100% Free Forever
AI-Powered Learning
Industry Expert Content
Certificates & Badges
Learn At Your Own Pace
Programming

Agents in Clojure

Agents manage a single piece of state that's updated asynchronously and independently by a queue of action functions, with built-in error handling.

State & ConcurrencyIntermediate9 min readJul 10, 2026
Analogies

What Are Agents?

Agents are Clojure's tool for uncoordinated, asynchronous state changes: you create one with (agent initial-state), and instead of updating it directly, you send it an action — a function that will eventually be applied to its current state on a background thread. The call to send returns immediately with the agent itself, not the new state, so the caller never blocks waiting for the update to actually happen, and multiple actions queue up to run one after another.

🏏

Cricket analogy: Like sending a message to the ground announcer to update the crowd display 'at some point soon' without waiting for confirmation — you fire off the instruction (send an action to an agent) and move straight on to bowling the next over.

An agent's action function receives the current state as its first argument plus any extra arguments passed to send/send-off, and its return value becomes the agent's new state — the same shape as swap!'s function on an atom, but applied asynchronously.

send vs send-off and Thread Pools

Clojure gives you two ways to dispatch an action, and choosing the right one matters for throughput. send uses a small, fixed-size thread pool sized to your CPU cores, intended for quick, non-blocking, CPU-bound work; if you queue a blocking call there, you can starve the whole pool. send-off uses a separate, expandable thread pool designed for actions that legitimately block, such as network calls, file I/O, or database queries, so blocking work on one agent doesn't stall unrelated CPU-bound work on another.

🏏

Cricket analogy: Like assigning quick scoring calculations to the in-stadium scorer, a small fixed team doing fast CPU-bound work (send), versus assigning a slow task like retrieving decades-old match archives to an external researcher, an expandable pool of freelancers for blocking work (send-off).

clojure
(def audit-log (agent []))

(defn log-event! [event]
  (send audit-log conj event))

(log-event! {:type :login :user "asha"})
(log-event! {:type :purchase :user "asha" :amount 42.50})

(await audit-log)
@audit-log
;; => [{:type :login ...} {:type :purchase ...}]

(def uploader (agent {:pending 0}))

(set-error-handler! uploader
  (fn [ag ex] (println "upload agent failed:" (.getMessage ex))))
(set-error-mode! uploader :continue)

(send-off uploader
  (fn [state file]
    (upload-to-s3! file) ;; blocking I/O, so use send-off
    (update state :pending dec))
  "report.pdf")

Error Handling and Agent Error Modes

If an action function throws, the agent enters a failed state whose behavior depends on its error mode. Under the default :fail mode, the agent stops processing any further queued actions until you call restart-agent with a new state; under :continue mode, the error is logged (or passed to a handler set with set-error-handler!) and the agent simply moves on to the next queued action. You can inspect the exception at any time with agent-error, which returns the exception object or nil if the agent isn't currently failed.

🏏

Cricket analogy: Like a bowler who's had a no-ball called — under a lenient mode the over just continues (:continue, error logged but the agent keeps processing new actions), whereas under a strict mode the whole spell is suspended until the umpire manually clears the bowler (:fail, requiring a manual restart-agent).

Calling await or await-for inside a dosync transaction, or sending actions to an agent from inside a transaction that might retry, is unsafe and can lead to actions being queued multiple times — keep agent interactions outside of STM transactions.

Coordinating with await

Because send and send-off return immediately, you sometimes need to know when the queued work has actually finished before reading the agent's final state — that's what await (and its timeout-bounded cousin await-for) are for: they block the calling thread until every action already dispatched to the given agent(s) completes. Clojure also guarantees that actions sent to the same agent from the same thread are processed strictly in the order they were dispatched, so a sequence of send calls from one thread will always apply in that same sequence, even though the actual work happens asynchronously on a pool thread.

🏏

Cricket analogy: Like waiting at the boundary rope until the third umpire's review is fully resolved before play resumes — await blocks until all queued actions on an agent finish, and actions dispatched from the same over (thread) are always processed in the order they were bowled.

  • Agents hold one value, updated asynchronously via a queue of action functions.
  • Use send for fast, non-blocking work; use send-off for actions that block on I/O.
  • agent-error inspects a failed agent's exception; restart-agent recovers it under :fail mode.
  • set-error-mode! :continue keeps an agent processing after logging an error instead of halting it.
  • Ordering is preserved for actions sent from the same thread to the same agent.
  • await blocks until queued actions complete — never call it inside an STM transaction.

Practice what you learned

Was this page helpful?

Topics covered

#Programming#ClojureStudyNotes#AgentsInClojure#Agents#Clojure#Send#Off#StudyNotes#SkillVeris#ExamPrep

