 🌱
@nyk_builderz
co-founder @builderzdotdev | founder @splitlabsio | member @superteamDE | building AI agents + solana apps | open source | DM for builds.
elvis
@omarsar0
Building @dair_ai • Prev: Meta AI, Elastic, PhD • New AI learning portal: https://t.co/1e8RZKs4uX
OpenAI Developers
@OpenAIDevs
Official updates for developers building with Codex & the OpenAI Platform • Service status: https://t.co/kZwnwdYYEq
Orca IDE
@orca_build
A cross-platform AI Orchestrator for the 100x devs
Eric ⚡️ Building...
@outsource_
🚀Building Agentic Tools & Frameworks @ClawSuite // https://t.co/aL39N4cvb1 FREE Discord 👉🏻https://t.co/pTLb9iwdSp
Peter Yang
@petergyang
Practical AI tutorials and interviews for busy people | Join 140K+ readers at https://t.co/XYKTmGVH14 | Product at Roblox
rahul
@rahulgs
head of applied ai @ ramp
Rohit
@rohit4verse
Engineer who builds, solves, and ships | FullStack + Applied AI | Agentic AI |
Ruari Wood-Freeman
@Ruari_wf
I tweet about building a AI platform that connects brands to podcasters by Vibe. Self taught python 🐍 - working solo 1️⃣- learning everyday 📖
Ryan Carson
@ryancarson
Dad, Dev, CEO, 4x Founder.
Matt Harney
@SaaSletter
Sara Du
@saradu
founder @andocorporation ✶ harvard dropout, thiel fellow, etc. likes agents & linguistics
Shiv
@shivsakhuja
Pontificating... / Vibe GTM-ing / Making Claude Code do non-coding things building a team of AI coworkers @ Gooseworks / prev @AthinaAI /@google / @ycombinator
Shrey Pandya
@shreypandya
building @browserbase // @neo, @v1michigan 〽️
Simon Last
@simonlast
Building @NotionHQ
そう｜Claude Codeで始めるAI自動化
@so_ainsight
Claude Code×n8n AIエージェント300以上構築｜ソロプレナーでAIエージェント組織企業を運営｜ 累計純利２億超 ｜ 非エンジニアでもできるClaude Codeで「異次元」業務効率化を発信｜ noteでマル㊙️コンテンツ配信中｜ フォローすればAIで「異次元」に時間を生み出す自動化手法が分かる
Sol Irvine
@solirvine
mostly harmless • building https://t.co/5W0eJiJlRS and https://t.co/43ZMkKkMRa
Soumitra Shukla
@soumitrashukla9
Research Fellow at the Artificial intelligence Institute @HarvardHBS and The Burning Glass Institute @theBGInstitute. All opinions on Twitter are my own.
Patrick Coddou
@soundslikecanoe
Teaching machines to work so humans can create. Operations / AI at AJF Growth (Meta Agency) Previously founder at @getsupply (acquired) Rarely serious.
buun
@spiritbuun
this user is experiencing context rot
Sudip
@sudiprokaya
@Ycombinator P26 | Building @Laminalabs , the fastest infra for video generation | CS & Math @MIT
Harmanjot Kaur
@sukhdeep7896
Teknium 🪽
@Teknium
Cofounder and Lead Engineer - Hermes Agent @NousResearch, prev @StabilityAI Github: https://t.co/LZwHTUFwPq HuggingFace: https://t.co/sN2FFU8PVE
Rohan Varma
@TheRohanVarma
codex @openai, prev: @cursor_ai @adoptclarity, @tryexplo, @czi, @palantirtech
Tommy Stark 𝕏
@TommyStarkX
the Dog Director of iSpeakDog! Multi-Disciplinary Canine Expert @thedogdirector https://t.co/YAILLj7CBG Investor, Shoe head, AI nerd, Sports Cards, Sports, Geopolitics
Varun
@varun_mathur
Agentic General Intelligence @HyperspaceAI (Co-founder and CEO)
Vasu-Devs
@Vasu_Devs
AI Engineer • 21 • Open to work! Building: https://t.co/f64U8MDKtG
Virat Singh
@virattt
Founder @findatasets, market infra for your agents.
Yi Lu
@yyyiiillluuu
TL for Meta AI personalization and agent memory (Reality lab) Former head of ML at Forethought (acquired by Zendesk) Adjunct prof University of Washington