Frequently Asked Questions

21 categories · pick one to explore

Where can I get free study notes for programming and tech subjects?
SkillVeris offers completely free study notes covering programming and tech subjects, with no signup fees or paywalls. The notes are structured by course and topic, written for quick understanding, and enriched with the Learn Through Hobbies analogy method, so you can revise concepts through cricket, music, gaming, cooking and more.
Are SkillVeris study notes good for exam revision?
Yes, the study notes are designed for efficient revision: each topic answers its heading immediately, keeps explanations concise, and links to related glossary terms and cheat sheets. Students preparing for university exams or certification tests use them as quick revision notes because they distil concepts without the padding of full textbooks.
What subjects do the free study notes cover?
The study notes span the platform's main domains, including AI and machine learning, Python and programming, web development, DevOps, cloud, security and databases. Coverage mirrors the 37 live courses, so notes exist for the topics you are actually studying, and new note sets are added as courses launch.
How are SkillVeris study notes different from regular textbooks?
The notes are answer-first, concise and free, whereas textbooks are long and often expensive. Each section explains one concept directly, then reinforces it through selectable hobby analogies like cricket or cooking. Notes also cross-link to the glossary, blog and cheat sheets, letting you jump to related material instantly instead of flipping pages.
Can I use the developer study material without creating an account?
The study notes are free to access, and SkillVeris does not charge anything for its developer study material at any point. Browsing notes is straightforward from the Study Notes section, and if you want progress tracking, certificates and AI Mentor conversations tied to your learning, a free account unlocks those extras.
Do the study notes explain concepts with analogies?
Yes, this is a signature SkillVeris feature. Study notes use the Learn Through Hobbies method, explaining technical concepts through analogies from twelve domains including cricket, music, gaming, photography, travel, movies, fitness, chess, cooking, finance, business and sports. You can switch the analogy domain instantly to whichever hobby makes the concept click.
Are the revision notes suitable for last-minute exam preparation?
Yes, revision notes on SkillVeris work well for last-minute preparation because every section states the answer in its first sentences, so skimming is genuinely effective. Pair them with the relevant cheat sheet for formulas and syntax, and use the glossary for any unfamiliar term you meet while cramming.
Is there free study material for AI and machine learning?
Yes, SkillVeris provides free study notes across its AI and ML catalogue, covering Python for AI, deep learning frameworks like PyTorch and TensorFlow, Hugging Face Transformers, Large Language Models, RAG, AI agents and MLOps. All of it is free, making it a strong resource for Indian students and global learners alike.
Can beginners understand the study notes, or are they for experts?
Beginners can absolutely use them. The notes are written in plain language, define terms as they appear, and lean on hobby analogies to make abstract ideas concrete. Difficulty scales with the underlying course level, so beginner-course notes stay gentle while advanced-course notes go deeper, and the glossary supports you throughout.
How do study notes connect with SkillVeris courses?
Study notes are organised by course and topic, so they map directly to the structured courses and their 24–40-lesson curriculum. Many learners study a lesson first, then use the matching notes for revision before module assessments and the final exam, where 80 percent is required to pass and earn the certificate.
Are there study notes for Python specifically?
Yes, Python is well covered through notes tied to the Python-focused courses, including Python for AI and ML. Topics span fundamentals through applied machine learning usage. You can reinforce the notes with Python practice in Code Lab, which runs code in your browser with no installation required.
Do the study notes include code examples?
Yes, study notes include code examples wherever a concept is best shown in code, alongside explanations, key points and analogies. Reading a snippet in the notes and then reproducing it yourself in Code Lab is an effective loop, since Code Lab lets you run code in the browser across six languages.
How often is new study material added to SkillVeris?
Study material grows alongside the course catalogue. Whenever new courses join the platform's 37 live courses, matching study notes, glossary entries and cheat sheets are added so the resources stay in sync. Existing notes are also refined over time, so it is worth revisiting topics you studied earlier.
Can I use SkillVeris notes to prepare for technical interviews?
Yes, the notes make excellent interview revision because they compress each concept into direct, answer-first explanations, which mirrors how you should answer interview questions. Combine them with the SkillVeris interview questions feature, which includes readiness scoring, to test whether your revision has actually made you interview-ready.
Are the study notes mobile-friendly for studying on the go?
Yes, the study notes are built to load fast and read comfortably on mobile devices, so you can revise during a commute or between classes. Sections are short and answer-first, which suits small screens, and analogy switching works on mobile too, letting you study anywhere without carrying books.
What is the difference between study notes and cheat sheets?
Study notes explain concepts in depth with context, examples and analogies, making them ideal for learning and revision. Cheat sheets are compact quick-reference summaries of syntax, commands and key facts, ideal once you already understand a topic. Most learners study the notes first, then keep the cheat sheet handy while coding.
Do study notes help if I am stuck on a course lesson?
Yes, reading the matching study notes often clarifies a lesson because the same concept is explained from a different angle, frequently with a different analogy. If you are still stuck, ask the AI Mentor, which answers 24/7 at Quick, Detailed or Deep-dive depth until the idea genuinely makes sense.
Is there free study material for DevOps and cloud topics?
Yes, SkillVeris carries free study notes for DevOps and cloud topics as part of its coverage across 37 live courses. The material suits learners following the DevOps Engineer or Cloud Engineer paths, and it links to related glossary terms and cheat sheets so you can revise the whole toolchain in one place.
Can school or college students in India use these notes for projects?
Yes, students across India and worldwide use SkillVeris notes for coursework, projects and exam preparation, and everything is free, which matters for student budgets. The notes explain concepts clearly enough to cite in project reports, and Code Lab lets you prototype the project code directly in your browser.
How should I combine study notes with other SkillVeris resources?
A proven loop: learn from a course lesson, revise with the matching study notes, look up unfamiliar terms in the glossary, keep the cheat sheet open while practising in Code Lab, and quiz yourself with interview questions. The AI Mentor fills any remaining gaps 24/7, at whatever depth you need.

What Learners Say

Real journeys from the SkillVeris community — swipe for more.

SkillVeris taught me Python through Cricket. Now I’m building real projects and feeling confident!
Arjun S. · B.Tech Student
The best platform for hobby-based learning. Concepts finally stick.
Priya R. · Data Analyst
I went from zero coding to a portfolio of projects — all by learning through my love for gaming. Landed my first internship!
Kabir M. · CS Undergraduate
Trending Topics50 popular tags — tap to explore
Trending CoursesAll 37 free courses — tap to browse